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broadDRA
Raw
README.md

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.

Raw
broadCSAA.dataFromRetrosheet.json
{
"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": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Raw
broadCSAA.makeModel.json
{
"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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"0.315029130566034"
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"[1] 0.3150291"
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"mean(model.predictions)"
]
},
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"execution_count": null,
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Raw
broadCSAA.readModel.json
{
"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
},
"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": [
"0.314902009906745"
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"text/latex": [
"0.314902009906745"
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"text/markdown": [
"0.314902009906745"
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"text/plain": [
"[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>ryanb001</th><td>0.2079753</td></tr>\n",
"\t<tr><th scope=row>saark001</th><td>-0.0179761</td></tr>\n",
"\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",
"\tcrucf001 & -0.1048457\\\\\n",
"\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",
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"stewj001 -0.0066141243\n",
"stews003 0.0134207183\n",
"stonr001 0.0654889916\n",
"sturt001 -0.0489119511\n",
"sulls001 0.0096399711\n",
"suppj001 0.0050310775\n",
"sweeb001 -0.0432296460\n",
"szumj001 -0.0530551633\n",
"tadak001 0.0141864425\n",
"takas001 0.1019665912\n",
"tankd001 -0.0762979146\n",
"tavaj001 0.0353612556\n",
"tayla001 -0.0528559636\n",
"tejem001 -0.0645827495\n",
"telea001 -0.0370550108\n",
"thomb001 -0.0132025678\n",
"thomj005 0.0225752328\n",
"thorm001 -0.1236081283\n",
"timlm001 0.0484178403\n",
"tomkb001 0.0270105614\n",
"torrs001 -0.1073559309\n",
"towej001 0.1089735023\n",
"tracs001 0.0183919957\n",
"tsaoc001 -0.0084906361\n",
"tuckt001 0.0953295925\n",
"turnd001 -0.1090161517\n",
"urbiu001 -0.0332939966\n",
"urdal001 0.0314116158\n",
"valdi001 0.1221043778\n",
"valdm003 -0.0459186217\n",
"valej005 -0.1110516034\n",
"valvj001 -0.0286051485\n",
"vanbj001 -0.0854364468\n",
"vanpt001 -0.0074896357\n",
"vargc001 -0.0161081872\n",
"vasqj001 -0.0086032673\n",
"vazqj001 0.0285585457\n",
"venam002 0.0374722788\n",
"ventr001 -0.0247459858\n",
"villb001 -0.1053549957\n",
"ville001 -0.1246657235\n",
"villo001 -0.0206483645\n",
"villr001 -0.0532782700\n",
"vizcl001 -0.0741700651\n",
"voger001 -0.0321478281\n",
"waecd001 -0.1001108738\n",
"wagnb001 0.1446315113\n",
"wagnr001 -0.1379746699\n",
"waket001 0.0566666952\n",
"walkj001 0.0695185987\n",
"walkk001 -0.0202869017\n",
"walkt003 -0.0181229166\n",
"wasdj001 -0.0635680417\n",
"washj001 0.0310064594\n",
"watks002 -0.0363150894\n",
"waynj001 -0.0321681298\n",
"weatd001 0.0582589742\n",
"weavj002 0.1875760104\n",
"webbb001 -0.0773376207\n",
"webbj001 -0.0726834169\n",
"webeb001 -0.0701687824\n",
"welld001 0.1715877771\n",
"wellk001 0.0117276775\n",
"wellt002 -0.1185588753\n",
"wendt001 -0.0569310379\n",
"westj001 -0.0411417502\n",
"wheed001 0.1489376862\n",
"whitg001 0.1124932741\n",
"whitr002 -0.0281533977\n",
"wickb001 0.0128218400\n",
"willd002 0.0885663405\n",
"willd003 0.0864521067\n",
"willj003 0.0226929501\n",
"willr003 -0.0910300208\n",
"wills002 -0.1189206869\n",
"willt001 -0.0648312508\n",
"willw001 0.0360452504\n",
"wilsp001 0.0653042244\n",
"wisem001 0.1043419477\n",
"witaj001 -0.0661633233\n",
"wolfr001 0.0938702088\n",
"woodk002 0.0087395867\n",
"woodm002 -0.0889480498\n",
"worrt002 0.0880695763\n",
"wrigd001 -0.0309612358\n",
"wrigj001 -0.0638846553\n",
"wrigj002 0.0742514911\n",
"wuerm001 -0.0120707624\n",
"wunsk001 -0.0079281128\n",
"yan-e001 -0.0849499808\n",
"yatet001 -0.0375107347\n",
"younc003 0.0616705781\n",
"younj002 0.0199114288\n",
"zambc001 0.0116897783\n",
"zambv001 -0.0708666371\n",
"zeilt001 -0.0143428129\n",
"zitob001 0.0442074283"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rr$pitcher"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"rrc.val <- rr$catcher\n",
"rrc.name <- row.names(rr$catcher)\n",
"rrp.val <- rr$pitcher\n",
"rrp.name <- row.names(rr$pitcher)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"aloms001\" \"0.303572124764004\" \"0.306314164791347\" \n",
"[4] \"-0.00274204002734313\" \"3498\" \"-9.59165601564627\" \n",
"[1] \"ardod001\" \"0.278380181094273\" \"0.291163180709373\"\n",
"[4] \"-0.0127829996151\" \"236\" \"-3.0167879091636\" \n",
"[1] \"ausmb001\" \"0.318478541145119\" \"0.303986181044448\" \n",
"[4] \"0.0144923601006713\" \"9174\" \"132.952911563559\" \n",
"[1] \"bakop001\" \"0.34316241883678\" \"0.333544968305659\" \n",
"[4] \"0.00961745053112051\" \"2920\" \"28.0829555508719\" \n",
"[1] \"barar001\" \"0.315779338153516\" \"0.310562347026523\" \n",
"[4] \"0.00521699112699314\" \"8160\" \"42.570647596264\" \n",
"[1] \"bardj001\" \"0.327579669230154\" \"0.321104724126461\" \n",
"[4] \"0.00647494510369284\" \"501\" \"3.24394749695011\" \n",
"[1] \"barrm003\" \"0.311959713757075\" \"0.310167702624821\" \n",
"[4] \"0.00179201113225375\" \"9923\" \"17.7821264653539\" \n",
"[1] \"benng001\" \"0.291714921431876\" \"0.303077106515804\" \n",
"[4] \"-0.0113621850839284\" \"5483\" \"-62.2988608151797\" \n",
"[1] \"blanh001\" \"0.319831421504014\" \"0.321989922066908\" \n",
"[4] \"-0.00215850056289441\" \"7706\" \"-16.6334053376643\" \n",
"[1] \"bordp001\" \"0.306235101765017\" \"0.316309625251817\" \n",
"[4] \"-0.0100745234867998\" \"2426\" \"-24.4407939789762\" \n",
"[1] \"bower002\" \"0.324465528349092\" \"0.318743415106886\" \n",
"[4] \"0.00572211324220606\" \"744\" \"4.25725225220131\" \n",
"[1] \"britj002\" \"0.31498111917859\" \"0.312378520838374\" \n",
"[4] \"0.00260259834021598\" \"4344\" \"11.3056871898982\" \n",
"[1] \"buckj001\" \"0.297959392324158\" \"0.310318345237467\" \n",
"[4] \"-0.0123589529133083\" \"5252\" \"-64.9092207006952\" \n",
"[1] \"burkj003\" \"0.328478932746193\" \"0.320657096281408\" \n",
"[4] \"0.00782183646478457\" \"2578\" \"20.1646944062146\" \n",
"[1] \"cashk001\" \"0.308858510761672\" \"0.319935816107169\" \n",
"[4] \"-0.0110773053454962\" \"4423\" \"-48.9949215431296\" \n",
"[1] \"casta001\" \"0.331321128735982\" \"0.308494770932799\" \n",
"[4] \"0.0228263578031827\" \"2182\" \"49.8071127265445\" \n",
"[1] \"castr002\" \"0.334778136400313\" \"0.330328860650245\" \n",
"[4] \"0.00444927575006759\" \"2035\" \"9.05427615138755\" \n",
"[1] \"chavr001\" \"0.315289498872382\" \"0.323661302225951\" \n",
"[4] \"-0.00837180335356946\" \"3553\" \"-29.7450173152323\" \n",
"[1] \"closj001\" \"0.320363550730705\" \"0.31138943167674\" \n",
"[4] \"0.00897411905396495\" \"2369\" \"21.259688038843\" \n",
"[1] \"cotah001\" \"0.306432088471733\" \"0.312283415072127\" \n",
"[4] \"-0.00585132660039422\" \"1150\" \"-6.72902559045336\" \n",
"[1] \"davib003\" \"0.300546963484263\" \"0.307855775856428\" \n",
"[4] \"-0.00730881237216557\" \"4701\" \"-34.3587269615504\" \n",
"[1] \"diaze002\" \"0.320850261211549\" \"0.315058138788401\" \n",
"[4] \"0.00579212242314753\" \"3180\" \"18.4189493056091\" \n",
"[1] \"difem001\" \"0.317622295928694\" \"0.319994150131011\" \n",
"[4] \"-0.002371854202317\" \"547\" \"-1.2974042486674\" \n",
"[1] \"domia001\" \"0.37821055238615\" \"0.377872212909378\" \n",
"[4] \"0.000338339476771921\" \"26\" \"0.00879682639606993\" \n",
"[1] \"estab001\" \"0.300190001931353\" \"0.307182538033833\" \n",
"[4] \"-0.00699253610247996\" \"576\" \"-4.02770079502846\" \n",
"[1] \"estrj001\" \"0.326632727342871\" \"0.317378753861709\" \n",
"[4] \"0.00925397348116214\" \"9127\" \"84.4610159625668\" \n",
"[1] \"fickr001\" \"0.316027019278678\" \"0.310329018098828\" \n",
"[4] \"0.0056980011798492\" \"41\" \"0.233618048373817\" \n",
"[1] \"flahj001\" \"0.324152245154609\" \"0.310814000066102\" \n",
"[4] \"0.0133382450885074\" \"2703\" \"36.0532764742355\" \n",
"[1] \"fordb001\" \"0.301598845100707\" \"0.299340520106387\" \n",
"[4] \"0.0022583249943206\" \"3829\" \"8.64712640325359\" \n",
"[1] \"gil-g001\" \"0.316130257948981\" \"0.307371169532271\" \n",
"[4] \"0.00875908841671041\" \"668\" \"5.85107106236256\" \n",
"[1] \"greet003\" \"0.294988432093691\" \"0.317273689110337\" \n",
"[4] \"-0.0222852570166454\" \"3971\" \"-88.4947556130987\" \n",
"[1] \"hallt001\" \"0.298751087953656\" \"0.311125951582872\" \n",
"[4] \"-0.0123748636292166\" \"9299\" \"-115.073856888085\" \n",
"[1] \"hammr001\" \"0.318834285954509\" \"0.312220266588023\" \n",
"[4] \"0.00661401936648642\" \"3314\" \"21.918860180536\" \n",
"[1] \"hernr002\" \"0.332713346199831\" \"0.328458318923628\" \n",
"[4] \"0.00425502727620297\" \"7868\" \"33.478554609165\" \n",
"[1] \"hietj001\" \"0.337120156083238\" \"0.338787423125806\" \n",
"[4] \"-0.00166726704256809\" \"15\" \"-0.0250090056385213\" \n",
"[1] \"hillk002\" \"0.302270581122625\" \"0.310916776181475\" \n",
"[4] \"-0.00864619505885006\" \"906\" \"-7.83345272331815\" \n",
"[1] \"hinca001\" \"0.356046382807073\" \"0.351136713899612\" \n",
"[4] \"0.00490966890746058\" \"223\" \"1.09485616636371\" \n",
"[1] \"housj001\" \"0.300515490432811\" \"0.296193875317062\" \n",
"[4] \"0.00432161511574908\" \"162\" \"0.700101648751351\" \n",
"[1] \"huckk001\" \"0.305599331713855\" \"0.317295716070183\" \n",
"[4] \"-0.0116963843563284\" \"1388\" \"-16.2345814865838\" \n",
"[1] \"ingeb001\" \"0.305286803907797\" \"0.315038120577681\" \n",
"[4] \"-0.00975131666988449\" \"2797\" \"-27.2744327256669\" \n",
"[1] \"johnc002\" \"0.296622348443033\" \"0.307181811600293\" \n",
"[4] \"-0.0105594631572602\" \"7265\" \"-76.7144998374953\" \n",
"[1] \"johnm003\" \"0.308628489031007\" \"0.315613068508997\" \n",
"[4] \"-0.00698457947798969\" \"276\" \"-1.92774393592516\" \n",
"[1] \"kendj001\" \"0.29893848829979\" \"0.305625746798245\" \n",
"[4] \"-0.00668725849845458\" \"10815\" \"-72.3227006607863\" \n",
"[1] \"knoej001\" \"0.28909672432996\" \"0.289472334491064\" \n",
"[4] \"-0.000375610161104267\" \"12\" \"-0.00450732193325121\" \n",
"[1] \"lairg001\" \"0.303687987685255\" \"0.314809305813821\" \n",
"[4] \"-0.0111213181285653\" \"3862\" \"-42.9505306125193\" \n",
"[1] \"laket001\" \"0.306945768059865\" \"0.310381995702318\" \n",
"[4] \"-0.00343622764245316\" \"2729\" \"-9.37746523625467\" \n",
"[1] \"laruj001\" \"0.313498783066464\" \"0.323058259822571\" \n",
"[4] \"-0.00955947675610719\" \"8326\" \"-79.5922034713484\" \n",
"[1] \"lecrm001\" \"0.316353026446129\" \"0.310613744030147\" \n",
"[4] \"0.00573928241598237\" \"1209\" \"6.93879244092269\" \n",
"[1] \"liebm001\" \"0.319629705224086\" \"0.316988029644956\" \n",
"[4] \"0.0026416755791307\" \"9444\" \"24.9479841693103\" \n",
"[1] \"lodup001\" \"0.324662269833326\" \"0.31900132974228\" \n",
"[4] \"0.00566094009104645\" \"9388\" \"53.1449055747441\" \n",
"[1] \"lopej001\" \"0.304260401508058\" \"0.308290135244488\" \n",
"[4] \"-0.00402973373643056\" \"10569\" \"-42.5902558603346\" \n",
"[1] \"machr001\" \"0.298337507726364\" \"0.314588513071437\" \n",
"[4] \"-0.0162510053450722\" \"1738\" \"-28.2442472897355\" \n",
"[1] \"marta002\" \"0.312186472226442\" \"0.321255330440715\" \n",
"[4] \"-0.00906885821427322\" \"167\" \"-1.51449932178363\" \n",
"[1] \"martv001\" \"0.3100773337436\" \"0.303601049953391\" \n",
"[4] \"0.00647628379020804\" \"10201\" \"66.0645709439122\" \n",
"[1] \"mathm001\" \"0.322485010071057\" \"0.317844744917733\" \n",
"[4] \"0.00464026515332355\" \"8722\" \"40.472392667288\" \n",
"[1] \"mauej001\" \"0.343422772060214\" \"0.31965344900404\" \n",
"[4] \"0.0237693230561737\" \"1934\" \"45.96987079064\" \n",
"[1] \"maynb001\" \"0.312093777694344\" \"0.317327437180369\" \n",
"[4] \"-0.00523365948602489\" \"4710\" \"-24.6505361791772\" \n",
"[1] \"mckac001\" \"0.312754546078086\" \"0.301245242150264\" \n",
"[4] \"0.0115093039278219\" \"1114\" \"12.8213645755936\" \n",
"[1] \"melha001\" \"0.302311704386476\" \"0.307413815613807\" \n",
"[4] \"-0.00510211122733029\" \"4461\" \"-22.7605181851204\" \n",
"[1] \"millc001\" \"0.304895508841177\" \"0.308520253683627\" \n",
"[4] \"-0.00362474484244957\" \"966\" \"-3.50150351780628\" \n",
"[1] \"milld002\" \"0.310594966215778\" \"0.302357446158027\" \n",
"[4] \"0.00823752005775125\" \"8446\" \"69.574094407767\" \n",
