-
Notifications
You must be signed in to change notification settings - Fork 0
/
MSHA_pandas.html
534 lines (432 loc) · 291 KB
/
MSHA_pandas.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
<!DOCTYPE html>
<!-- saved from url=(0014)about:internet -->
<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8"/>
<title>Analysis of MSHA Inspections, Violations, and Accident Data</title>
<style type="text/css">
body, td {
font-family: sans-serif;
background-color: white;
font-size: 12px;
margin: 8px;
}
tt, code, pre {
font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace;
}
h1 {
font-size:2.2em;
}
h2 {
font-size:1.8em;
}
h3 {
font-size:1.4em;
}
h4 {
font-size:1.0em;
}
h5 {
font-size:0.9em;
}
h6 {
font-size:0.8em;
}
a:visited {
color: rgb(50%, 0%, 50%);
}
pre {
margin-top: 0;
max-width: 95%;
border: 1px solid #ccc;
white-space: pre-wrap;
}
pre code {
display: block; padding: 0.5em;
}
code.r, code.cpp {
background-color: #F8F8F8;
}
table, td, th {
border: none;
}
blockquote {
color:#666666;
margin:0;
padding-left: 1em;
border-left: 0.5em #EEE solid;
}
hr {
height: 0px;
border-bottom: none;
border-top-width: thin;
border-top-style: dotted;
border-top-color: #999999;
}
@media print {
* {
background: transparent !important;
color: black !important;
filter:none !important;
-ms-filter: none !important;
}
body {
font-size:12pt;
max-width:100%;
}
a, a:visited {
text-decoration: underline;
}
hr {
visibility: hidden;
page-break-before: always;
}
pre, blockquote {
padding-right: 1em;
page-break-inside: avoid;
}
tr, img {
page-break-inside: avoid;
}
img {
max-width: 100% !important;
}
@page :left {
margin: 15mm 20mm 15mm 10mm;
}
@page :right {
margin: 15mm 10mm 15mm 20mm;
}
p, h2, h3 {
orphans: 3; widows: 3;
}
h2, h3 {
page-break-after: avoid;
}
}
</style>
<!-- Styles for R syntax highlighter -->
<style type="text/css">
pre .operator,
pre .paren {
color: rgb(104, 118, 135)
}
pre .literal {
color: rgb(88, 72, 246)
}
pre .number {
color: rgb(0, 0, 205);
}
pre .comment {
color: rgb(76, 136, 107);
}
pre .keyword {
color: rgb(0, 0, 255);
}
pre .identifier {
color: rgb(0, 0, 0);
}
pre .string {
color: rgb(3, 106, 7);
}
</style>
<!-- R syntax highlighter -->
<script type="text/javascript">
var hljs=new function(){function m(p){return p.replace(/&/gm,"&").replace(/</gm,"<")}function f(r,q,p){return RegExp(q,"m"+(r.cI?"i":"")+(p?"g":""))}function b(r){for(var p=0;p<r.childNodes.length;p++){var q=r.childNodes[p];if(q.nodeName=="CODE"){return q}if(!(q.nodeType==3&&q.nodeValue.match(/\s+/))){break}}}function h(t,s){var p="";for(var r=0;r<t.childNodes.length;r++){if(t.childNodes[r].nodeType==3){var q=t.childNodes[r].nodeValue;if(s){q=q.replace(/\n/g,"")}p+=q}else{if(t.childNodes[r].nodeName=="BR"){p+="\n"}else{p+=h(t.childNodes[r])}}}if(/MSIE [678]/.test(navigator.userAgent)){p=p.replace(/\r/g,"\n")}return p}function a(s){var r=s.className.split(/\s+/);r=r.concat(s.parentNode.className.split(/\s+/));for(var q=0;q<r.length;q++){var p=r[q].replace(/^language-/,"");if(e[p]){return