"[1] \"mirad001\" \"0.329375452322671\" \"0.324222674296074\" \n",
"[4] \"0.00515277802659625\" \"3211\" \"16.5455702434006\" \n",
"[1] \"moelc001\" \"0.32727098719866\" \"0.320301364906369\" \n",
"[4] \"0.00696962229229114\" \"7143\" \"49.7840120338356\" \n",
"[1] \"molib001\" \"0.313395974321995\" \"0.317240475257792\" \n",
"[4] \"-0.00384450093579636\" \"7009\" \"-26.9461070589967\" \n",
"[1] \"molij001\" \"0.327942417752315\" \"0.306016546728314\" \n",
"[4] \"0.0219258710240007\" \"4760\" \"104.367146074243\" \n",
"[1] \"moliy001\" \"0.33564242167602\" \"0.32180375675459\" \n",
"[4] \"0.0138386649214294\" \"3037\" \"42.028025366381\" \n",
"[1] \"mordm001\" \"0.299204572665941\" \"0.292807092342715\" \n",
"[4] \"0.00639748032322662\" \"62\" \"0.396643780040051\" \n",
"[1] \"munse001\" \"0.407758721476287\" \"0.409354906104813\" \n",
"[4] \"-0.0015961846285254\" \"4\" \"-0.0063847385141016\"\n",
"[1] \"myerg001\" \"0.330763694853954\" \"0.326563259188502\" \n",
"[4] \"0.00420043566545159\" \"279\" \"1.17192155066099\" \n",
"[1] \"navad001\" \"0.304212257586382\" \"0.304083991439013\" \n",
"[4] \"0.000128266147368383\" \"123\" \"0.0157767361263111\" \n",
"[1] \"nevip001\" \"0.324383118619045\" \"0.327269593375648\" \n",
"[4] \"-0.00288647475660275\" \"32\" \"-0.0923671922112881\" \n",
"[1] \"ojedm001\" \"0.344224322899576\" \"0.328846365370374\" \n",
"[4] \"0.0153779575292017\" \"2778\" \"42.7199660161223\" \n",
"[1] \"olivm001\" \"0.319423866541223\" \"0.312107776256753\" \n",
"[4] \"0.00731609028446983\" \"7015\" \"51.3223733455559\" \n",
"[1] \"osikk001\" \"0.308347943946672\" \"0.312267272237578\" \n",
"[4] \"-0.00391932829090663\" \"555\" \"-2.17522720145318\" \n",
"[1] \"paulj001\" \"0.307134604781529\" \"0.318901951365191\" \n",
"[4] \"-0.0117673465836616\" \"1515\" \"-17.8275300742473\" \n",
"[1] \"pellk001\" \"0.276006756623769\" \"0.267480255162911\" \n",
"[4] \"0.00852650146085809\" \"63\" \"0.53716959203406\" \n",
"[1] \"peree002\" \"0.326356517083607\" \"0.316428016416666\" \n",
"[4] \"0.00992850066694129\" \"3519\" \"34.9383938469664\" \n",
"[1] \"philj003\" \"0.313074882914673\" \"0.299169418428869\" \n",
"[4] \"0.0139054644858042\" \"6159\" \"85.6437557680681\" \n",
"[1] \"philp001\" \"0.324024385252561\" \"0.323329205232318\" \n",
"[4] \"0.000695180020243713\" \"125\" \"0.0868975025304641\" \n",
"[1] \"piazm001\" \"0.295546315517141\" \"0.300673235470174\" \n",
"[4] \"-0.0051269199530331\" \"3514\" \"-18.0159967149583\" \n",
"[1] \"piera001\" \"0.305248161284444\" \"0.309708591224745\" \n",
"[4] \"-0.00446042994030094\" \"9213\" \"-41.0939410399925\" \n",
"[1] \"posaj001\" \"0.31668520081195\" \"0.325726843993561\" \n",
"[4] \"-0.00904164318161088\" \"9506\" \"-85.949860084393\" \n",
"[1] \"pratt001\" \"0.326240938678957\" \"0.311532654298464\" \n",
"[4] \"0.0147082843804934\" \"2786\" \"40.9772802840545\" \n",
"[1] \"quinh001\" \"0.337194840817981\" \"0.335777964381823\" \n",
"[4] \"0.00141687643615873\" \"1420\" \"2.0119645393454\" \n",
"[1] \"quirg001\" \"0.311545028606861\" \"0.313741218512803\" \n",
"[4] \"-0.00219618990594261\" \"1045\" \"-2.29501845171003\" \n",
"[1] \"redmm001\" \"0.311121997073897\" \"0.320016439727294\" \n",
"[4] \"-0.00889444265339678\" \"5240\" \"-46.6068795037991\" \n",
"[1] \"river003\" \"0.270438673686206\" \"0.267128080413837\" \n",
"[4] \"0.00331059327236966\" \"30\" \"0.0993177981710897\" \n",
"[1] \"rodri001\" \"0.309127725264293\" \"0.318177879933261\" \n",
"[4] \"-0.00905015466896736\" \"9211\" \"-83.3609746558583\" \n",
"[1] \"rosem001\" \"0.350636289115704\" \"0.354028456754877\" \n",
"[4] \"-0.0033921676391731\" \"28\" \"-0.0949806938968469\"\n",
"[1] \"rossd001\" \"0.326215484473192\" \"0.320323520492901\" \n",
"[4] \"0.00589196398029068\" \"4073\" \"23.9979692917239\" \n",
"[1] \"santb001\" \"0.312452469733028\" \"0.31520203655526\" \n",
"[4] \"-0.00274956682223199\" \"3815\" \"-10.489597426815\" \n",
"[1] \"schnb001\" \"0.328325996454908\" \"0.320573000243135\" \n",
"[4] \"0.00775299621177217\" \"10027\" \"77.7392930154395\" \n",
"[1] \"shelc001\" \"0.320468152700125\" \"0.324354912761502\" \n",
"[4] \"-0.003886760061377\" \"157\" \"-0.61022132963619\" \n",
"[1] \"snydc002\" \"0.305255165695752\" \"0.30113189513113\" \n",
"[4] \"0.00412327056462181\" \"2199\" \"9.06707197160335\" \n",
"[1] \"stink001\" \"0.307693776901623\" \"0.320893594591425\" \n",
"[4] \"-0.0131998176898025\" \"1436\" \"-18.9549382025564\" \n",
"[1] \"tonim001\" \"0.276017581162875\" \"0.281498453493839\" \n",
"[4] \"-0.00548087233096362\" \"202\" \"-1.10713621085465\" \n",
"[1] \"torry001\" \"0.296621933095709\" \"0.314520002640796\" \n",
"[4] \"-0.017898069545087\" \"4133\" \"-73.9727214298445\" \n",
"[1] \"tream001\" \"0.312223911872942\" \"0.316815850689935\" \n",
"[4] \"-0.00459193881699277\" \"1296\" \"-5.95115270682263\" \n",
"[1] \"tremc001\" \"0.342684579140343\" \"0.344928664305048\" \n",
"[4] \"-0.00224408516470503\" \"10\" \"-0.0224408516470503\" \n",
"[1] \"valej004\" \"0.321227978098674\" \"0.321685528649142\" \n",
"[4] \"-0.000457550550468422\" \"3719\" \"-1.70163049719206\" \n",
"[1] \"varij001\" \"0.336738675536011\" \"0.332522833284001\" \n",
"[4] \"0.00421584225201022\" \"9199\" \"38.781532876242\" \n",
"[1] \"willj004\" \"0.326713564145617\" \"0.32672760565841\" \n",
"[4] \"-1.40415127926063e-05\" \"164\" \"-0.00230280809798744\" \n",
"[1] \"wilsc003\" \"0.315393401752607\" \"0.316060123003204\" \n",
"[4] \"-0.000666721250596414\" \"132\" \"-0.0880072050787266\" \n",
"[1] \"wilsd001\" \"0.315844830853452\" \"0.317095690333222\" \n",
"[4] \"-0.00125085947977027\" \"7946\" \"-9.93932942625458\" \n",
"[1] \"wilst003\" \"0.285784565053951\" \"0.289137162507097\" \n",
"[4] \"-0.00335259745314614\" \"273\" \"-0.915259104708897\" \n",
"[1] \"wilsv001\" \"0.308210256266252\" \"0.315283586859413\" \n",
"[4] \"-0.00707333059316007\" \"3616\" \"-25.5771634248668\" \n",
"[1] \"zaung001\" \"0.32811028723304\" \"0.313257588091353\" \n",
"[4] \"0.0148526991416868\" \"7215\" \"107.16222430727\" \n",
"[1] \"zeilt001\" \"0.326441223052276\" \"0.337507698112181\" \n",
"[4] \"-0.0110664750599043\" \"149\" \"-1.64890478392574\" \n"
]
}
],
"source": [
"all.probs <- 1:length(rrc.name)\n",
"all.probs.n <- 1:length(rrc.name)\n",
"i <- 1\n",
"for ( cname in rrc.name ) {\n",
"data.cut <- din$catcher == cname\n",
" data.cut.n <- sum(data.cut)\n",
"rr.cut <- which(rrc.name == cname)\n",
"k.offset <- rrc.val[rr.cut,] \n",
"prob.with <- mean(pnorm(model.predictions[data.cut]))\n",
"prob.without <- mean(pnorm(model.predictions[data.cut] - k.offset))\n",
" prob.wowy <- prob.with- prob.without\n",
"print(c(cname, prob.with, prob.without, prob.wowy, data.cut.n, prob.wowy*data.cut.n))\n",
" all.probs[i] <- prob.wowy\n",
" all.probs.n[i] <- prob.wowy*data.cut.n\n",
" i <- i + 1\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"aardd001\" \"0.28228472976554\" \"0.288564804975658\" \n",
"[4] \"-0.00628007521011736\" \"138\" \"-0.866650378996196\" \n",
"[1] \"abbop001\" \"0.303132107556862\" \"0.319706380214877\" \n",
"[4] \"-0.0165742726580148\" \"966\" \"-16.0107473876423\" \n",
"[1] \"acevj002\" \"0.35710924481095\" \"0.301735184021182\" \n",
"[4] \"0.0553740607897681\" \"1325\" \"73.3706305464428\" \n",
"[1] \"adamm001\" \"0.316645394710411\" \"0.303272011866017\" \n",
"[4] \"0.0133733828443941\" \"479\" \"6.40585038246477\" \n",
"[1] \"adamt001\" \"0.290539417692507\" \"0.319217355315907\" \n",
"[4] \"-0.0286779376233999\" \"684\" \"-19.6157093344055\" \n",
"[1] \"adkij001\" \"0.313237188261212\" \"0.299405843355563\" \n",
"[4] \"0.0138313449056492\" \"553\" \"7.64873373282403\" \n",
"[1] \"affej001\" \"0.32749109535911\" \"0.298953054836604\" \n",
"[4] \"0.0285380405225058\" \"744\" \"21.2323021487443\" \n",
"[1] \"ainsk001\" \"0.286917316517416\" \"0.315572114045601\" \n",
"[4] \"-0.0286547975281845\" \"332\" \"-9.51339277935726\" \n",
"[1] \"alfoa001\" \"0.32715190891957\" \"0.32182732964294\" \n",
"[4] \"0.00532457927663027\" \"623\" \"3.31721288934066\" \n",
"[1] \"almaa001\" \"0.315996985643431\" \"0.329764393258205\" \n",
"[4] \"-0.0137674076147741\" \"154\" \"-2.12018077267522\" \n",
"[1] \"almac001\" \"0.331758417051384\" \"0.330864048087982\" \n",
"[4] \"0.000894368963402226\" \"504\" \"0.450761957554722\" \n",
"[1] \"alvaa001\" \"0.343887943324466\" \"0.379148086387581\" \n",
"[4] \"-0.0352601430631152\" \"65\" \"-2.29190929910249\" \n",
"[1] \"alvaw001\" \"0.343791432706752\" \"0.289074580017912\" \n",
"[4] \"0.0547168526888402\" \"986\" \"53.9508167511964\" \n",
"[1] \"andeb002\" \"0.301500147579925\" \"0.287424765177727\" \n",
"[4] \"0.0140753824021974\" \"1558\" \"21.9294457826235\" \n",
"[1] \"andej002\" \"0.296464302044865\" \"0.330993637578288\" \n",
"[4] \"-0.0345293355334225\" \"150\" \"-5.17940033001338\" \n",
"[1] \"andej003\" \"0.276321343210632\" \"0.288299316595606\" \n",
"[4] \"-0.0119779733849742\" \"23\" \"-0.275493387854406\" \n",
"[1] \"ankir001\" \"0.33859174367877\" \"0.316002854977213\" \n",
"[4] \"0.0225888887015577\" \"97\" \"2.19112220405109\" \n",
"[1] \"appik001\" \"0.316273680868178\" \"0.320829918867105\" \n",
"[4] \"-0.00455623799892768\" \"59\" \"-0.268818041936733\" \n",
"[1] \"aquig001\" \"0.319030190757437\" \"0.314982482370928\" \n",
"[4] \"0.00404770838650875\" \"335\" \"1.35598230948043\" \n",
"[1] \"armat002\" \"0.278873194807926\" \"0.308704496496744\" \n",
"[4] \"-0.029831301688818\" \"733\" \"-21.8663441379036\" \n",
"[1] \"arrob001\" \"0.349258800057502\" \"0.299787345092402\" \n",
"[4] \"0.0494714549651002\" \"1509\" \"74.6524255423362\" \n",
"[1] \"ashba002\" \"0.33262983542109\" \"0.331920293227795\" \n",
"[4] \"0.000709542193294999\" \"15\" \"0.010643132899425\" \n",
"[1] \"astap001\" \"0.319394052517247\" \"0.306391512069079\" \n",
"[4] \"0.0130025404481675\" \"80\" \"1.0402032358534\" \n",
"[1] \"atchs001\" \"0.339606862283797\" \"0.320888403589821\" \n",
"[4] \"0.0187184586939756\" \"326\" \"6.10221753423606\" \n",
"[1] \"ayall001\" \"0.370970590745844\" \"0.317714744218489\" \n",
"[4] \"0.0532558465273555\" \"700\" \"37.2790925691488\" \n",
"[1] \"backb001\" \"0.32186307202026\" \"0.334601104954131\" \n",
"[4] \"-0.0127380329338707\" \"602\" \"-7.66829582619017\" \n",
"[1] \"bacsm001\" \"0.30036075496498\" \"0.283340755366905\" \n",
"[4] \"0.0170199995980754\" \"111\" \"1.88921995538637\" \n",
"[1] \"baekc001\" \"0.329218880558694\" \"0.313961745380527\" \n",
"[4] \"0.0152571351781663\" \"320\" \"4.88228325701323\" \n",
"[1] \"baezd001\" \"0.28485307057588\" \"0.307363833383396\" \n",
"[4] \"-0.0225107628075155\" \"608\" \"-13.6865437869694\" \n",
"[1] \"bajej001\" \"0.311655785387062\" \"0.31515493998268\" \n",
"[4] \"-0.00349915459561895\" \"86\" \"-0.300927295223229\" \n",
"[1] \"baldj002\" \"0.3260648590405\" \"0.329526587789431\" \n",
"[4] \"-0.00346172874893047\" \"73\" \"-0.252706198671924\" \n",
"[1] \"balfg001\" \"0.296729249274613\" \"0.302974860998564\" \n",
"[4] \"-0.00624561172395083\" \"407\" \"-2.54196397164799\" \n",
"[1] \"bartc001\" \"0.319419458017343\" \"0.316900633202229\" \n",
"[4] \"0.00251882481511312\" \"225\" \"0.566735583400452\" \n",
"[1] \"batim001\" \"0.294440263462413\" \"0.332594802323889\" \n",
"[4] \"-0.0381545388614756\" \"1941\" \"-74.0579599301242\" \n",
"[1] \"bauer001\" \"0.301847654732778\" \"0.316662067823456\" \n",
"[4] \"-0.0148144130906782\" \"503\" \"-7.45164978461111\" \n",
"[1] \"bautd002\" \"0.277668351345594\" \"0.319234023292506\" \n",
"[4] \"-0.0415656719469127\" \"302\" \"-12.5528329279676\" \n",
"[1] \"beckj002\" \"0.332800776935659\" \"0.293515740050254\" \n",
"[4] \"0.0392850368854049\" \"1264\" \"49.6562866231517\" \n",
"[1] \"beckr001\" \"0.323159790434443\" \"0.303692102372023\" \n",
"[4] \"0.0194676880624199\" \"228\" \"4.43863287823173\" \n",
"[1] \"bedae001\" \"0.293066417678739\" \"0.291031307098601\" \n",
"[4] \"0.00203511058013844\" \"1477\" \"3.00585832686448\" \n",
"[1] \"beimj001\" \"0.298547823987704\" \"0.304997198197084\" \n",
"[4] \"-0.0064493742093798\" \"28\" \"-0.180582477862634\" \n",
"[1] \"bellh001\" \"0.354711715047886\" \"0.307443912010969\" \n",
"[4] \"0.0472678030369166\" \"210\" \"9.92623863775248\" \n",
"[1] \"bellr003\" \"0.275503242115014\" \"0.314744562448289\" \n",
"[4] \"-0.0392413203332757\" \"1021\" \"-40.0653880602744\" \n",
"[1] \"beltf001\" \"0.287465214680975\" \"0.312834563540032\" \n",
"[4] \"-0.0253693488590564\" \"433\" \"-10.9849280559714\" \n",
"[1] \"beltr001\" \"0.374382071133626\" \"0.378128569895391\" \n",
"[4] \"-0.00374649876176508\" \"7\" \"-0.0262254913323556\" \n",
"[1] \"benia001\" \"0.345958385248289\" \"0.305298037728278\" \n",
"[4] \"0.0406603475200107\" \"515\" \"20.9400789728055\" \n",
"[1] \"bennj002\" \"0.296621796071783\" \"0.327701393666647\" \n",
"[4] \"-0.0310795975948645\" \"598\" \"-18.585599361729\" \n",
"[1] \"benoj001\" \"0.307378122578846\" \"0.306263875104383\" \n",
"[4] \"0.00111424747446309\" \"989\" \"1.101990752244\" \n",
"[1] \"bensk001\" \"0.288427553926583\" \"0.292794513782628\" \n",
"[4] \"-0.00436695985604546\" \"1603\" \"-7.00023664924087\" \n",
"[1] \"bentc001\" \"0.303310807486153\" \"0.323940415256916\" \n",
"[4] \"-0.0206296077707624\" \"300\" \"-6.18888233122872\" \n",
"[1] \"bergd003\" \"0.348659599581038\" \"0.355837920175894\" \n",
"[4] \"-0.00717832059485529\" \"18\" \"-0.129209770707395\" \n",
"[1] \"berna001\" \"0.29544391696285\" \"0.31289292645225\" \n",
"[4] \"-0.0174490094893998\" \"296\" \"-5.16490680886234\" \n",
"[1] \"betar001\" \"0.352236800080243\" \"0.293422395976725\" \n",
"[4] \"0.0588144041035176\" \"553\" \"32.5243654692452\" \n",
"[1] \"biddr001\" \"0.337945962086244\" \"0.33634279148592\" \n",
"[4] \"0.00160317060032494\" \"768\" \"1.23123502104956\" \n",
"[1] \"biern001\" \"0.285266990856688\" \"0.344941900248179\" \n",
"[4] \"-0.0596749093914909\" \"199\" \"-11.8753069689067\" \n",
"[1] \"blact001\" \"0.29161188997876\" \"0.329514872499\" \n",
"[4] \"-0.0379029825202397\" \"346\" \"-13.1144319520029\" \n",
"[1] \"blanj001\" \"0.302334491329672\" \"0.29579356790848\" \n",
"[4] \"0.00654092342119161\" \"79\" \"0.516732950274137\" \n",
"[1] \"boehb001\" \"0.26597875690353\" \"0.274790548730969\" \n",
"[4] \"-0.00881179182743902\" \"263\" \"-2.31750125061646\" \n",
"[1] \"bondj001\" \"0.316191533902858\" \"0.309085711622862\" \n",
"[4] \"0.00710582227999557\" \"1610\" \"11.4403738707929\" \n",
"[1] \"bongj001\" \"0.2988092574282\" \"0.29751044529996\" \n",
"[4] \"0.00129881212823985\" \"182\" \"0.236383807339652\" \n",
"[1] \"borkd001\" \"0.313846831687446\" \"0.296847567272153\" \n",
"[4] \"0.0169992644152929\" \"516\" \"8.77162043829115\" \n",
"[1] \"borlt001\" \"0.316138118801413\" \"0.291040160663242\" \n",
"[4] \"0.0250979581381704\" \"191\" \"4.79371000439055\" \n",
"[1] \"boroj001\" \"0.307151235466029\" \"0.31660457013732\" \n",
"[4] \"-0.00945333467129023\" \"222\" \"-2.09864029702643\" \n",
"[1] \"bottr001\" \"0.321720652792717\" \"0.308978702959779\" \n",
"[4] \"0.0127419498329375\" \"664\" \"8.46065468907052\" \n",
"[1] \"boydj001\" \"0.278194823554494\" \"0.296586662480237\" \n",
"[4] \"-0.0183918389257431\" \"113\" \"-2.07827779860897\" \n",
"[1] \"bradc001\" \"0.373124658043195\" \"0.318102345325886\" \n",
"[4] \"0.0550223127173088\" \"470\" \"25.8604869771352\" \n",
"[1] \"brazd001\" \"0.27174327611477\" \"0.323883935320494\" \n",
"[4] \"-0.0521406592057235\" \"1064\" \"-55.4776613948898\" \n",
"[1] \"brazy001\" \"0.316691749411241\" \"0.316901530128667\" \n",
"[4] \"-0.000209780717425889\" \"305\" \"-0.0639831188148962\" \n",
"[1] \"brocd001\" \"0.290266297590289\" \"0.308645112278593\" \n",
"[4] \"-0.0183788146883039\" \"474\" \"-8.71155816225606\" \n",
"[1] \"broof001\" \"0.298271072201804\" \"0.306981874203052\" \n",
"[4] \"-0.00871080200124735\" \"137\" \"-1.19337987417089\" \n",
"[1] \"browj003\" \"0.265587659319905\" \"0.302721186225068\" \n",
"[4] \"-0.0371335269051632\" \"804\" \"-29.8553556317512\" \n",
"[1] \"browj004\" \"0.348032006873434\" \"0.343194691518474\" \n",
"[4] \"0.0048373153549599\" \"81\" \"0.391822543751752\" \n",
"[1] \"browk001\" \"0.308717761727494\" \"0.312552397404827\" \n",
"[4] \"-0.00383463567733361\" \"1119\" \"-4.29095732293631\" \n",
"[1] \"brunb001\" \"0.293677448964594\" \"0.304662265605211\" \n",
"[4] \"-0.0109848166406164\" \"353\" \"-3.87764027413759\" \n",
"[1] \"buehm001\" \"0.340220575352153\" \"0.300090936553509\" \n",
"[4] \"0.0401296387986434\" \"1967\" \"78.9349995169316\" \n",
"[1] \"bukvr001\" \"0.300061178245935\" \"0.339194933156833\" \n",
"[4] \"-0.0391337549108985\" \"62\" \"-2.42629280447571\" \n",
"[1] \"bullk001\" \"0.327856144331419\" \"0.340988554706001\" \n",
"[4] \"-0.0131324103745823\" \"257\" \"-3.37502946626766\" \n",
"[1] \"bumpn001\" \"0.34963060891381\" \"0.307043695377464\"\n",
"[4] \"0.042586913536346\" \"692\" \"29.4701441671514\" \n",
"[1] \"burbd001\" \"0.266218291904908\" \"0.303292630227076\" \n",
"[4] \"-0.0370743383221687\" \"654\" \"-24.2466172626983\" \n",
"[1] \"burna001\" \"0.300502364044497\" \"0.298349691075371\" \n",
"[4] \"0.00215267296912564\" \"990\" \"2.13114623943438\" \n",
"[1] \"burns001\" \"0.277817052336349\" \"0.308292345379302\" \n",
"[4] \"-0.0304752930429535\" \"622\" \"-18.9556322727171\" \n",
"[1] \"bushd001\" \"0.358138214155382\" \"0.314574512753154\"\n",
"[4] \"0.043563701402228\" \"799\" \"34.8073974203802\" \n",
"[1] \"bynum001\" \"0.314355007819752\" \"0.321740674008196\" \n",
"[4] \"-0.00738566618844372\" \"17\" \"-0.125556325203543\" \n",
"[1] \"byrdp001\" \"0.401557552858389\" \"0.329094434828449\" \n",
"[4] \"0.0724631180299407\" \"823\" \"59.6371461386412\" \n",
"[1] \"cabrd001\" \"0.276507758404124\" \"0.315851882354547\" \n",
"[4] \"-0.0393441239504226\" \"1444\" \"-56.8129149844102\" \n",
"[1] \"cabrf002\" \"0.343248980574494\" \"0.359050043938748\" \n",
"[4] \"-0.0158010633642538\" \"43\" \"-0.679445724662913\" \n",
"[1] \"calek001\" \"0.343271608837042\" \"0.30564732074477\" \n",
"[4] \"0.0376242880922721\" \"391\" \"14.7110966440784\" \n",
"[1] \"calic001\" \"0.324248387146405\" \"0.311268918144358\" \n",
"[4] \"0.0129794690020472\" \"89\" \"1.1551727411822\" \n",
"[1] \"callm001\" \"0.332531264084514\" \"0.326461998575949\" \n",
"[4] \"0.00606926550856568\" \"162\" \"0.98322101238764\" \n",
"[1] \"camps002\" \"0.330695790961985\" \"0.301932343831369\" \n",
"[4] \"0.0287634471306159\" \"501\" \"14.4104870124386\" \n",
"[1] \"capej001\" \"0.29769539944771\" \"0.338414517390053\" \n",
"[4] \"-0.0407191179423428\" \"102\" \"-4.15335003011897\" \n",
"[1] \"capuc001\" \"0.301376250063376\" \"0.30125704969272\" \n",
"[4] \"0.000119200370655548\" \"819\" \"0.0976251035668936\" \n",
"[1] \"carpc002\" \"0.336409820709381\" \"0.299931255218929\" \n",
"[4] \"0.0364785654904529\" \"1457\" \"53.1492699195898\" \n",
"[1] \"carrd001\" \"0.32753724024017\" \"0.317060248801093\" \n",
"[4] \"0.0104769914390774\" \"359\" \"3.76123992662878\" \n",
"[1] \"carrg001\" \"0.321683612715076\" \"0.296920279107742\" \n",
"[4] \"0.0247633336073338\" \"458\" \"11.3416067921589\" \n",
"[1] \"cartl002\" \"0.30881770393823\" \"0.292503584555382\"\n",
"[4] \"0.016314119382848\" \"686\" \"11.1914858966338\" \n",
"[1] \"castf001\" \"0.290622369901725\" \"0.291607160659063\" \n",
"[4] \"-0.000984790757337706\" \"14\" \"-0.0137870706027279\" \n",
"[1] \"cerdj001\" \"0.268643659463322\" \"0.299481427057638\" \n",
"[4] \"-0.0308377675943158\" \"484\" \"-14.9254795156488\" \n",
"[1] \"chacg001\" \"0.309766963116923\" \"0.289981866602817\" \n",
"[4] \"0.0197850965141055\" \"106\" \"2.09722023049518\" \n",
"[1] \"chacs001\" \"0.301968105275465\" \"0.31207389718342\" \n",
"[4] \"-0.0101057919079541\" \"754\" \"-7.61976709859737\" \n",
"[1] \"chenb001\" \"0.307682194011895\" \"0.284237815896196\" \n",
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"[4] \"0.0215453965784074\" \"472\" \"10.1694271850083\" \n",
"[1] \"walkk001\" \"0.227184833608316\" \"0.23276284099515\" \n",
"[4] \"-0.0055780073868342\" \"31\" \"-0.17291822899186\" \n",
"[1] \"walkt003\" \"0.309129148427822\" \"0.31503248375259\" \n",
"[4] \"-0.00590333532476861\" \"587\" \"-3.46525783563917\" \n",
"[1] \"wasdj001\" \"0.298450593607846\" \"0.319169300369253\" \n",
"[4] \"-0.0207187067614073\" \"582\" \"-12.058287335139\" \n",
"[1] \"washj001\" \"0.317202562716283\" \"0.30715290852213\" \n",
"[4] \"0.0100496541941535\" \"1295\" \"13.0143021814288\" \n",
"[1] \"watks002\" \"0.298848406404366\" \"0.310506248237777\" \n",
"[4] \"-0.0116578418334107\" \"132\" \"-1.53883512201022\" \n",
"[1] \"waynj001\" \"0.312183412581466\" \"0.322626922264399\" \n",
"[4] \"-0.010443509682933\" \"322\" \"-3.36281011790443\" \n",
"[1] \"weatd001\" \"0.333330482583098\" \"0.314093484118061\" \n",
"[4] \"0.0192369984650366\" \"823\" \"15.8320497367251\" \n",
"[1] \"weavj002\" \"0.371753745744679\" \"0.308992439603587\" \n",
"[4] \"0.0627613061410922\" \"1941\" \"121.81969521986\" \n",
"[1] \"webbb001\" \"0.286725024889742\" \"0.311381131977454\" \n",
"[4] \"-0.0246561070877114\" \"1983\" \"-48.8930603549318\" \n",
"[1] \"webbj001\" \"0.291746198955249\" \"0.315239951809961\" \n",
"[4] \"-0.0234937528547122\" \"120\" \"-2.81925034256547\" \n",
"[1] \"webeb001\" \"0.292472958022328\" \"0.31510577287\" \n",
"[4] \"-0.0226328148476716\" \"269\" \"-6.08822719402366\" \n",
"[1] \"welld001\" \"0.366847630879805\" \"0.309307950564146\"\n",
"[4] \"0.057539680315659\" \"1419\" \"81.6488063679201\" \n",
"[1] \"wellk001\" \"0.310159242183639\" \"0.306378669532985\" \n",
"[4] \"0.00378057265065401\" \"1334\" \"5.04328391597245\" \n",
"[1] \"wellt002\" \"0.290943178231226\" \"0.329350129845654\" \n",
"[4] \"-0.0384069516144279\" \"290\" \"-11.1380159681841\" \n",
"[1] \"wendt001\" \"0.278536411500467\" \"0.296208203426397\" \n",
"[4] \"-0.0176717919259299\" \"190\" \"-3.35764046592668\" \n",
"[1] \"westj001\" \"0.315708018120206\" \"0.329299947802552\" \n",
"[4] \"-0.013591929682346\" \"1716\" \"-23.3237513349057\" \n",
"[1] \"wheed001\" \"0.347700075192583\" \"0.298784816210861\" \n",
"[4] \"0.0489152589817226\" \"564\" \"27.5882060656915\" \n",
"[1] \"whitg001\" \"0.320205704283055\" \"0.284794631036721\" \n",
"[4] \"0.0354110732463341\" \"445\" \"15.7579275946187\" \n",
"[1] \"whitr002\" \"0.30977897229816\" \"0.318960591012411\" \n",
"[4] \"-0.00918161871425111\" \"688\" \"-6.31695367540476\" \n",
"[1] \"wickb001\" \"0.314067611142104\" \"0.309924381307041\" \n",
"[4] \"0.00414322983506338\" \"268\" \"1.11038559579699\" \n",
"[1] \"willd002\" \"0.316000202054817\" \"0.287858326569969\" \n",
"[4] \"0.0281418754848481\" \"334\" \"9.39938641193928\" \n",
"[1] \"willd003\" \"0.316880704529222\" \"0.289385125731987\" \n",
"[4] \"0.0274955787972342\" \"1626\" \"44.7078111243028\" \n",
"[1] \"willj003\" \"0.326800776785693\" \"0.319278363069842\" \n",
"[4] \"0.00752241371585055\" \"1117\" \"8.40253612060507\" \n",
"[1] \"willr003\" \"0.318033587091388\" \"0.348533719635586\" \n",
"[4] \"-0.0305001325441978\" \"61\" \"-1.86050808519606\" \n",
"[1] \"wills002\" \"0.26433320825251\" \"0.300722838681209\" \n",
"[4] \"-0.0363896304286993\" \"262\" \"-9.53408317231922\" \n",
"[1] \"willt001\" \"0.305624974925945\" \"0.326920251858313\" \n",
"[4] \"-0.0212952769323676\" \"248\" \"-5.28122867922717\" \n",
"[1] \"willw001\" \"0.317254099980064\" \"0.305624464976301\" \n",
"[4] \"0.0116296350037625\" \"1771\" \"20.5960835916634\" \n",
"[1] \"wilsp001\" \"0.309005008501978\" \"0.288262529738256\" \n",
"[4] \"0.0207424787637221\" \"1560\" \"32.3582668714065\" \n",
"[1] \"wisem001\" \"0.357855277232358\" \"0.322583374324044\" \n",
"[4] \"0.0352719029083144\" \"462\" \"16.2956191436412\" \n",
"[1] \"witaj001\" \"0.296221009884184\" \"0.317463313948525\" \n",
"[4] \"-0.021242304064341\" \"580\" \"-12.3205363573178\" \n",
"[1] \"wolfr001\" \"0.334239024258012\" \"0.303571364806172\" \n",
"[4] \"0.0306676594518397\" \"1111\" \"34.0717696509939\" \n",
"[1] \"woodk002\" \"0.323766251073969\" \"0.320894703859461\" \n",
"[4] \"0.00287154721450783\" \"1191\" \"3.42001273247883\" \n",
"[1] \"woodm002\" \"0.282391636763736\" \"0.310787402378845\" \n",
"[4] \"-0.0283957656151085\" \"855\" \"-24.2783796009178\" \n",
"[1] \"worrt002\" \"0.351408110034743\" \"0.321665535062898\" \n",
"[4] \"0.0297425749718448\" \"652\" \"19.3921588816428\" \n",
"[1] \"wrigd001\" \"0.315624302851682\" \"0.325778323192485\" \n",
"[4] \"-0.0101540203408028\" \"213\" \"-2.16280633259099\" \n",
"[1] \"wrigj001\" \"0.293146165202178\" \"0.31378339755047\" \n",
"[4] \"-0.0206372323482921\" \"826\" \"-17.0463539196892\" \n",
"[1] \"wrigj002\" \"0.341149487490072\" \"0.316645384772213\" \n",
"[4] \"0.0245041027178589\" \"1792\" \"43.9113520704032\" \n",
"[1] \"wuerm001\" \"0.314182560284446\" \"0.318063647315416\" \n",
"[4] \"-0.00388108703096923\" \"308\" \"-1.19537480553852\" \n",
"[1] \"wunsk001\" \"0.341820946716452\" \"0.344616718888049\" \n",