p}}}function c(q){var p=[];(function(s,t){for(var r=0;r<s.childNodes.length;r++){if(s.childNodes[r].nodeType==3){t+=s.childNodes[r].nodeValue.length}else{if(s.childNodes[r].nodeName=="BR"){t+=1}else{if(s.childNodes[r].nodeType==1){p.push({event:"start",offset:t,node:s.childNodes[r]});t=arguments.callee(s.childNodes[r],t);p.push({event:"stop",offset:t,node:s.childNodes[r]})}}}}return t})(q,0);return p}function k(y,w,x){var q=0;var z="";var s=[];function u(){if(y.length&&w.length){if(y[0].offset!=w[0].offset){return(y[0].offset<w[0].offset)?y:w}else{return w[0].event=="start"?y:w}}else{return y.length?y:w}}function t(D){var A="<"+D.nodeName.toLowerCase();for(var B=0;B<D.attributes.length;B++){var C=D.attributes[B];A+=" "+C.nodeName.toLowerCase();if(C.value!==undefined&&C.value!==false&&C.value!==null){A+='="'+m(C.value)+'"'}}return A+">"}while(y.length||w.length){var v=u().splice(0,1)[0];z+=m(x.substr(q,v.offset-q));q=v.offset;if(v.event=="start"){z+=t(v.node);s.push(v.node)}else{if(v.event=="stop"){var p,r=s.length;do{r--;p=s[r];z+=("</"+p.nodeName.toLowerCase()+">")}while(p!=v.node);s.splice(r,1);while(r<s.length){z+=t(s[r]);r++}}}}return z+m(x.substr(q))}function j(){function q(x,y,v){if(x.compiled){return}var u;var s=[];if(x.k){x.lR=f(y,x.l||hljs.IR,true);for(var w in x.k){if(!x.k.hasOwnProperty(w)){continue}if(x.k[w] instanceof Object){u=x.k[w]}else{u=x.k;w="keyword"}for(var r in u){if(!u.hasOwnProperty(r)){continue}x.k[r]=[w,u[r]];s.push(r)}}}if(!v){if(x.bWK){x.b="\\b("+s.join("|")+")\\s"}x.bR=f(y,x.b?x.b:"\\B|\\b");if(!x.e&&!x.eW){x.e="\\B|\\b"}if(x.e){x.eR=f(y,x.e)}}if(x.i){x.iR=f(y,x.i)}if(x.r===undefined){x.r=1}if(!x.c){x.c=[]}x.compiled=true;for(var t=0;t<x.c.length;t++){if(x.c[t]=="self"){x.c[t]=x}q(x.c[t],y,false)}if(x.starts){q(x.starts,y,false)}}for(var p in e){if(!e.hasOwnProperty(p)){continue}q(e[p].dM,e[p],true)}}function d(B,C){if(!j.called){j();j.called=true}function q(r,M){for(var L=0;L<M.c.length;L++){if((M.c[L].bR.exec(r)||[null])[0]==r){return M.c[L]}}}function v(L,r){if(D[L].e&&D[L].eR.test(r)){return 1}if(D[L].eW){var M=v(L-1,r);return M?M+1:0}return 0}function w(r,L){return L.i&&L.iR.test(r)}function K(N,O){var M=[];for(var L=0;L<N.c.length;L++){M.push(N.c[L].b)}var r=D.length-1;do{if(D[r].e){M.push(D[r].e)}r--}while(D[r+1].eW);if(N.i){M.push(N.i)}return f(O,M.join("|"),true)}function p(M,L){var N=D[D.length-1];if(!N.t){N.t=K(N,E)}N.t.lastIndex=L;var r=N.t.exec(M);return r?[M.substr(L,r.index-L),r[0],false]:[M.substr(L),"",true]}function z(N,r){var L=E.cI?r[0].toLowerCase():r[0];var M=N.k[L];if(M&&M instanceof Array){return M}return false}function F(L,P){L=m(L);if(!P.k){return L}var r="";var O=0;P.lR.lastIndex=0;var M=P.lR.exec(L);while(M){r+=L.substr(O,M.index-O);var N=z(P,M);if(N){x+=N[1];r+='<span class="'+N[0]+'">'+M[0]+"</span>"}else{r+=M[0]}O=P.lR.lastIndex;M=P.lR.exec(L)}return r+L.substr(O,L.length-O)}function J(L,M){if(M.sL&&e[M.sL]){var r=d(M.sL,L);x+=r.keyword_count;return r.value}else{return F(L,M)}}function I(M,r){var L=M.cN?'