"[4] \"-0.0027957721715966\" \"13\" \"-0.0363450382307558\"\n",
"[1] \"yan-e001\" \"0.292898434284235\" \"0.32028652800302\" \n",
"[4] \"-0.0273880937187848\" \"702\" \"-19.2264417905869\" \n",
"[1] \"yatet001\" \"0.28167176921909\" \"0.293299366074704\" \n",
"[4] \"-0.0116275968556133\" \"478\" \"-5.55799129698317\" \n",
"[1] \"younc003\" \"0.324553406886759\" \"0.304601176023068\" \n",
"[4] \"0.0199522308636907\" \"352\" \"7.02318526401912\" \n",
"[1] \"younj002\" \"0.295329280819511\" \"0.289132143362603\" \n",
"[4] \"0.0061971374569077\" \"105\" \"0.650699432975308\" \n",
"[1] \"zambc001\" \"0.319222614191377\" \"0.3154248455793\" \n",
"[4] \"0.00379776861207726\" \"1895\" \"7.1967715198864\" \n",
"[1] \"zambv001\" \"0.287711372414308\" \"0.310320176069793\" \n",
"[4] \"-0.022608803655485\" \"1616\" \"-36.5358267072637\" \n",
"[1] \"zeilt001\" \"0.319152997753096\" \"0.323946465430501\" \n",
"[4] \"-0.00479346767740502\" \"18\" \"-0.0862824181932903\" \n",
"[1] \"zitob001\" \"0.307571704748776\" \"0.293529239849995\"\n",
"[4] \"0.014042464898781\" \"2041\" \"28.6606708584121\" \n"
]
}
],
"source": [
"for ( pname in rrp.name ) {\n",
"data.cut <- din$pitcher == pname\n",
"data.cut.n <- sum(data.cut)\n",
"rr.cut <- which(rrp.name == pname)\n",
"k.offset <- rrp.val[rr.cut,] \n",
"prob.with <- mean(pnorm(model.predictions[data.cut]))\n",
"prob.without <- mean(pnorm(model.predictions[data.cut] - k.offset))\n",
"prob.wowy <- prob.with - prob.without\n",
"print(c(pname, prob.with, prob.without, prob.wowy, data.cut.n, data.cut.n*prob.wowy))\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th></th><th scope=col>catcher</th><th scope=col>value</th><th scope=col>csaa</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>aloms001</th><td>aloms001</td><td>-0.008592757</td><td>-0.00274204</td></tr>\n",
"\t<tr><th scope=row>ardod001</th><td>ardod001</td><td>-0.04101981</td><td>-0.012783</td></tr>\n",
"\t<tr><th scope=row>ausmb001</th><td>ausmb001</td><td>0.04495883</td><td>0.01449236</td></tr>\n",
"\t<tr><th scope=row>bakop001</th><td>bakop001</td><td>0.0289314</td><td>0.009617451</td></tr>\n",
"\t<tr><th scope=row>barar001</th><td>barar001</td><td>0.01604475</td><td>0.005216991</td></tr>\n",
"\t<tr><th scope=row>bardj001</th><td>bardj001</td><td>0.01954462</td><td>0.006474945</td></tr>\n",
"\t<tr><th scope=row>barrm003</th><td>barrm003</td><td>0.005571617</td><td>0.001792011</td></tr>\n",
"\t<tr><th scope=row>benng001</th><td>benng001</td><td>-0.03578333</td><td>-0.01136219</td></tr>\n",
"\t<tr><th scope=row>blanh001</th><td>blanh001</td><td>-0.006584386</td><td>-0.002158501</td></tr>\n",
"\t<tr><th scope=row>bordp001</th><td>bordp001</td><td>-0.03125196</td><td>-0.01007452</td></tr>\n",
"\t<tr><th scope=row>bower002</th><td>bower002</td><td>0.01737494</td><td>0.005722113</td></tr>\n",
"\t<tr><th scope=row>britj002</th><td>britj002</td><td>0.008069942</td><td>0.002602598</td></tr>\n",
"\t<tr><th scope=row>buckj001</th><td>buckj001</td><td>-0.03860355</td><td>-0.01235895</td></tr>\n",
"\t<tr><th scope=row>burkj003</th><td>burkj003</td><td>0.02381175</td><td>0.007821836</td></tr>\n",
"\t<tr><th scope=row>cashk001</th><td>cashk001</td><td>-0.03390762</td><td>-0.01107731</td></tr>\n",
"\t<tr><th scope=row>casta001</th><td>casta001</td><td>0.06980058</td><td>0.02282636</td></tr>\n",
"\t<tr><th scope=row>castr002</th><td>castr002</td><td>0.01346805</td><td>0.004449276</td></tr>\n",
"\t<tr><th scope=row>chavr001</th><td>chavr001</td><td>-0.02567194</td><td>-0.008371803</td></tr>\n",
"\t<tr><th scope=row>closj001</th><td>closj001</td><td>0.02744208</td><td>0.008974119</td></tr>\n",
"\t<tr><th scope=row>cotah001</th><td>cotah001</td><td>-0.01804938</td><td>-0.005851327</td></tr>\n",
"\t<tr><th scope=row>davib003</th><td>davib003</td><td>-0.02280635</td><td>-0.007308812</td></tr>\n",
"\t<tr><th scope=row>diaze002</th><td>diaze002</td><td>0.01779881</td><td>0.005792122</td></tr>\n",
"\t<tr><th scope=row>difem001</th><td>difem001</td><td>-0.007228201</td><td>-0.002371854</td></tr>\n",
"\t<tr><th scope=row>domia001</th><td>domia001</td><td>0.0009456729</td><td>0.0003383395</td></tr>\n",
"\t<tr><th scope=row>estab001</th><td>estab001</td><td>-0.02192385</td><td>-0.006992536</td></tr>\n",
"\t<tr><th scope=row>estrj001</th><td>estrj001</td><td>0.02821057</td><td>0.009253973</td></tr>\n",
"\t<tr><th scope=row>fickr001</th><td>fickr001</td><td>0.0175476</td><td>0.005698001</td></tr>\n",
"\t<tr><th scope=row>flahj001</th><td>flahj001</td><td>0.04129006</td><td>0.01333825</td></tr>\n",
"\t<tr><th scope=row>fordb001</th><td>fordb001</td><td>0.007066945</td><td>0.002258325</td></tr>\n",
"\t<tr><th scope=row>gil-g001</th><td>gil-g001</td><td>0.02721669</td><td>0.008759088</td></tr>\n",
"\t<tr><th scope=row>greet003</th><td>greet003</td><td>-0.06904415</td><td>-0.02228526</td></tr>\n",
"\t<tr><th scope=row>hallt001</th><td>hallt001</td><td>-0.03852738</td><td>-0.01237486</td></tr>\n",
"\t<tr><th scope=row>hammr001</th><td>hammr001</td><td>0.02040345</td><td>0.006614019</td></tr>\n",
"\t<tr><th scope=row>hernr002</th><td>hernr002</td><td>0.01284951</td><td>0.004255027</td></tr>\n",
"\t<tr><th scope=row>hietj001</th><td>hietj001</td><td>-0.005203002</td><td>-0.001667267</td></tr>\n",
"\t<tr><th scope=row>hillk002</th><td>hillk002</td><td>-0.02697912</td><td>-0.008646195</td></tr>\n",
"\t<tr><th scope=row>hinca001</th><td>hinca001</td><td>0.01434281</td><td>0.004909669</td></tr>\n",
"\t<tr><th scope=row>housj001</th><td>housj001</td><td>0.0136879</td><td>0.004321615</td></tr>\n",
"\t<tr><th scope=row>huckk001</th><td>huckk001</td><td>-0.03598444</td><td>-0.01169638</td></tr>\n",
"\t<tr><th scope=row>ingeb001</th><td>ingeb001</td><td>-0.03013863</td><td>-0.009751317</td></tr>\n",
"\t<tr><th scope=row>johnc002</th><td>johnc002</td><td>-0.03300527</td><td>-0.01055946</td></tr>\n",
"\t<tr><th scope=row>johnm003</th><td>johnm003</td><td>-0.02132399</td><td>-0.006984579</td></tr>\n",
"\t<tr><th scope=row>kendj001</th><td>kendj001</td><td>-0.02098996</td><td>-0.006687258</td></tr>\n",
"\t<tr><th scope=row>knoej001</th><td>knoej001</td><td>-0.001193909</td><td>-0.0003756102</td></tr>\n",
"\t<tr><th scope=row>lairg001</th><td>lairg001</td><td>-0.03448774</td><td>-0.01112132</td></tr>\n",
"\t<tr><th scope=row>laket001</th><td>laket001</td><td>-0.01065425</td><td>-0.003436228</td></tr>\n",
"\t<tr><th scope=row>laruj001</th><td>laruj001</td><td>-0.02935381</td><td>-0.009559477</td></tr>\n",
"\t<tr><th scope=row>lecrm001</th><td>lecrm001</td><td>0.01778443</td><td>0.005739282</td></tr>\n",
"\t<tr><th scope=row>liebm001</th><td>liebm001</td><td>0.008104887</td><td>0.002641676</td></tr>\n",
"\t<tr><th scope=row>lodup001</th><td>lodup001</td><td>0.01732735</td><td>0.00566094</td></tr>\n",
"\t<tr><th scope=row>lopej001</th><td>lopej001</td><td>-0.01254042</td><td>-0.004029734</td></tr>\n",
"\t<tr><th scope=row>machr001</th><td>machr001</td><td>-0.05013228</td><td>-0.01625101</td></tr>\n",
"\t<tr><th scope=row>marta002</th><td>marta002</td><td>-0.02802834</td><td>-0.009068858</td></tr>\n",
"\t<tr><th scope=row>martv001</th><td>martv001</td><td>0.02015615</td><td>0.006476284</td></tr>\n",
"\t<tr><th scope=row>mathm001</th><td>mathm001</td><td>0.01420492</td><td>0.004640265</td></tr>\n",
"\t<tr><th scope=row>mauej001</th><td>mauej001</td><td>0.07223869</td><td>0.02376932</td></tr>\n",
"\t<tr><th scope=row>maynb001</th><td>maynb001</td><td>-0.01620607</td><td>-0.005233659</td></tr>\n",
"\t<tr><th scope=row>mckac001</th><td>mckac001</td><td>0.03574386</td><td>0.0115093</td></tr>\n",
"\t<tr><th scope=row>melha001</th><td>melha001</td><td>-0.01593601</td><td>-0.005102111</td></tr>\n",
"\t<tr><th scope=row>millc001</th><td>millc001</td><td>-0.01128695</td><td>-0.003624745</td></tr>\n",
"\t<tr><th scope=row>milld002</th><td>milld002</td><td>0.02571436</td><td>0.00823752</td></tr>\n",
"\t<tr><th scope=row>mirad001</th><td>mirad001</td><td>0.01559617</td><td>0.005152778</td></tr>\n",
"\t<tr><th scope=row>moelc001</th><td>moelc001</td><td>0.02138266</td><td>0.006969622</td></tr>\n",
"\t<tr><th scope=row>molib001</th><td>molib001</td><td>-0.0118343</td><td>-0.003844501</td></tr>\n",
"\t<tr><th scope=row>molij001</th><td>molij001</td><td>0.06744273</td><td>0.02192587</td></tr>\n",
"\t<tr><th scope=row>moliy001</th><td>moliy001</td><td>0.04191287</td><td>0.01383866</td></tr>\n",
"\t<tr><th scope=row>mordm001</th><td>mordm001</td><td>0.02078586</td><td>0.00639748</td></tr>\n",
"\t<tr><th scope=row>munse001</th><td>munse001</td><td>-0.004110007</td><td>-0.001596185</td></tr>\n",
"\t<tr><th scope=row>myerg001</th><td>myerg001</td><td>0.01265667</td><td>0.004200436</td></tr>\n",
"\t<tr><th scope=row>navad001</th><td>navad001</td><td>0.0004045751</td><td>0.0001282661</td></tr>\n",
"\t<tr><th scope=row>nevip001</th><td>nevip001</td><td>-0.008927624</td><td>-0.002886475</td></tr>\n",
"\t<tr><th scope=row>ojedm001</th><td>ojedm001</td><td>0.04618925</td><td>0.01537796</td></tr>\n",
"\t<tr><th scope=row>olivm001</th><td>olivm001</td><td>0.02249282</td><td>0.00731609</td></tr>\n",
"\t<tr><th scope=row>osikk001</th><td>osikk001</td><td>-0.01215999</td><td>-0.003919328</td></tr>\n",
"\t<tr><th scope=row>paulj001</th><td>paulj001</td><td>-0.03621867</td><td>-0.01176735</td></tr>\n",
"\t<tr><th scope=row>pellk001</th><td>pellk001</td><td>0.02778609</td><td>0.008526501</td></tr>\n",
"\t<tr><th scope=row>peree002</th><td>peree002</td><td>0.03039106</td><td>0.009928501</td></tr>\n",
"\t<tr><th scope=row>philj003</th><td>philj003</td><td>0.04330827</td><td>0.01390546</td></tr>\n",
"\t<tr><th scope=row>philp001</th><td>philp001</td><td>0.002100593</td><td>0.00069518</td></tr>\n",
"\t<tr><th scope=row>piazm001</th><td>piazm001</td><td>-0.01614613</td><td>-0.00512692</td></tr>\n",
"\t<tr><th scope=row>piera001</th><td>piera001</td><td>-0.01386376</td><td>-0.00446043</td></tr>\n",
"\t<tr><th scope=row>posaj001</th><td>posaj001</td><td>-0.02771663</td><td>-0.009041643</td></tr>\n",
"\t<tr><th scope=row>pratt001</th><td>pratt001</td><td>0.04527853</td><td>0.01470828</td></tr>\n",
"\t<tr><th scope=row>quinh001</th><td>quinh001</td><td>0.00424337</td><td>0.001416876</td></tr>\n",
"\t<tr><th scope=row>quirg001</th><td>quirg001</td><td>-0.006744482</td><td>-0.00219619</td></tr>\n",
"\t<tr><th scope=row>redmm001</th><td>redmm001</td><td>-0.02744229</td><td>-0.008894443</td></tr>\n",
"\t<tr><th scope=row>river003</th><td>river003</td><td>0.01078198</td><td>0.003310593</td></tr>\n",
"\t<tr><th scope=row>rodri001</th><td>rodri001</td><td>-0.02788544</td><td>-0.009050155</td></tr>\n",
"\t<tr><th scope=row>rosem001</th><td>rosem001</td><td>-0.009719768</td><td>-0.003392168</td></tr>\n",
"\t<tr><th scope=row>rossd001</th><td>rossd001</td><td>0.01797398</td><td>0.005891964</td></tr>\n",
"\t<tr><th scope=row>santb001</th><td>santb001</td><td>-0.008460421</td><td>-0.002749567</td></tr>\n",
"\t<tr><th scope=row>schnb001</th><td>schnb001</td><td>0.02367086</td><td>0.007752996</td></tr>\n",
"\t<tr><th scope=row>shelc001</th><td>shelc001</td><td>-0.01179167</td><td>-0.00388676</td></tr>\n",
"\t<tr><th scope=row>snydc002</th><td>snydc002</td><td>0.0129978</td><td>0.004123271</td></tr>\n",
"\t<tr><th scope=row>stink001</th><td>stink001</td><td>-0.04055104</td><td>-0.01319982</td></tr>\n",
"\t<tr><th scope=row>tonim001</th><td>tonim001</td><td>-0.01796476</td><td>-0.005480872</td></tr>\n",
"\t<tr><th scope=row>torry001</th><td>torry001</td><td>-0.05589601</td><td>-0.01789807</td></tr>\n",
"\t<tr><th scope=row>tream001</th><td>tream001</td><td>-0.01422173</td><td>-0.004591939</td></tr>\n",
"\t<tr><th scope=row>tremc001</th><td>tremc001</td><td>-0.006228257</td><td>-0.002244085</td></tr>\n",
"\t<tr><th scope=row>valej004</th><td>valej004</td><td>-0.001400251</td><td>-0.0004575506</td></tr>\n",
"\t<tr><th scope=row>varij001</th><td>varij001</td><td>0.01268146</td><td>0.004215842</td></tr>\n",
"\t<tr><th scope=row>willj004</th><td>willj004</td><td>-4.288963e-05</td><td>-1.404151e-05</td></tr>\n",
"\t<tr><th scope=row>wilsc003</th><td>wilsc003</td><td>-0.002033348</td><td>-0.0006667213</td></tr>\n",
"\t<tr><th scope=row>wilsd001</th><td>wilsd001</td><td>-0.003846853</td><td>-0.001250859</td></tr>\n",
"\t<tr><th scope=row>wilst003</th><td>wilst003</td><td>-0.01065612</td><td>-0.003352597</td></tr>\n",
"\t<tr><th scope=row>wilsv001</th><td>wilsv001</td><td>-0.02180996</td><td>-0.007073331</td></tr>\n",
"\t<tr><th scope=row>zaung001</th><td>zaung001</td><td>0.04538477</td><td>0.0148527</td></tr>\n",
"\t<tr><th scope=row>zeilt001</th><td>zeilt001</td><td>-0.03300432</td><td>-0.01106648</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lll}\n",
" & catcher & value & csaa\\\\\n",
"\\hline\n",
"\taloms001 & aloms001 & -0.008592757 & -0.00274204\\\\\n",
"\tardod001 & ardod001 & -0.04101981 & -0.012783\\\\\n",
"\tausmb001 & ausmb001 & 0.04495883 & 0.01449236\\\\\n",
"\tbakop001 & bakop001 & 0.0289314 & 0.009617451\\\\\n",
"\tbarar001 & barar001 & 0.01604475 & 0.005216991\\\\\n",
"\tbardj001 & bardj001 & 0.01954462 & 0.006474945\\\\\n",
"\tbarrm003 & barrm003 & 0.005571617 & 0.001792011\\\\\n",
"\tbenng001 & benng001 & -0.03578333 & -0.01136219\\\\\n",
"\tblanh001 & blanh001 & -0.006584386 & -0.002158501\\\\\n",
"\tbordp001 & bordp001 & -0.03125196 & -0.01007452\\\\\n",
"\tbower002 & bower002 & 0.01737494 & 0.005722113\\\\\n",
"\tbritj002 & britj002 & 0.008069942 & 0.002602598\\\\\n",
"\tbuckj001 & buckj001 & -0.03860355 & -0.01235895\\\\\n",
"\tburkj003 & burkj003 & 0.02381175 & 0.007821836\\\\\n",
"\tcashk001 & cashk001 & -0.03390762 & -0.01107731\\\\\n",
"\tcasta001 & casta001 & 0.06980058 & 0.02282636\\\\\n",
"\tcastr002 & castr002 & 0.01346805 & 0.004449276\\\\\n",
"\tchavr001 & chavr001 & -0.02567194 & -0.008371803\\\\\n",
"\tclosj001 & closj001 & 0.02744208 & 0.008974119\\\\\n",
"\tcotah001 & cotah001 & -0.01804938 & -0.005851327\\\\\n",
"\tdavib003 & davib003 & -0.02280635 & -0.007308812\\\\\n",
"\tdiaze002 & diaze002 & 0.01779881 & 0.005792122\\\\\n",
"\tdifem001 & difem001 & -0.007228201 & -0.002371854\\\\\n",
"\tdomia001 & domia001 & 0.0009456729 & 0.0003383395\\\\\n",
"\testab001 & estab001 & -0.02192385 & -0.006992536\\\\\n",
"\testrj001 & estrj001 & 0.02821057 & 0.009253973\\\\\n",
"\tfickr001 & fickr001 & 0.0175476 & 0.005698001\\\\\n",
"\tflahj001 & flahj001 & 0.04129006 & 0.01333825\\\\\n",
"\tfordb001 & fordb001 & 0.007066945 & 0.002258325\\\\\n",
"\tgil-g001 & gil-g001 & 0.02721669 & 0.008759088\\\\\n",
"\tgreet003 & greet003 & -0.06904415 & -0.02228526\\\\\n",
"\thallt001 & hallt001 & -0.03852738 & -0.01237486\\\\\n",
"\thammr001 & hammr001 & 0.02040345 & 0.006614019\\\\\n",
"\thernr002 & hernr002 & 0.01284951 & 0.004255027\\\\\n",
"\thietj001 & hietj001 & -0.005203002 & -0.001667267\\\\\n",
"\thillk002 & hillk002 & -0.02697912 & -0.008646195\\\\\n",
"\thinca001 & hinca001 & 0.01434281 & 0.004909669\\\\\n",
"\thousj001 & housj001 & 0.0136879 & 0.004321615\\\\\n",
"\thuckk001 & huckk001 & -0.03598444 & -0.01169638\\\\\n",
"\tingeb001 & ingeb001 & -0.03013863 & -0.009751317\\\\\n",
"\tjohnc002 & johnc002 & -0.03300527 & -0.01055946\\\\\n",
"\tjohnm003 & johnm003 & -0.02132399 & -0.006984579\\\\\n",
"\tkendj001 & kendj001 & -0.02098996 & -0.006687258\\\\\n",
"\tknoej001 & knoej001 & -0.001193909 & -0.0003756102\\\\\n",
"\tlairg001 & lairg001 & -0.03448774 & -0.01112132\\\\\n",
"\tlaket001 & laket001 & -0.01065425 & -0.003436228\\\\\n",
"\tlaruj001 & laruj001 & -0.02935381 & -0.009559477\\\\\n",
"\tlecrm001 & lecrm001 & 0.01778443 & 0.005739282\\\\\n",
"\tliebm001 & liebm001 & 0.008104887 & 0.002641676\\\\\n",
"\tlodup001 & lodup001 & 0.01732735 & 0.00566094\\\\\n",
"\tlopej001 & lopej001 & -0.01254042 & -0.004029734\\\\\n",
"\tmachr001 & machr001 & -0.05013228 & -0.01625101\\\\\n",
"\tmarta002 & marta002 & -0.02802834 & -0.009068858\\\\\n",
"\tmartv001 & martv001 & 0.02015615 & 0.006476284\\\\\n",
"\tmathm001 & mathm001 & 0.01420492 & 0.004640265\\\\\n",
"\tmauej001 & mauej001 & 0.07223869 & 0.02376932\\\\\n",
"\tmaynb001 & maynb001 & -0.01620607 & -0.005233659\\\\\n",
"\tmckac001 & mckac001 & 0.03574386 & 0.0115093\\\\\n",
"\tmelha001 & melha001 & -0.01593601 & -0.005102111\\\\\n",
"\tmillc001 & millc001 & -0.01128695 & -0.003624745\\\\\n",
"\tmilld002 & milld002 & 0.02571436 & 0.00823752\\\\\n",
"\tmirad001 & mirad001 & 0.01559617 & 0.005152778\\\\\n",
"\tmoelc001 & moelc001 & 0.02138266 & 0.006969622\\\\\n",
"\tmolib001 & molib001 & -0.0118343 & -0.003844501\\\\\n",
"\tmolij001 & molij001 & 0.06744273 & 0.02192587\\\\\n",
"\tmoliy001 & moliy001 & 0.04191287 & 0.01383866\\\\\n",
"\tmordm001 & mordm001 & 0.02078586 & 0.00639748\\\\\n",
"\tmunse001 & munse001 & -0.004110007 & -0.001596185\\\\\n",
"\tmyerg001 & myerg001 & 0.01265667 & 0.004200436\\\\\n",
"\tnavad001 & navad001 & 0.0004045751 & 0.0001282661\\\\\n",
"\tnevip001 & nevip001 & -0.008927624 & -0.002886475\\\\\n",
"\tojedm001 & ojedm001 & 0.04618925 & 0.01537796\\\\\n",
"\tolivm001 & olivm001 & 0.02249282 & 0.00731609\\\\\n",
"\tosikk001 & osikk001 & -0.01215999 & -0.003919328\\\\\n",
"\tpaulj001 & paulj001 & -0.03621867 & -0.01176735\\\\\n",
"\tpellk001 & pellk001 & 0.02778609 & 0.008526501\\\\\n",
"\tperee002 & peree002 & 0.03039106 & 0.009928501\\\\\n",
"\tphilj003 & philj003 & 0.04330827 & 0.01390546\\\\\n",
"\tphilp001 & philp001 & 0.002100593 & 0.00069518\\\\\n",
"\tpiazm001 & piazm001 & -0.01614613 & -0.00512692\\\\\n",
"\tpiera001 & piera001 & -0.01386376 & -0.00446043\\\\\n",
"\tposaj001 & posaj001 & -0.02771663 & -0.009041643\\\\\n",
"\tpratt001 & pratt001 & 0.04527853 & 0.01470828\\\\\n",
"\tquinh001 & quinh001 & 0.00424337 & 0.001416876\\\\\n",
"\tquirg001 & quirg001 & -0.006744482 & -0.00219619\\\\\n",
"\tredmm001 & redmm001 & -0.02744229 & -0.008894443\\\\\n",
"\triver003 & river003 & 0.01078198 & 0.003310593\\\\\n",
"\trodri001 & rodri001 & -0.02788544 & -0.009050155\\\\\n",
"\trosem001 & rosem001 & -0.009719768 & -0.003392168\\\\\n",
"\trossd001 & rossd001 & 0.01797398 & 0.005891964\\\\\n",
"\tsantb001 & santb001 & -0.008460421 & -0.002749567\\\\\n",
"\tschnb001 & schnb001 & 0.02367086 & 0.007752996\\\\\n",
"\tshelc001 & shelc001 & -0.01179167 & -0.00388676\\\\\n",
"\tsnydc002 & snydc002 & 0.0129978 & 0.004123271\\\\\n",
"\tstink001 & stink001 & -0.04055104 & -0.01319982\\\\\n",
"\ttonim001 & tonim001 & -0.01796476 & -0.005480872\\\\\n",
"\ttorry001 & torry001 & -0.05589601 & -0.01789807\\\\\n",
"\ttream001 & tream001 & -0.01422173 & -0.004591939\\\\\n",
"\ttremc001 & tremc001 & -0.006228257 & -0.002244085\\\\\n",
"\tvalej004 & valej004 & -0.001400251 & -0.0004575506\\\\\n",
"\tvarij001 & varij001 & 0.01268146 & 0.004215842\\\\\n",
"\twillj004 & willj004 & -4.288963e-05 & -1.404151e-05\\\\\n",
"\twilsc003 & wilsc003 & -0.002033348 & -0.0006667213\\\\\n",
"\twilsd001 & wilsd001 & -0.003846853 & -0.001250859\\\\\n",
"\twilst003 & wilst003 & -0.01065612 & -0.003352597\\\\\n",
"\twilsv001 & wilsv001 & -0.02180996 & -0.007073331\\\\\n",
"\tzaung001 & zaung001 & 0.04538477 & 0.0148527\\\\\n",
"\tzeilt001 & zeilt001 & -0.03300432 & -0.01106648\\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
" catcher value csaa\n",
"aloms001 aloms001 -8.592757e-03 -2.742040e-03\n",
"ardod001 ardod001 -4.101981e-02 -1.278300e-02\n",
"ausmb001 ausmb001 4.495883e-02 1.449236e-02\n",
"bakop001 bakop001 2.893140e-02 9.617451e-03\n",
"barar001 barar001 1.604475e-02 5.216991e-03\n",
"bardj001 bardj001 1.954462e-02 6.474945e-03\n",
"barrm003 barrm003 5.571617e-03 1.792011e-03\n",
"benng001 benng001 -3.578333e-02 -1.136219e-02\n",
"blanh001 blanh001 -6.584386e-03 -2.158501e-03\n",
"bordp001 bordp001 -3.125196e-02 -1.007452e-02\n",
"bower002 bower002 1.737494e-02 5.722113e-03\n",
"britj002 britj002 8.069942e-03 2.602598e-03\n",
"buckj001 buckj001 -3.860355e-02 -1.235895e-02\n",
"burkj003 burkj003 2.381175e-02 7.821836e-03\n",
"cashk001 cashk001 -3.390762e-02 -1.107731e-02\n",
"casta001 casta001 6.980058e-02 2.282636e-02\n",
"castr002 castr002 1.346805e-02 4.449276e-03\n",
"chavr001 chavr001 -2.567194e-02 -8.371803e-03\n",
"closj001 closj001 2.744208e-02 8.974119e-03\n",
"cotah001 cotah001 -1.804938e-02 -5.851327e-03\n",
"davib003 davib003 -2.280635e-02 -7.308812e-03\n",
"diaze002 diaze002 1.779881e-02 5.792122e-03\n",
"difem001 difem001 -7.228201e-03 -2.371854e-03\n",
"domia001 domia001 9.456729e-04 3.383395e-04\n",
"estab001 estab001 -2.192385e-02 -6.992536e-03\n",
"estrj001 estrj001 2.821057e-02 9.253973e-03\n",
"fickr001 fickr001 1.754760e-02 5.698001e-03\n",
"flahj001 flahj001 4.129006e-02 1.333825e-02\n",
"fordb001 fordb001 7.066945e-03 2.258325e-03\n",
"gil-g001 gil-g001 2.721669e-02 8.759088e-03\n",
"greet003 greet003 -6.904415e-02 -2.228526e-02\n",
"hallt001 hallt001 -3.852738e-02 -1.237486e-02\n",
"hammr001 hammr001 2.040345e-02 6.614019e-03\n",
"hernr002 hernr002 1.284951e-02 4.255027e-03\n",
"hietj001 hietj001 -5.203002e-03 -1.667267e-03\n",
"hillk002 hillk002 -2.697912e-02 -8.646195e-03\n",
"hinca001 hinca001 1.434281e-02 4.909669e-03\n",
"housj001 housj001 1.368790e-02 4.321615e-03\n",
"huckk001 huckk001 -3.598444e-02 -1.169638e-02\n",
"ingeb001 ingeb001 -3.013863e-02 -9.751317e-03\n",
"johnc002 johnc002 -3.300527e-02 -1.055946e-02\n",
"johnm003 johnm003 -2.132399e-02 -6.984579e-03\n",
"kendj001 kendj001 -2.098996e-02 -6.687258e-03\n",
"knoej001 knoej001 -1.193909e-03 -3.756102e-04\n",
"lairg001 lairg001 -3.448774e-02 -1.112132e-02\n",
"laket001 laket001 -1.065425e-02 -3.436228e-03\n",
"laruj001 laruj001 -2.935381e-02 -9.559477e-03\n",
"lecrm001 lecrm001 1.778443e-02 5.739282e-03\n",
"liebm001 liebm001 8.104887e-03 2.641676e-03\n",
"lodup001 lodup001 1.732735e-02 5.660940e-03\n",
"lopej001 lopej001 -1.254042e-02 -4.029734e-03\n",
"machr001 machr001 -5.013228e-02 -1.625101e-02\n",
"marta002 marta002 -2.802834e-02 -9.068858e-03\n",
"martv001 martv001 2.015615e-02 6.476284e-03\n",
"mathm001 mathm001 1.420492e-02 4.640265e-03\n",
"mauej001 mauej001 7.223869e-02 2.376932e-02\n",
"maynb001 maynb001 -1.620607e-02 -5.233659e-03\n",
"mckac001 mckac001 3.574386e-02 1.150930e-02\n",
"melha001 melha001 -1.593601e-02 -5.102111e-03\n",
"millc001 millc001 -1.128695e-02 -3.624745e-03\n",
"milld002 milld002 2.571436e-02 8.237520e-03\n",
"mirad001 mirad001 1.559617e-02 5.152778e-03\n",
"moelc001 moelc001 2.138266e-02 6.969622e-03\n",
"molib001 molib001 -1.183430e-02 -3.844501e-03\n",
"molij001 molij001 6.744273e-02 2.192587e-02\n",
"moliy001 moliy001 4.191287e-02 1.383866e-02\n",
"mordm001 mordm001 2.078586e-02 6.397480e-03\n",
"munse001 munse001 -4.110007e-03 -1.596185e-03\n",
"myerg001 myerg001 1.265667e-02 4.200436e-03\n",
"navad001 navad001 4.045751e-04 1.282661e-04\n",
"nevip001 nevip001 -8.927624e-03 -2.886475e-03\n",
"ojedm001 ojedm001 4.618925e-02 1.537796e-02\n",
"olivm001 olivm001 2.249282e-02 7.316090e-03\n",
"osikk001 osikk001 -1.215999e-02 -3.919328e-03\n",
"paulj001 paulj001 -3.621867e-02 -1.176735e-02\n",
"pellk001 pellk001 2.778609e-02 8.526501e-03\n",
"peree002 peree002 3.039106e-02 9.928501e-03\n",
"philj003 philj003 4.330827e-02 1.390546e-02\n",
"philp001 philp001 2.100593e-03 6.951800e-04\n",
"piazm001 piazm001 -1.614613e-02 -5.126920e-03\n",
"piera001 piera001 -1.386376e-02 -4.460430e-03\n",
"posaj001 posaj001 -2.771663e-02 -9.041643e-03\n",
"pratt001 pratt001 4.527853e-02 1.470828e-02\n",
"quinh001 quinh001 4.243370e-03 1.416876e-03\n",
"quirg001 quirg001 -6.744482e-03 -2.196190e-03\n",
"redmm001 redmm001 -2.744229e-02 -8.894443e-03\n",
"river003 river003 1.078198e-02 3.310593e-03\n",
"rodri001 rodri001 -2.788544e-02 -9.050155e-03\n",
"rosem001 rosem001 -9.719768e-03 -3.392168e-03\n",
"rossd001 rossd001 1.797398e-02 5.891964e-03\n",
"santb001 santb001 -8.460421e-03 -2.749567e-03\n",
"schnb001 schnb001 2.367086e-02 7.752996e-03\n",
"shelc001 shelc001 -1.179167e-02 -3.886760e-03\n",
"snydc002 snydc002 1.299780e-02 4.123271e-03\n",
"stink001 stink001 -4.055104e-02 -1.319982e-02\n",
"tonim001 tonim001 -1.796476e-02 -5.480872e-03\n",
"torry001 torry001 -5.589601e-02 -1.789807e-02\n",
"tream001 tream001 -1.422173e-02 -4.591939e-03\n",
"tremc001 tremc001 -6.228257e-03 -2.244085e-03\n",
"valej004 valej004 -1.400251e-03 -4.575506e-04\n",
"varij001 varij001 1.268146e-02 4.215842e-03\n",
"willj004 willj004 -4.288963e-05 -1.404151e-05\n",
"wilsc003 wilsc003 -2.033348e-03 -6.667213e-04\n",
"wilsd001 wilsd001 -3.846853e-03 -1.250859e-03\n",
"wilst003 wilst003 -1.065612e-02 -3.352597e-03\n",
"wilsv001 wilsv001 -2.180996e-02 -7.073331e-03\n",
"zaung001 zaung001 4.538477e-02 1.485270e-02\n",
"zeilt001 zeilt001 -3.300432e-02 -1.106648e-02"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.csaa"
]
},
{
"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",
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Raw
broadDRA.dataFromRetrosheet.json
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import os\n",
"os.chdir('%s/mlb' % os.environ['HOME'])\n",