<span class="'+M.cN+'">':"";if(M.rB){y+=L;M.buffer=""}else{if(M.eB){y+=m(r)+L;M.buffer=""}else{y+=L;M.buffer=r}}D.push(M);A+=M.r}function G(N,M,Q){var R=D[D.length-1];if(Q){y+=J(R.buffer+N,R);return false}var P=q(M,R);if(P){y+=J(R.buffer+N,R);I(P,M);return P.rB}var L=v(D.length-1,M);if(L){var O=R.cN?"</span>":"";if(R.rE){y+=J(R.buffer+N,R)+O}else{if(R.eE){y+=J(R.buffer+N,R)+O+m(M)}else{y+=J(R.buffer+N+M,R)+O}}while(L>1){O=D[D.length-2].cN?"</span>":"";y+=O;L--;D.length--}var r=D[D.length-1];D.length--;D[D.length-1].buffer="";if(r.starts){I(r.starts,"")}return R.rE}if(w(M,R)){throw"Illegal"}}var E=e[B];var D=[E.dM];var A=0;var x=0;var y="";try{var s,u=0;E.dM.buffer="";do{s=p(C,u);var t=G(s[0],s[1],s[2]);u+=s[0].length;if(!t){u+=s[1].length}}while(!s[2]);if(D.length>1){throw"Illegal"}return{r:A,keyword_count:x,value:y}}catch(H){if(H=="Illegal"){return{r:0,keyword_count:0,value:m(C)}}else{throw H}}}function g(t){var p={keyword_count:0,r:0,value:m(t)};var r=p;for(var q in e){if(!e.hasOwnProperty(q)){continue}var s=d(q,t);s.language=q;if(s.keyword_count+s.r>r.keyword_count+r.r){r=s}if(s.keyword_count+s.r>p.keyword_count+p.r){r=p;p=s}}if(r.language){p.second_best=r}return p}function i(r,q,p){if(q){r=r.replace(/^((<[^>]+>|\t)+)/gm,function(t,w,v,u){return w.replace(/\t/g,q)})}if(p){r=r.replace(/\n/g,"<br>")}return r}function n(t,w,r){var x=h(t,r);var v=a(t);var y,s;if(v){y=d(v,x)}else{return}var q=c(t);if(q.length){s=document.createElement("pre");s.innerHTML=y.value;y.value=k(q,c(s),x)}y.value=i(y.value,w,r);var u=t.className;if(!u.match("(\\s|^)(language-)?"+v+"(\\s|$)")){u=u?(u+" "+v):v}if(/MSIE [678]/.test(navigator.userAgent)&&t.tagName=="CODE"&&t.parentNode.tagName=="PRE"){s=t.parentNode;var p=document.createElement("div");p.innerHTML="<pre><code>"+y.value+"</code></pre>";t=p.firstChild.firstChild;p.firstChild.cN=s.cN;s.parentNode.replaceChild(p.firstChild,s)}else{t.innerHTML=y.value}t.className=u;t.result={language:v,kw:y.keyword_count,re:y.r};if(y.second_best){t.second_best={language:y.second_best.language,kw:y.second_best.keyword_count,re:y.second_best.r}}}function o(){if(o.called){return}o.called=true;var r=document.getElementsByTagName("pre");for(var p=0;p<r.length;p++){var q=b(r[p]);if(q){n(q,hljs.tabReplace)}}}function l(){if(window.addEventListener){window.addEventListener("DOMContentLoaded",o,false);window.addEventListener("load",o,false)}else{if(window.attachEvent){window.attachEvent("onload",o)}else{window.onload=o}}}var e={};this.LANGUAGES=e;this.highlight=d;this.highlightAuto=g;this.fixMarkup=i;this.highlightBlock=n;this.initHighlighting=o;this.initHighlightingOnLoad=l;this.IR="[a-zA-Z][a-zA-Z0-9_]*";this.UIR="[a-zA-Z_][a-zA-Z0-9_]*";this.NR="\\b\\d+(\\.\\d+)?";this.CNR="\\b(0[xX][a-fA-F0-9]+|(\\d+(\\.\\d*)?|\\.\\d+)([eE][-+]?\\d+)?)";this.BNR="\\b(0b[01]+)";this.RSR="!|!=|!==|%|%=|&|&&|&=|\\*|\\*=|\\+|\\+=|,|\\.|-|-=|/|/=|:|;|<|<<|<<=|<=|=|==|===|>|>=|>>|>>=|>>>|>>>=|\\?