"import retrosheet_sql_tools"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def getData_withFraa(m, minyr=1999, maxyr=1999, ilim=999999999):\n",
" q = 'select a.*, b.park_id as stadium, ' \\\n",
" 'b.temp_park_ct as temp , b.base4_ump_id as umpire, ' \\\n",
" 'c.woba as woba_mean, c.wobascale from ' \\\n",
" '(select game_id, year_id, pit_id as pitcher, ' \\\n",
" 'bat_id as batter, bat_hand_cd as bats, bat_home_id, ' \\\n",
" 'inn_ct as inning, outs_ct, ' \\\n",
" 'concat(RUN1_FLD_CD>\\'\\', RUN2_FLD_CD>\\'\\', RUN3_FLD_CD>\\'\\') as start_bases_cd, ' \\\n",
" 'start_bat_score_ct-start_fld_score_ct as score_diff, ' \\\n",
" 'pit_start_fl as role, woba_pts, pos2_fld_id as catcher, ' \\\n",
" 'br_fraa as fraa from retrosheet_backup.events where ' \\\n",
" 'year_id>=%d and year_id<=%d and playoff_flag=0 and ' \\\n",
" 'woba_pts>=0 limit %d) a inner join retrosheet_backup.games b on ' \\\n",
" 'a.game_id=b.game_id inner join mlb.fgGuts c on ' \\\n",
" 'a.year_id=c.yearid' % (minyr, maxyr, ilim)\n",
" data = m.sqlQueryToArray(q)\n",
" return data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def getData_noFraa(m, minyr=1999, maxyr=1999, ilim=999999999):\n",
" q = 'select a.*, b.park_id as stadium, b.temp_park_ct as temp , ' \\\n",
" 'b.base4_ump_id as umpire, c.woba as woba_mean, c.wobascale from ' \\\n",
" '(select game_id, year_id, pit_id as pitcher, bat_id as batter, ' \\\n",
" 'bat_hand_cd as bats, bat_home_id, inn_ct as inning, outs_ct, ' \\\n",
" 'concat(RUN1_FLD_CD>\\'\\', RUN2_FLD_CD>\\'\\', RUN3_FLD_CD>\\'\\') as start_bases_cd, ' \\\n",
" 'start_bat_score_ct-start_fld_score_ct as score_diff, pit_start_fl as role, ' \\\n",
" 'woba_pts, pos2_fld_id as catcher from retrosheet_backup.events where ' \\\n",
" 'year_id>=%d and year_id<=%d and playoff_flag=0 and woba_pts>=0 limit %d) a ' \\\n",
" 'inner join retrosheet_backup.games b on a.game_id=b.game_id ' \\\n",
" 'inner join mlb.fgGuts c on a.year_id=c.yearid' % (minyr, maxyr, ilim)\n",
" print q\n",
" sys.exit()\n",
" data = m.sqlQueryToArray(q)\n",
" return data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def arrayToCsv(data, ofile=None):\n",
" if ofile is None:\n",
" raise Exception\n",
"\n",
" ofp = open(ofile, 'w')\n",
" ks = data.dtype.fields.keys() \n",
" \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 d in data:\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()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"fraa = True\n",
"m = mlb.mlb()\n",
"yrs = range(1997, 2004+1)\n",
"for yr in yrs:\n",
" print 'doing yr...', yr\n",
" if fraa:\n",
" data = getData_withFraa(m, minyr=yr, maxyr=yr)\n",
" else:\n",
" data = getData_noFraa(m, minyr=yr, maxyr=yr)\n",
" ofile = 'dra.in.%d.csv' % yr\n",
" arrayToCsv(data, ofile=ofile)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Raw
broadDRA.makeDraModel.json
{
"cells": [
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"setwd('~/mlb')\n",
"require(\"lme4\")\n",
"require(\"dplyr\")\n",
"schmidt <- \"schmj001\"\n",
"pedro <- \"martp001\""
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"yr <- 2004\n",
"facs <- c(\"inning\", \"catcher\", \"outs_ct\", \n",
" \"bat_home_id\",\"umpire\",\"year_id\", \n",
" \"pitcher\", \"bats\", \"batter\", \n",
" \"stadium\", \"role\", \"start_bases_cd\")"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ifile <- sprintf(\"draFiles/dra.in.%d.csv\", yr)\n",
"din.dra <- read.csv(ifile, stringsAsFactors=TRUE)\n",
"for ( fac in facs) {\n",
" din.dra[fac] <- as.factor(din.dra[[fac]])\n",
"}\n",
"\n",
"din.dra$lwts <- (din.dra$woba_pts-din.dra$woba_mean)/din.dra$wobascale\n",
"din.dra$temp_log <- log((din.dra$temp-32)*5/9 + 273) # log of temperture in Kelvin\n"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" inning catcher outs_ct temp fraa \n",
" 6 :21340 kendj001: 5487 0:65083 Min. : 37.00 Min. :-88.561 \n",
" 4 :21211 martv001: 4865 1:62498 1st Qu.: 68.00 1st Qu.:-15.904 \n",
" 1 :21200 lopej001: 4848 2:60938 Median : 72.00 Median : -4.425 \n",
" 7 :21182 liebm001: 4789 Mean : 72.73 Mean : -3.842 \n",
" 5 :21103 schnb001: 4782 3rd Qu.: 79.00 3rd Qu.: 8.402 \n",
" 3 :21039 posaj001: 4757 Max. :100.00 Max. :114.087 \n",
" (Other):61444 (Other) :158991 \n",
" bat_home_id umpire pitcher year_id \n",
" 0:96098 westj901: 2923 hernl003: 1053 2004:188519 \n",
" 1:92421 meric901: 2908 buehm001: 1016 \n",
" younl901: 2852 oswar001: 983 \n",
" buckc901: 2789 johnr005: 964 \n",
" mealj901: 2787 ponss001: 954 \n",
" welkt901: 2771 muldm001: 952 \n",
" (Other) :171489 (Other) :182597 \n",
" score_diff woba_mean batter game_id \n",
" Min. :-22.00000 Min. :0.33 suzui001: 762 TEX200406240: 153 \n",
" 1st Qu.: -2.00000 1st Qu.:0.33 pierj002: 748 PHI200407020: 143 \n",
" Median : 0.00000 Median :0.33 younm003: 739 MIN200408080: 142 \n",
" Mean : -0.03723 Mean :0.33 robeb003: 734 MIL200404220: 134 \n",
" 3rd Qu.: 2.00000 3rd Qu.:0.33 iztuc001: 728 MIN200404060: 129 \n",
" Max. : 22.00000 Max. :0.33 rollj001: 725 ANA200406130: 127 \n",
" (Other) :184083 (Other) :187691 \n",
" stadium woba_pts bats role wobascale \n",
" DEN02 : 6630 Min. :0.0000 L: 80791 FALSE: 65103 Min. :1.18 \n",
" BAL12 : 6464 1st Qu.:0.0000 R:107728 TRUE :123416 1st Qu.:1.18 \n",
" CHI12 : 6426 Median :0.0000 Median :1.18 \n",
" SFO03 : 6418 Mean :0.3383 Mean :1.18 \n",
" CLE08 : 6408 3rd Qu.:0.7370 3rd Qu.:1.18 \n",
" PHI13 : 6404 Max. :1.9830 Max. :1.18 \n",
" (Other):149769 \n",
" start_bases_cd lwts temp_log value \n",
" 0 :105253 Min. :-0.27966 Min. :5.620 Min. :-0.069044 \n",
" 100 : 33848 1st Qu.:-0.27966 1st Qu.:5.680 1st Qu.:-0.021810 \n",
" 10 : 16631 Median :-0.27966 Median :5.688 Median : 0.005572 \n",
" 110 : 12808 Mean : 0.00703 Mean :5.689 Mean : 0.001248 \n",
" 101 : 5766 3rd Qu.: 0.34492 3rd Qu.:5.701 3rd Qu.: 0.021383 \n",
" 1 : 5680 Max. : 1.40085 Max. :5.739 Max. : 0.072239 \n",
" (Other): 8533 \n",
" csaa \n",
" Min. :-0.0258789 \n",
" 1st Qu.:-0.0081972 \n",
" Median : 0.0020988 \n",
" Mean : 0.0004828 \n",
" 3rd Qu.: 0.0080300 \n",
" Max. : 0.0271872 \n",
" "
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"load(sprintf(\"csaaFiles/csaa.%d.model.output.R\", yr))\n",
"\n",
"din.dra.csaa <- inner_join(din.dra, df.csaa.full, by='catcher')\n",
"\n",
"#value.model <- lmer(lwts ~ bats + inning*score_diff + start_bases_cd*outs_ct + csaa + temp + stadium + PF + role + fraa*bat_home_id + inning*bat_home_id + (1|batter) + (1|pitcher) + (1|catcher) + (1|umpire), data=din)\n",
"\n",
"summary(din.dra.csaa)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message:\n",
": Some predictor variables are on very different scales: consider rescaling"
]
}
],
"source": [
"value.dra.full <- lmer(lwts ~ inning*score_diff + \n",
" start_bases_cd*outs_ct + \n",
" csaa + \n",
" temp_log + \n",
" bats*stadium + \n",
" role + \n",
" fraa*bat_home_id + \n",
" inning*bat_home_id + \n",
" (1|batter) + (1|pitcher) + (1|catcher) + (1|umpire), \n",
" data=din.dra.csaa)\n",
"\n",
"\n",
"rr.dra <- ranef(value.dra.full)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"value.dra.0 <- lmer(lwts ~ (1|pitcher), data=din.dra.csaa)\n",
"value.dra.inn.scorediff <- lmer(lwts ~ (1|pitcher) + inning*score_diff, data=din.dra.csaa)\n",
"value.dra.bases.outs <- lmer(lwts ~ (1|pitcher) + start_bases_cd*outs_ct, data=din.dra.csaa)\n",
"value.dra.csaa <- lmer(lwts ~ (1|pitcher) + csaa, data=din.dra.csaa)\n",
"value.dra.temp_log <- lmer(lwts ~ (1|pitcher) + temp_log, data=din.dra.csaa)\n",
"value.dra.bats.stadium <- lmer(lwts ~ (1|pitcher) + bats*stadium, data=din.dra.csaa)\n",
"value.dra.role <- lmer(lwts ~ (1|pitcher) + role, data=din.dra.csaa)\n",
"value.dra.fraa.bat_home_id <- lmer(lwts ~ (1|pitcher) + fraa*bat_home_id, data=din.dra.csaa)\n",
"value.dra.inn.bat_home_id <- lmer(lwts ~ (1|pitcher) + inning*bat_home_id, data=din.dra.csaa)\n",
"value.dra.batter <- lmer(lwts ~ (1|pitcher) + (1|batter), data=din.dra.csaa)\n",
"value.dra.catcher <- lmer(lwts ~ (1|pitcher) + (1|catcher), data=din.dra.csaa)\n",
"value.dra.umpire <- lmer(lwts ~ (1|pitcher) + (1|umpire), data=din.dra.csaa)"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"save(value.dra.full\n",
" , value.dra.0\n",
" , value.dra.inn.scorediff\n",
" , value.dra.bases.outs\n",
" , value.dra.csaa\n",
" , value.dra.temp_log\n",
" , value.dra.bats.stadium\n",
" , value.dra.role\n",
" , value.dra.fraa.bat_home_id\n",
" , value.dra.inn.bat_home_id\n",
" , value.dra.batter\n",
" , value.dra.catcher\n",
" , value.dra.umpire\n",
" , file=sprintf(\"dra.%d.model.output.R\", yr)\n",
" )"
]
},
{
"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": "3.2.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Raw
broadDRA.readDraModel.json
{
"cells": [
{
"cell_type": "code",
"execution_count": 187,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"yr <- 2004"
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"setwd('~/mlb')\n",
"require(\"dplyr\")\n",
"require(\"lme4\")\n",
"require('ggplot2')\n",
"schmidt <- \"schmj001\"\n",
"pedro <- \"martp001\"\n",
"bigunit <- \"johnr005\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 189,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"load(sprintf('draFiles/dra.%d.model.output.R', yr))"
]
},
{
"cell_type": "code",
"execution_count": 190,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"din <- read.csv(sprintf('draFiles/dra.in.%d.csv', yr), stringsAsFactors=T)"
]
},
{
"cell_type": "code",
"execution_count": 191,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<ol class=list-inline>\n",
"\t<li>'bigunit'</li>\n",
"\t<li>'df'</li>\n",
"\t<li>'df.agg'</li>\n",
"\t<li>'df.small'</li>\n",
"\t<li>'din'</li>\n",
"\t<li>'ndf'</li>\n",
"\t<li>'p1'</li>\n",
"\t<li>'pedro'</li>\n",
"\t<li>'rr.dra.0'</li>\n",
"\t<li>'rr.dra.bases.outs'</li>\n",
"\t<li>'rr.dra.bats.stadium'</li>\n",
"\t<li>'rr.dra.batter'</li>\n",
"\t<li>'rr.dra.catcher'</li>\n",
"\t<li>'rr.dra.csaa'</li>\n",
"\t<li>'rr.dra.fraa.bat_home_id'</li>\n",
"\t<li>'rr.dra.full'</li>\n",
"\t<li>'rr.dra.inn.bat_home_id'</li>\n",
"\t<li>'rr.dra.inn.scorediff'</li>\n",
"\t<li>'rr.dra.role'</li>\n",
"\t<li>'rr.dra.temp_log'</li>\n",
"\t<li>'rr.dra.umpire'</li>\n",
"\t<li>'schmidt'</li>\n",
"\t<li>'tmp'</li>\n",
"\t<li>'value.dra.0'</li>\n",
"\t<li>'value.dra.bases.outs'</li>\n",
"\t<li>'value.dra.bats.stadium'</li>\n",
"\t<li>'value.dra.batter'</li>\n",
"\t<li>'value.dra.catcher'</li>\n",
"\t<li>'value.dra.csaa'</li>\n",
"\t<li>'value.dra.fraa.bat_home_id'</li>\n",
"\t<li>'value.dra.full'</li>\n",
"\t<li>'value.dra.inn.bat_home_id'</li>\n",
"\t<li>'value.dra.inn.scorediff'</li>\n",
"\t<li>'value.dra.role'</li>\n",
"\t<li>'value.dra.temp_log'</li>\n",
"\t<li>'value.dra.umpire'</li>\n",
"\t<li>'yr'</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 'bigunit'\n",
"\\item 'df'\n",
"\\item 'df.agg'\n",
"\\item 'df.small'\n",
"\\item 'din'\n",
"\\item 'ndf'\n",
"\\item 'p1'\n",
"\\item 'pedro'\n",
"\\item 'rr.dra.0'\n",
"\\item 'rr.dra.bases.outs'\n",
"\\item 'rr.dra.bats.stadium'\n",
"\\item 'rr.dra.batter'\n",
"\\item 'rr.dra.catcher'\n",
"\\item 'rr.dra.csaa'\n",
"\\item 'rr.dra.fraa.bat_home_id'\n",
"\\item 'rr.dra.full'\n",
"\\item 'rr.dra.inn.bat_home_id'\n",
"\\item 'rr.dra.inn.scorediff'\n",
"\\item 'rr.dra.role'\n",
"\\item 'rr.dra.temp_log'\n",
"\\item 'rr.dra.umpire'\n",
"\\item 'schmidt'\n",
"\\item 'tmp'\n",
"\\item 'value.dra.0'\n",
"\\item 'value.dra.bases.outs'\n",
"\\item 'value.dra.bats.stadium'\n",
"\\item 'value.dra.batter'\n",
"\\item 'value.dra.catcher'\n",
"\\item 'value.dra.csaa'\n",
"\\item 'value.dra.fraa.bat_home_id'\n",
"\\item 'value.dra.full'\n",
"\\item 'value.dra.inn.bat_home_id'\n",
"\\item 'value.dra.inn.scorediff'\n",
"\\item 'value.dra.role'\n",
"\\item 'value.dra.temp_log'\n",
"\\item 'value.dra.umpire'\n",
"\\item 'yr'\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 'bigunit'\n",
"2. 'df'\n",
"3. 'df.agg'\n",
"4. 'df.small'\n",
"5. 'din'\n",
"6. 'ndf'\n",
"7. 'p1'\n",
"8. 'pedro'\n",
"9. 'rr.dra.0'\n",
"10. 'rr.dra.bases.outs'\n",
"11. 'rr.dra.bats.stadium'\n",
"12. 'rr.dra.batter'\n",
"13. 'rr.dra.catcher'\n",
"14. 'rr.dra.csaa'\n",
"15. 'rr.dra.fraa.bat_home_id'\n",
"16. 'rr.dra.full'\n",
"17. 'rr.dra.inn.bat_home_id'\n",
"18. 'rr.dra.inn.scorediff'\n",
"19. 'rr.dra.role'\n",
"20. 'rr.dra.temp_log'\n",
"21. 'rr.dra.umpire'\n",
"22. 'schmidt'\n",
"23. 'tmp'\n",
"24. 'value.dra.0'\n",
"25. 'value.dra.bases.outs'\n",
"26. 'value.dra.bats.stadium'\n",
"27. 'value.dra.batter'\n",
"28. 'value.dra.catcher'\n",
"29. 'value.dra.csaa'\n",