|\\[|\\{|\\(|\\^|\\^=|\\||\\|=|\\|\\||~";this.ER="(?![\\s\\S])";this.BE={b:"\\\\.",r:0};this.ASM={cN:"string",b:"'",e:"'",i:"\\n",c:[this.BE],r:0};this.QSM={cN:"string",b:'"',e:'"',i:"\\n",c:[this.BE],r:0};this.CLCM={cN:"comment",b:"//",e:"$"};this.CBLCLM={cN:"comment",b:"/\\*",e:"\\*/"};this.HCM={cN:"comment",b:"#",e:"$"};this.NM={cN:"number",b:this.NR,r:0};this.CNM={cN:"number",b:this.CNR,r:0};this.BNM={cN:"number",b:this.BNR,r:0};this.inherit=function(r,s){var p={};for(var q in r){p[q]=r[q]}if(s){for(var q in s){p[q]=s[q]}}return p}}();hljs.LANGUAGES.cpp=function(){var a={keyword:{"false":1,"int":1,"float":1,"while":1,"private":1,"char":1,"catch":1,"export":1,virtual:1,operator:2,sizeof:2,dynamic_cast:2,typedef:2,const_cast:2,"const":1,struct:1,"for":1,static_cast:2,union:1,namespace:1,unsigned:1,"long":1,"throw":1,"volatile":2,"static":1,"protected":1,bool:1,template:1,mutable:1,"if":1,"public":1,friend:2,"do":1,"return":1,"goto":1,auto:1,"void":2,"enum":1,"else":1,"break":1,"new":1,extern:1,using:1,"true":1,"class":1,asm:1,"case":1,typeid:1,"short":1,reinterpret_cast:2,"default":1,"double":1,register:1,explicit:1,signed:1,typename:1,"try":1,"this":1,"switch":1,"continue":1,wchar_t:1,inline:1,"delete":1,alignof:1,char16_t:1,char32_t:1,constexpr:1,decltype:1,noexcept:1,nullptr:1,static_assert:1,thread_local:1,restrict:1,_Bool:1,complex:1},built_in:{std:1,string:1,cin:1,cout:1,cerr:1,clog:1,stringstream:1,istringstream:1,ostringstream:1,auto_ptr:1,deque:1,list:1,queue:1,stack:1,vector:1,map:1,set:1,bitset:1,multiset:1,multimap:1,unordered_set:1,unordered_map:1,unordered_multiset:1,unordered_multimap:1,array:1,shared_ptr:1}};return{dM:{k:a,i:"</",c:[hljs.CLCM,hljs.CBLCLM,hljs.QSM,{cN:"string",b:"'\\\\?.",e:"'",i:"."},{cN:"number",b:"\\b(\\d+(\\.\\d*)?|\\.\\d+)(u|U|l|L|ul|UL|f|F)"},hljs.CNM,{cN:"preprocessor",b:"#",e:"$"},{cN:"stl_container",b:"\\b(deque|list|queue|stack|vector|map|set|bitset|multiset|multimap|unordered_map|unordered_set|unordered_multiset|unordered_multimap|array)\\s*<",e:">",k:a,r:10,c:["self"]}]}}}();hljs.LANGUAGES.r={dM:{c:[hljs.HCM,{cN:"number",b:"\\b0[xX][0-9a-fA-F]+[Li]?\\b",e:hljs.IMMEDIATE_RE,r:0},{cN:"number",b:"\\b\\d+(?:[eE][+\\-]?\\d*)?L\\b",e:hljs.IMMEDIATE_RE,r:0},{cN:"number",b:"\\b\\d+\\.(?!\\d)(?:i\\b)?",e:hljs.IMMEDIATE_RE,r:1},{cN:"number",b:"\\b\\d+(?:\\.\\d*)?(?:[eE][+\\-]?\\d*)?i?\\b",e:hljs.IMMEDIATE_RE,r:0},{cN:"number",b:"\\.\\d+(?:[eE][+\\-]?\\d*)?i?\\b",e:hljs.IMMEDIATE_RE,r:1},{cN:"keyword",b:"(?:tryCatch|library|setGeneric|setGroupGeneric)\\b",e:hljs.IMMEDIATE_RE,r:10},{cN:"keyword",b:"\\.\\.\\.",e:hljs.IMMEDIATE_RE,r:10},{cN:"keyword",b:"\\.\\.\\d+(?![\\w.])",e:hljs.IMMEDIATE_RE,r:10},{cN:"keyword",b:"\\b(?:function)",e:hljs.IMMEDIATE_RE,r:2},{cN:"keyword",b:"(?:if|in|break|next|repeat|else|for|return|switch|while|try|stop|warning|require|attach|detach|source|setMethod|setClass)\\b",e:hljs.IMMEDIATE_RE,r:1},{cN:"literal",b:"(?:NA|NA_integer_|NA_real_|NA_character_|NA_complex_)\\b",e:hljs.IMMEDIATE_RE,r:10},{cN:"literal",b:"(?:NULL|TRUE|FALSE|T|F|Inf|NaN)\\b",e:hljs.IMMEDIATE_RE,r:1},{cN:"identifier",b:"[a-zA-Z.][a-zA-Z0-9._]*\\b",e:hljs.IMMEDIATE_RE,r:0},{cN:"operator",b:"<\\-(?!