"30. 'value.dra.fraa.bat_home_id'\n",
"31. 'value.dra.full'\n",
"32. 'value.dra.inn.bat_home_id'\n",
"33. 'value.dra.inn.scorediff'\n",
"34. 'value.dra.role'\n",
"35. 'value.dra.temp_log'\n",
"36. 'value.dra.umpire'\n",
"37. 'yr'\n",
"\n",
"\n"
],
"text/plain": [
" [1] \"bigunit\" \"df\" \n",
" [3] \"df.agg\" \"df.small\" \n",
" [5] \"din\" \"ndf\" \n",
" [7] \"p1\" \"pedro\" \n",
" [9] \"rr.dra.0\" \"rr.dra.bases.outs\" \n",
"[11] \"rr.dra.bats.stadium\" \"rr.dra.batter\" \n",
"[13] \"rr.dra.catcher\" \"rr.dra.csaa\" \n",
"[15] \"rr.dra.fraa.bat_home_id\" \"rr.dra.full\" \n",
"[17] \"rr.dra.inn.bat_home_id\" \"rr.dra.inn.scorediff\" \n",
"[19] \"rr.dra.role\" \"rr.dra.temp_log\" \n",
"[21] \"rr.dra.umpire\" \"schmidt\" \n",
"[23] \"tmp\" \"value.dra.0\" \n",
"[25] \"value.dra.bases.outs\" \"value.dra.bats.stadium\" \n",
"[27] \"value.dra.batter\" \"value.dra.catcher\" \n",
"[29] \"value.dra.csaa\" \"value.dra.fraa.bat_home_id\"\n",
"[31] \"value.dra.full\" \"value.dra.inn.bat_home_id\" \n",
"[33] \"value.dra.inn.scorediff\" \"value.dra.role\" \n",
"[35] \"value.dra.temp_log\" \"value.dra.umpire\" \n",
"[37] \"yr\" "
]
},
"execution_count": 191,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"objects()"
]
},
{
"cell_type": "code",
"execution_count": 192,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
" inning catcher outs_ct temp \n",
" Min. : 1.00 kendj001: 5487 Min. :0.000 Min. : 37.00 \n",
" 1st Qu.: 3.00 martv001: 4865 1st Qu.:0.000 1st Qu.: 68.00 \n",
" Median : 5.00 lopej001: 4848 Median :1.000 Median : 72.00 \n",
" Mean : 5.02 liebm001: 4789 Mean :0.978 Mean : 72.73 \n",
" 3rd Qu.: 7.00 schnb001: 4782 3rd Qu.:2.000 3rd Qu.: 79.00 \n",
" Max. :18.00 posaj001: 4757 Max. :2.000 Max. :100.00 \n",
" (Other) :158991 \n",
" fraa bat_home_id umpire pitcher \n",
" Min. :-88.561 Min. :0.0000 westj901: 2923 hernl003: 1053 \n",
" 1st Qu.:-15.904 1st Qu.:0.0000 meric901: 2908 buehm001: 1016 \n",
" Median : -4.425 Median :0.0000 younl901: 2852 oswar001: 983 \n",
" Mean : -3.842 Mean :0.4902 buckc901: 2789 johnr005: 964 \n",
" 3rd Qu.: 8.402 3rd Qu.:1.0000 mealj901: 2787 ponss001: 954 \n",
" Max. :114.087 Max. :1.0000 welkt901: 2771 muldm001: 952 \n",
" (Other) :171489 (Other) :182597 \n",
" year_id score_diff woba_mean batter \n",
" Min. :2004 Min. :-22.00000 Min. :0.33 suzui001: 762 \n",
" 1st Qu.:2004 1st Qu.: -2.00000 1st Qu.:0.33 pierj002: 748 \n",
" Median :2004 Median : 0.00000 Median :0.33 younm003: 739 \n",
" Mean :2004 Mean : -0.03723 Mean :0.33 robeb003: 734 \n",
" 3rd Qu.:2004 3rd Qu.: 2.00000 3rd Qu.:0.33 iztuc001: 728 \n",
" Max. :2004 Max. : 22.00000 Max. :0.33 rollj001: 725 \n",
" (Other) :184083 \n",
" game_id stadium woba_pts bats \n",
" TEX200406240: 153 DEN02 : 6630 Min. :0.0000 L: 80791 \n",
" PHI200407020: 143 BAL12 : 6464 1st Qu.:0.0000 R:107728 \n",
" MIN200408080: 142 CHI12 : 6426 Median :0.0000 \n",
" MIL200404220: 134 SFO03 : 6418 Mean :0.3383 \n",
" MIN200404060: 129 CLE08 : 6408 3rd Qu.:0.7370 \n",
" ANA200406130: 127 PHI13 : 6404 Max. :1.9830 \n",
" (Other) :187691 (Other):149769 \n",
" role wobascale start_bases_cd \n",
" Mode :logical Min. :1.18 Min. : 0.00 \n",
" FALSE:65103 1st Qu.:1.18 1st Qu.: 0.00 \n",
" TRUE :123416 Median :1.18 Median : 0.00 \n",
" NA's :0 Mean :1.18 Mean : 32.26 \n",
" 3rd Qu.:1.18 3rd Qu.:100.00 \n",
" Max. :1.18 Max. :111.00 \n",
" "
]
},
"execution_count": 192,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"summary(din)"
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Linear mixed model fit by REML ['lmerMod']\n",
"Formula: lwts ~ inning * score_diff + start_bases_cd * outs_ct + csaa + \n",
" temp_log + bats * stadium + role + fraa * bat_home_id + inning * \n",
" bat_home_id + (1 | batter) + (1 | pitcher) + (1 | catcher) + \n",
" (1 | umpire)\n",
" Data: din.dra.csaa\n",
"REML criterion at convergence: 220536.2\n",
"Random effects:\n",
" Groups Name Std.Dev.\n",
" batter (Intercept) 0.044280\n",
" pitcher (Intercept) 0.020741\n",
" catcher (Intercept) 0.003275\n",
" umpire (Intercept) 0.006467\n",
" Residual 0.431941\n",
"Number of obs: 188519, groups: \n",
"batter, 963; pitcher, 632; catcher, 108; umpire, 84\n",
"Fixed Effects:\n",
" (Intercept) inning2 \n",
" -1.730e+00 1.307e-02 \n",
" inning3 inning4 \n",
" 1.044e-02 2.599e-02 \n",
" inning5 inning6 \n",
" 2.065e-02 3.074e-02 \n",
" inning7 inning8 \n",
" 2.165e-02 2.216e-02 \n",
" inning9 inning10 \n",
" 2.123e-02 1.431e-02 \n",
" inning11 inning12 \n",
" 4.695e-02 1.990e-02 \n",
" inning13 inning14 \n",
" -3.362e-03 4.660e-04 \n",
" inning15 inning16 \n",
" 3.723e-02 -7.134e-02 \n",
" inning17 inning18 \n",
" -1.462e-02 1.433e-01 \n",
" score_diff start_bases_cd1 \n",
" 5.628e-04 3.702e-02 \n",
" start_bases_cd10 start_bases_cd11 \n",
" -2.890e-02 -1.969e-03 \n",
" start_bases_cd100 start_bases_cd101 \n",
" -6.309e-03 1.102e-02 \n",
" start_bases_cd110 start_bases_cd111 \n",
" -3.025e-02 -1.374e-02 \n",
" outs_ct1 outs_ct2 \n",
" -6.250e-03 -1.087e-02 \n",
" csaa temp_log \n",
" -4.004e-01 2.971e-01 \n",
" batsR stadiumARL02 \n",
" -1.331e-02 5.734e-03 \n",
" stadiumATL02 stadiumBAL12 \n",
" -1.062e-03 2.828e-03 \n",
" stadiumBOS07 stadiumCHI11 \n",
" 1.777e-02 7.515e-03 \n",
" stadiumCHI12 stadiumCIN09 \n",
" 2.463e-02 -6.000e-03 \n",
" stadiumCLE08 stadiumDEN02 \n",
" 1.076e-02 5.116e-02 \n",
" stadiumDET05 stadiumHOU03 \n",
" 4.141e-03 1.956e-03 \n",
" stadiumKAN06 stadiumLOS03 \n",
" -3.893e-03 3.757e-03 \n",
" stadiumMIA01 stadiumMIL06 \n",
" -6.542e-03 3.601e-04 \n",
" stadiumMIN03 stadiumMON02 \n",
" 5.039e-04 1.871e-02 \n",
" stadiumNYC16 stadiumNYC17 \n",
" -4.081e-03 -2.449e-04 \n",
" stadiumOAK01 stadiumPHI13 \n",
" 1.268e-02 1.580e-02 \n",
" stadiumPHO01 stadiumPIT08 \n",
" 2.287e-02 2.123e-03 \n",
" stadiumSAN02 stadiumSEA03 \n",
" 1.499e-03 -4.888e-03 \n",
" stadiumSFO03 stadiumSJU01 \n",
" 2.430e-02 -2.074e-02 \n",
" stadiumSTL09 stadiumSTP01 \n",
" -7.629e-03 6.769e-03 \n",
" stadiumTOK01 stadiumTOR02 \n",
" 4.867e-02 2.633e-02 \n",
" roleTRUE fraa \n",
" 1.823e-02 -1.900e-04 \n",
" bat_home_id1 inning2:score_diff \n",
" 2.245e-02 -2.379e-03 \n",
" inning3:score_diff inning4:score_diff \n",
" 1.963e-03 -6.591e-04 \n",
" inning5:score_diff inning6:score_diff \n",
" 1.266e-04 2.641e-04 \n",
" inning7:score_diff inning8:score_diff \n",
" -7.080e-04 5.642e-04 \n",
" inning9:score_diff inning10:score_diff \n",
" 1.653e-03 -3.582e-03 \n",
" inning11:score_diff inning12:score_diff \n",
" 1.119e-02 1.172e-02 \n",
" inning13:score_diff inning14:score_diff \n",
" 3.300e-03 6.974e-02 \n",
" inning15:score_diff inning16:score_diff \n",
" 1.039e-01 -1.644e-02 \n",
" inning17:score_diff inning18:score_diff \n",
" -7.769e-02 -5.207e-02 \n",
" start_bases_cd1:outs_ct1 start_bases_cd10:outs_ct1 \n",
" -5.025e-03 3.801e-02 \n",
" start_bases_cd11:outs_ct1 start_bases_cd100:outs_ct1 \n",
" 5.074e-02 1.269e-02 \n",
"start_bases_cd101:outs_ct1 start_bases_cd110:outs_ct1 \n",
" -1.915e-02 3.180e-02 \n",
"start_bases_cd111:outs_ct1 start_bases_cd1:outs_ct2 \n",
" 7.218e-03 -1.767e-02 \n",
" start_bases_cd10:outs_ct2 start_bases_cd11:outs_ct2 \n",
" 4.773e-02 4.553e-02 \n",
"start_bases_cd100:outs_ct2 start_bases_cd101:outs_ct2 \n",
" 1.052e-02 -3.947e-03 \n",
"start_bases_cd110:outs_ct2 start_bases_cd111:outs_ct2 \n",
" 2.383e-02 1.627e-02 \n",
" batsR:stadiumARL02 batsR:stadiumATL02 \n",
" 1.743e-02 -9.816e-04 \n",
" batsR:stadiumBAL12 batsR:stadiumBOS07 \n",
" 6.415e-03 8.939e-03 \n",
" batsR:stadiumCHI11 batsR:stadiumCHI12 \n",
" 7.196e-04 8.811e-03 \n",
" batsR:stadiumCIN09 batsR:stadiumCLE08 \n",
" -5.371e-03 -7.759e-05 \n",
" batsR:stadiumDEN02 batsR:stadiumDET05 \n",
" -9.137e-03 7.367e-03 \n",
" batsR:stadiumHOU03 batsR:stadiumKAN06 \n",
" 3.366e-03 4.911e-03 \n",
" batsR:stadiumLOS03 batsR:stadiumMIA01 \n",
" -1.673e-02 -9.282e-03 \n",
" batsR:stadiumMIL06 batsR:stadiumMIN03 \n",
" -3.195e-03 7.717e-03 \n",
" batsR:stadiumMON02 batsR:stadiumNYC16 \n",
" -2.231e-02 1.029e-02 \n",
" batsR:stadiumNYC17 batsR:stadiumOAK01 \n",
" -1.620e-03 -2.591e-03 \n",
" batsR:stadiumPHI13 batsR:stadiumPHO01 \n",
" -1.781e-02 -1.299e-02 \n",
" batsR:stadiumPIT08 batsR:stadiumSAN02 \n",
" -1.401e-02 -1.988e-02 \n",
" batsR:stadiumSEA03 batsR:stadiumSFO03 \n",
" 9.953e-03 -6.813e-03 \n",
" batsR:stadiumSJU01 batsR:stadiumSTL09 \n",
" -2.549e-02 6.011e-04 \n",
" batsR:stadiumSTP01 batsR:stadiumTOK01 \n",
" -1.690e-02 -2.545e-02 \n",
" batsR:stadiumTOR02 fraa:bat_home_id1 \n",
" -3.296e-03 1.149e-04 \n",
" inning2:bat_home_id1 inning3:bat_home_id1 \n",
" -2.349e-02 -5.858e-03 \n",
" inning4:bat_home_id1 inning5:bat_home_id1 \n",
" -1.910e-02 -1.396e-02 \n",
" inning6:bat_home_id1 inning7:bat_home_id1 \n",
" -1.813e-02 -1.126e-02 \n",
" inning8:bat_home_id1 inning9:bat_home_id1 \n",
" -2.472e-02 -1.555e-02 \n",
" inning10:bat_home_id1 inning11:bat_home_id1 \n",
" -1.495e-02 -2.159e-02 \n",
" inning12:bat_home_id1 inning13:bat_home_id1 \n",
" 4.885e-02 -4.407e-04 \n",
" inning14:bat_home_id1 inning15:bat_home_id1 \n",
" 1.968e-02 1.090e-02 \n",
" inning16:bat_home_id1 inning17:bat_home_id1 \n",
" 2.190e-02 -2.884e-01 \n",
" inning18:bat_home_id1 \n",
" 1.981e-01 "
]
},
"execution_count": 193,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"value.dra.full"
]
},
{
"cell_type": "code",
"execution_count": 194,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df.small <- data.frame(sapply(1:nrow(din), function(x) {return(1)}))\n",
"names(df.small) <- \"npa\"\n",
"df.small$npa <- as.integer(df.small$npa)\n",
"df.small$pitcher <- din$pitcher"
]
},
{
"cell_type": "code",
"execution_count": 195,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th></th><th scope=col>npa</th><th scope=col>pitcher</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>1</th><td>1</td><td>escok001</td></tr>\n",
"\t<tr><th scope=row>2</th><td>1</td><td>escok001</td></tr>\n",
"\t<tr><th scope=row>3</th><td>1</td><td>escok001</td></tr>\n",
"\t<tr><th scope=row>4</th><td>1</td><td>escok001</td></tr>\n",
"\t<tr><th scope=row>5</th><td>1</td><td>escok001</td></tr>\n",
"\t<tr><th scope=row>6</th><td>1</td><td>pinej001</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|ll}\n",
" & npa & pitcher\\\\\n",
"\\hline\n",
"\t1 & 1 & escok001\\\\\n",
"\t2 & 1 & escok001\\\\\n",
"\t3 & 1 & escok001\\\\\n",
"\t4 & 1 & escok001\\\\\n",
"\t5 & 1 & escok001\\\\\n",
"\t6 & 1 & pinej001\\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
" npa pitcher\n",
"1 1 escok001\n",
"2 1 escok001\n",
"3 1 escok001\n",
"4 1 escok001\n",
"5 1 escok001\n",
"6 1 pinej001"
]
},
"execution_count": 195,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"head(df.small)"
]
},
{
"cell_type": "code",
"execution_count": 196,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th></th><th scope=col>pitcher</th><th scope=col>npa</th><th scope=col>year</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>1</th><td>aardd001</td><td>61</td><td>2004</td></tr>\n",
"\t<tr><th scope=row>2</th><td>abbop001</td><td>451</td><td>2004</td></tr>\n",
"\t<tr><th scope=row>3</th><td>acevj002</td><td>704</td><td>2004</td></tr>\n",
"\t<tr><th scope=row>4</th><td>adamm001</td><td>226</td><td>2004</td></tr>\n",
"\t<tr><th scope=row>5</th><td>adamt001</td><td>317</td><td>2004</td></tr>\n",
"\t<tr><th scope=row>6</th><td>adkij001</td><td>271</td><td>2004</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|lll}\n",
" & pitcher & npa & year\\\\\n",
"\\hline\n",
"\t1 & aardd001 & 61 & 2004\\\\\n",
"\t2 & abbop001 & 451 & 2004\\\\\n",
"\t3 & acevj002 & 704 & 2004\\\\\n",
"\t4 & adamm001 & 226 & 2004\\\\\n",
"\t5 & adamt001 & 317 & 2004\\\\\n",
"\t6 & adkij001 & 271 & 2004\\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
" pitcher npa year\n",
"1 aardd001 61 2004\n",
"2 abbop001 451 2004\n",
"3 acevj002 704 2004\n",
"4 adamm001 226 2004\n",
"5 adamt001 317 2004\n",
"6 adkij001 271 2004"
]
},
"execution_count": 196,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.agg <- aggregate(npa ~ pitcher, df.small, sum)\n",
"df.agg$year <- yr \n",
"head(df.agg)"
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<ol class=list-inline>\n",
"\t<li>'bigunit'</li>\n",
"\t<li>'df'</li>\n",
"\t<li>'df.agg'</li>\n",
"\t<li>'df.small'</li>\n",
"\t<li>'din'</li>\n",
"\t<li>'ndf'</li>\n",
"\t<li>'p1'</li>\n",
"\t<li>'pedro'</li>\n",
"\t<li>'rr.dra.0'</li>\n",
"\t<li>'rr.dra.bases.outs'</li>\n",
"\t<li>'rr.dra.bats.stadium'</li>\n",
"\t<li>'rr.dra.batter'</li>\n",
"\t<li>'rr.dra.catcher'</li>\n",
"\t<li>'rr.dra.csaa'</li>\n",
"\t<li>'rr.dra.fraa.bat_home_id'</li>\n",
"\t<li>'rr.dra.full'</li>\n",
"\t<li>'rr.dra.inn.bat_home_id'</li>\n",
"\t<li>'rr.dra.inn.scorediff'</li>\n",
"\t<li>'rr.dra.role'</li>\n",
"\t<li>'rr.dra.temp_log'</li>\n",
"\t<li>'rr.dra.umpire'</li>\n",
"\t<li>'schmidt'</li>\n",
"\t<li>'tmp'</li>\n",
"\t<li>'value.dra.0'</li>\n",
"\t<li>'value.dra.bases.outs'</li>\n",
"\t<li>'value.dra.bats.stadium'</li>\n",
"\t<li>'value.dra.batter'</li>\n",
"\t<li>'value.dra.catcher'</li>\n",
"\t<li>'value.dra.csaa'</li>\n",
"\t<li>'value.dra.fraa.bat_home_id'</li>\n",
"\t<li>'value.dra.full'</li>\n",
"\t<li>'value.dra.inn.bat_home_id'</li>\n",
"\t<li>'value.dra.inn.scorediff'</li>\n",
"\t<li>'value.dra.role'</li>\n",
"\t<li>'value.dra.temp_log'</li>\n",
"\t<li>'value.dra.umpire'</li>\n",
"\t<li>'yr'</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate*}\n",
"\\item 'bigunit'\n",
"\\item 'df'\n",
"\\item 'df.agg'\n",
"\\item 'df.small'\n",
"\\item 'din'\n",
"\\item 'ndf'\n",
"\\item 'p1'\n",
"\\item 'pedro'\n",
"\\item 'rr.dra.0'\n",
"\\item 'rr.dra.bases.outs'\n",
"\\item 'rr.dra.bats.stadium'\n",
"\\item 'rr.dra.batter'\n",
"\\item 'rr.dra.catcher'\n",
"\\item 'rr.dra.csaa'\n",
"\\item 'rr.dra.fraa.bat_home_id'\n",
"\\item 'rr.dra.full'\n",
"\\item 'rr.dra.inn.bat_home_id'\n",
"\\item 'rr.dra.inn.scorediff'\n",
"\\item 'rr.dra.role'\n",
"\\item 'rr.dra.temp_log'\n",
"\\item 'rr.dra.umpire'\n",
"\\item 'schmidt'\n",
"\\item 'tmp'\n",
"\\item 'value.dra.0'\n",
"\\item 'value.dra.bases.outs'\n",
"\\item 'value.dra.bats.stadium'\n",
"\\item 'value.dra.batter'\n",
"\\item 'value.dra.catcher'\n",
"\\item 'value.dra.csaa'\n",
"\\item 'value.dra.fraa.bat_home_id'\n",
"\\item 'value.dra.full'\n",
"\\item 'value.dra.inn.bat_home_id'\n",
"\\item 'value.dra.inn.scorediff'\n",
"\\item 'value.dra.role'\n",
"\\item 'value.dra.temp_log'\n",
"\\item 'value.dra.umpire'\n",
"\\item 'yr'\n",
"\\end{enumerate*}\n"
],
"text/markdown": [
"1. 'bigunit'\n",
"2. 'df'\n",
"3. 'df.agg'\n",
"4. 'df.small'\n",
"5. 'din'\n",
"6. 'ndf'\n",
"7. 'p1'\n",
"8. 'pedro'\n",
"9. 'rr.dra.0'\n",
"10. 'rr.dra.bases.outs'\n",
"11. 'rr.dra.bats.stadium'\n",
"12. 'rr.dra.batter'\n",
"13. 'rr.dra.catcher'\n",
"14. 'rr.dra.csaa'\n",
"15. 'rr.dra.fraa.bat_home_id'\n",
"16. 'rr.dra.full'\n",
"17. 'rr.dra.inn.bat_home_id'\n",
"18. 'rr.dra.inn.scorediff'\n",
"19. 'rr.dra.role'\n",
"20. 'rr.dra.temp_log'\n",
"21. 'rr.dra.umpire'\n",
"22. 'schmidt'\n",
"23. 'tmp'\n",
"24. 'value.dra.0'\n",
"25. 'value.dra.bases.outs'\n",
"26. 'value.dra.bats.stadium'\n",
"27. 'value.dra.batter'\n",
"28. 'value.dra.catcher'\n",
"29. 'value.dra.csaa'\n",
"30. 'value.dra.fraa.bat_home_id'\n",
"31. 'value.dra.full'\n",
"32. 'value.dra.inn.bat_home_id'\n",
"33. 'value.dra.inn.scorediff'\n",
"34. 'value.dra.role'\n",
"35. 'value.dra.temp_log'\n",
"36. 'value.dra.umpire'\n",
"37. 'yr'\n",
"\n",
"\n"
],
"text/plain": [
" [1] \"bigunit\" \"df\" \n",
" [3] \"df.agg\" \"df.small\" \n",
" [5] \"din\" \"ndf\" \n",
" [7] \"p1\" \"pedro\" \n",
" [9] \"rr.dra.0\" \"rr.dra.bases.outs\" \n",
"[11] \"rr.dra.bats.stadium\" \"rr.dra.batter\" \n",
"[13] \"rr.dra.catcher\" \"rr.dra.csaa\" \n",
"[15] \"rr.dra.fraa.bat_home_id\" \"rr.dra.full\" \n",
"[17] \"rr.dra.inn.bat_home_id\" \"rr.dra.inn.scorediff\" \n",
"[19] \"rr.dra.role\" \"rr.dra.temp_log\" \n",
"[21] \"rr.dra.umpire\" \"schmidt\" \n",
"[23] \"tmp\" \"value.dra.0\" \n",
"[25] \"value.dra.bases.outs\" \"value.dra.bats.stadium\" \n",
"[27] \"value.dra.batter\" \"value.dra.catcher\" \n",
"[29] \"value.dra.csaa\" \"value.dra.fraa.bat_home_id\"\n",
"[31] \"value.dra.full\" \"value.dra.inn.bat_home_id\" \n",
"[33] \"value.dra.inn.scorediff\" \"value.dra.role\" \n",
"[35] \"value.dra.temp_log\" \"value.dra.umpire\" \n",
"[37] \"yr\" "
]
},
"execution_count": 197,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"objects()"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"rr.dra.0 <- ranef(value.dra.0)$pitcher\n",
"rr.dra.bases.outs <- ranef(value.dra.bases.outs)$pitcher\n",
"rr.dra.bats.stadium <- ranef(value.dra.bats.stadium)$pitcher\n",
"rr.dra.batter <- ranef(value.dra.batter)$pitcher\n",
"rr.dra.catcher <- ranef(value.dra.catcher)$pitcher\n",
"rr.dra.csaa <- ranef(value.dra.csaa)$pitcher\n",
"rr.dra.fraa.bat_home_id <- ranef(value.dra.fraa.bat_home_id)$pitcher\n",
"rr.dra.full <- ranef(value.dra.full)$pitcher\n",
"rr.dra.inn.bat_home_id <- ranef(value.dra.inn.bat_home_id)$pitcher\n",
"rr.dra.inn.scorediff <- ranef(value.dra.inn.scorediff)$pitcher\n",
"rr.dra.role <- ranef(value.dra.role)$pitcher\n",
"rr.dra.temp_log <- ranef(value.dra.temp_log)$pitcher\n",
"rr.dra.umpire <- ranef(value.dra.umpire)$pitcher"
]
},
{
"cell_type": "code",
"execution_count": 199,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"names(rr.dra.0) <- \"icpt.dra.0\"\n",
"names(rr.dra.bases.outs) <- \"icpt.dra.bases.outs\"\n",
"names(rr.dra.bats.stadium) <- \"icpt.dra.bats.stadium\"\n",
"names(rr.dra.batter) <- \"icpt.dra.batter\"\n",
"names(rr.dra.catcher) <- \"icpt.dra.catcher\" \n",
"names(rr.dra.csaa) <- \"icpt.dra.csaa\"\n",
"names(rr.dra.fraa.bat_home_id) <- \"icpt.dra.fraa.bat_home_id\"\n",
"names(rr.dra.full) <- \"icpt.dra.full\"\n",
"names(rr.dra.inn.bat_home_id) <- \"icpt.dra.inn.bat_home_id\"\n",
"names(rr.dra.inn.scorediff) <- \"icpt.dra.inn.scorediff\"\n",
"names(rr.dra.role) <- \"icpt.dra.role\"\n",
"names(rr.dra.temp_log) <- \"icpt.dra.temp_log\"\n",
"names(rr.dra.umpire) <- \"icpt.dra.umpire\""
]
},
{
"cell_type": "code",
"execution_count": 200,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table>\n",
"<thead><tr><th></th><th scope=col>pitcher</th><th scope=col>npa</th><th scope=col>year</th><th scope=col>icpt.dra.0</th><th scope=col>icpt.dra.bases.outs</th><th scope=col>icpt.dra.bats.stadium</th><th scope=col>icpt.dra.batter</th><th scope=col>icpt.dra.catcher</th><th scope=col>icpt.dra.csaa</th><th scope=col>icpt.dra.fraa.bat_home_id</th><th scope=col>icpt.dra.full</th><th scope=col>icpt.dra.inn.bat_home_id</th><th scope=col>icpt.dra.inn.scorediff</th><th scope=col>icpt.dra.role</th><th scope=col>icpt.dra.temp_log</th><th scope=col>icpt.dra.umpire</th></tr></thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>aardd001</th><td>aardd001</td><td>61</td><td>2004</td><td>0.01559938</td><td>0.01540755</td><td>0.01599329</td><td>0.01606483</td><td>0.01491985</td><td>0.01394799</td><td>0.01500188</td><td>0.013707</td><td>0.01419301</td><td>0.01365129</td><td>0.01642143</td><td>0.01606338</td><td>0.01524788</td></tr>\n",
"\t<tr><th scope=row>abbop001</th><td>abbop001</td><td>451</td><td>2004</td><td>0.0194185</td><td>0.01956249</td><td>0.01889716</td><td>0.01700707</td><td>0.01883424</td><td>0.01862725</td><td>0.0201233</td><td>0.01332473</td><td>0.01685562</td><td>0.01710439</td><td>0.01660426</td><td>0.01905941</td><td>0.01928726</td></tr>\n",
"\t<tr><th scope=row>acevj002</th><td>acevj002</td><td>704</td><td>2004</td><td>0.01399582</td><td>0.01365493</td><td>0.01790974</td><td>0.01397205</td><td>0.01232359</td><td>0.01147238</td><td>0.01396309</td><td>0.0121419</td><td>0.01198174</td><td>0.01194497</td><td>0.01112554</td><td>0.01405902</td><td>0.01415836</td></tr>\n",
"\t<tr><th scope=row>adamm001</th><td>adamm001</td><td>226</td><td>2004</td><td>-0.01038314</td><td>-0.01046671</td><td>-0.006712409</td><td>-0.01031251</td><td>-0.00981921</td><td>-0.01067685</td><td>-0.0101387</td><td>-0.005677054</td><td>-0.00845206</td><td>-0.007749562</td><td>-0.007989365</td><td>-0.01050188</td><td>-0.01015948</td></tr>\n",
"\t<tr><th scope=row>adamt001</th><td>adamt001</td><td>317</td><td>2004</td><td>0.006736985</td><td>0.006622352</td><td>0.002956735</td><td>0.006753996</td><td>0.006488428</td><td>0.006952328</td><td>0.007572582</td><td>0.007625544</td><td>0.008070246</td><td>0.008202471</td><td>0.009621877</td><td>0.007353421</td><td>0.006615959</td></tr>\n",
"\t<tr><th scope=row>adkij001</th><td>adkij001</td><td>271</td><td>2004</td><td>0.01086511</td><td>0.01058621</td><td>0.007204668</td><td>0.01192183</td><td>0.01015946</td><td>0.01035898</td><td>0.0117672</td><td>0.009778888</td><td>0.01127752</td><td>0.01101845</td><td>0.01349086</td><td>0.0112144</td><td>0.01090697</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
"\\begin{tabular}{r|llllllllllllllll}\n",
" & pitcher & npa & year & icpt.dra.0 & icpt.dra.bases.outs & icpt.dra.bats.stadium & icpt.dra.batter & icpt.dra.catcher & icpt.dra.csaa & icpt.dra.fraa.bat_home_id & icpt.dra.full & icpt.dra.inn.bat_home_id & icpt.dra.inn.scorediff & icpt.dra.role & icpt.dra.temp_log & icpt.dra.umpire\\\\\n",
"\\hline\n",
"\taardd001 & aardd001 & 61 & 2004 & 0.01559938 & 0.01540755 & 0.01599329 & 0.01606483 & 0.01491985 & 0.01394799 & 0.01500188 & 0.013707 & 0.01419301 & 0.01365129 & 0.01642143 & 0.01606338 & 0.01524788\\\\\n",
"\tabbop001 & abbop001 & 451 & 2004 & 0.0194185 & 0.01956249 & 0.01889716 & 0.01700707 & 0.01883424 & 0.01862725 & 0.0201233 & 0.01332473 & 0.01685562 & 0.01710439 & 0.01660426 & 0.01905941 & 0.01928726\\\\\n",
"\tacevj002 & acevj002 & 704 & 2004 & 0.01399582 & 0.01365493 & 0.01790974 & 0.01397205 & 0.01232359 & 0.01147238 & 0.01396309 & 0.0121419 & 0.01198174 & 0.01194497 & 0.01112554 & 0.01405902 & 0.01415836\\\\\n",
"\tadamm001 & adamm001 & 226 & 2004 & -0.01038314 & -0.01046671 & -0.006712409 & -0.01031251 & -0.00981921 & -0.01067685 & -0.0101387 & -0.005677054 & -0.00845206 & -0.007749562 & -0.007989365 & -0.01050188 & -0.01015948\\\\\n",
"\tadamt001 & adamt001 & 317 & 2004 & 0.006736985 & 0.006622352 & 0.002956735 & 0.006753996 & 0.006488428 & 0.006952328 & 0.007572582 & 0.007625544 & 0.008070246 & 0.008202471 & 0.009621877 & 0.007353421 & 0.006615959\\\\\n",
"\tadkij001 & adkij001 & 271 & 2004 & 0.01086511 & 0.01058621 & 0.007204668 & 0.01192183 & 0.01015946 & 0.01035898 & 0.0117672 & 0.009778888 & 0.01127752 & 0.01101845 & 0.01349086 & 0.0112144 & 0.01090697\\\\\n",
"\\end{tabular}\n"
],
"text/plain": [
" pitcher npa year icpt.dra.0 icpt.dra.bases.outs\n",
"aardd001 aardd001 61 2004 0.015599379 0.015407548\n",
"abbop001 abbop001 451 2004 0.019418504 0.019562493\n",
"acevj002 acevj002 704 2004 0.013995824 0.013654926\n",
"adamm001 adamm001 226 2004 -0.010383135 -0.010466711\n",
"adamt001 adamt001 317 2004 0.006736985 0.006622352\n",
"adkij001 adkij001 271 2004 0.010865114 0.010586212\n",
" icpt.dra.bats.stadium icpt.dra.batter icpt.dra.catcher icpt.dra.csaa\n",
"aardd001 0.015993288 0.016064834 0.014919851 0.013947992\n",
"abbop001 0.018897158 0.017007075 0.018834241 0.018627246\n",
"acevj002 0.017909742 0.013972053 0.012323586 0.011472381\n",
"adamm001 -0.006712409 -0.010312514 -0.009819210 -0.010676849\n",
"adamt001 0.002956735 0.006753996 0.006488428 0.006952328\n",
"adkij001 0.007204668 0.011921828 0.010159459 0.010358983\n",
" icpt.dra.fraa.bat_home_id icpt.dra.full icpt.dra.inn.bat_home_id\n",
"aardd001 0.015001878 0.013706995 0.014193015\n",
"abbop001 0.020123296 0.013324730 0.016855624\n",
"acevj002 0.013963089 0.012141901 0.011981740\n",
"adamm001 -0.010138695 -0.005677054 -0.008452060\n",
"adamt001 0.007572582 0.007625544 0.008070246\n",
"adkij001 0.011767196 0.009778888 0.011277520\n",
" icpt.dra.inn.scorediff icpt.dra.role icpt.dra.temp_log icpt.dra.umpire\n",
"aardd001 0.013651290 0.016421427 0.016063385 0.015247880\n",
"abbop001 0.017104394 0.016604255 0.019059406 0.019287263\n",
"acevj002 0.011944972 0.011125543 0.014059019 0.014158362\n",
"adamm001 -0.007749562 -0.007989365 -0.010501881 -0.010159479\n",
"adamt001 0.008202471 0.009621877 0.007353421 0.006615959\n",
"adkij001 0.011018454 0.013490858 0.011214399 0.010906973"
]
},
"execution_count": 200,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ndf <- data.frame(cbind(df.agg, \n",
" rr.dra.0, \n",
" rr.dra.bases.outs, \n",
" rr.dra.bats.stadium, \n",
" rr.dra.batter, \n",
" rr.dra.catcher, \n",
" rr.dra.csaa, \n",
" rr.dra.fraa.bat_home_id, \n",
" rr.dra.full, \n",
" rr.dra.inn.bat_home_id, \n",
" rr.dra.inn.scorediff, \n",
" rr.dra.role, \n",
" rr.dra.temp_log, \n",
" rr.dra.umpire))\n",
"head(ndf)"
]
},
{
"cell_type": "code",
"execution_count": 201,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"write.table(ndf, file = sprintf(\"dra.value.%d.out.csv\", yr), row.names=FALSE, na=\"\",col.names=TRUE, sep=\",\")"
]
},
{
"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": "3.2.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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