\\s*\\d)",e:hljs.IMMEDIATE_RE,r:2},{cN:"operator",b:"\\->|<\\-",e:hljs.IMMEDIATE_RE,r:1},{cN:"operator",b:"%%|~",e:hljs.IMMEDIATE_RE},{cN:"operator",b:">=|<=|==|!=|\\|\\||&&|=|\\+|\\-|\\*|/|\\^|>|<|!|&|\\||\\$|:",e:hljs.IMMEDIATE_RE,r:0},{cN:"operator",b:"%",e:"%",i:"\\n",r:1},{cN:"identifier",b:"`",e:"`",r:0},{cN:"string",b:'"',e:'"',c:[hljs.BE],r:0},{cN:"string",b:"'",e:"'",c:[hljs.BE],r:0},{cN:"paren",b:"[[({\\])}]",e:hljs.IMMEDIATE_RE,r:0}]}};
hljs.initHighlightingOnLoad();
</script>
</head>
<body>
<h1>Analysis of MSHA Inspections, Violations, and Accident Data</h1>
<p><em>An open and ongoing analysis of the data provided by the <a href="http://www.msha.gov/OpenGovernmentData/OGIMSHA.asp">US Mine Safety & Health Administration</a>. See <a href="https://github.com/mwfrost/MSHA">github.com/mwfrost/MSHA</a> for details.</em></p>
<pre><code class="r">require(reshape)
</code></pre>
<pre><code>## Loading required package: reshape Loading required package: plyr
##
## Attaching package: 'reshape'
##
## The following object is masked from 'package:plyr':
##
## rename, round_any
</code></pre>
<pre><code class="r">require(plyr)
require(ggplot2)
</code></pre>
<pre><code>## Loading required package: ggplot2
</code></pre>
<pre><code class="r">require(lubridate)
</code></pre>
<pre><code>## Loading required package: lubridate
##
## Attaching package: 'lubridate'
##
## The following object is masked from 'package:reshape':
##
## stamp
##
## The following object is masked from 'package:plyr':
##
## here
</code></pre>
<pre><code class="r">require(xtable)
</code></pre>
<pre><code>## Loading required package: xtable
</code></pre>
<pre><code class="r">require(scales)
</code></pre>
<pre><code>## Loading required package: scales
</code></pre>
<pre><code class="r">require(RJSONIO)
</code></pre>
<pre><code>## Loading required package: RJSONIO
</code></pre>
<pre><code class="r">
setwd("~/Code/MSHA/")
source("./lib/calendarHeat.r")
Sys.setlocale(locale = "C")
</code></pre>
<pre><code>## [1] "C/C/C/C/C/en_US.UTF-8"
</code></pre>
<h3>Utility scripts</h3>
<p>(not run in this process)</p>
<p>Download the most recent files
<code>.\data\msha_source\download_source.sh</code></p>
<p>Unzip the files, replacing the old copies
<code>\data\msha_source\unzip_source.sh\</code></p>
<p>Use the python <code>pandas</code> library to select and write out files small enough for R to handle gracefully.
<code>.\extract_wv.py</code></p>
<pre><code class="r">mdat <- read.csv("data/wv_mines.csv")
vdat <- read.csv("data/wv_violations.csv")
idat <- read.csv("data/wv_inspections.csv")
adat <- read.csv("data/wv_accidents.csv")
</code></pre>
<pre><code class="r">
mdat$current.status.dt <- mdy(as.character(mdat$CURRENT_STATUS_DT))
vdat$violation.occur.dt <- mdy(as.character(vdat$VIOLATION_OCCUR_DT))
idat$inspection.begin.dt <- ymd(gsub("-", "/", gsub(" 00:00:00", "", idat$INSPECTION_BEGIN_DT)))
adat$accident.dt <- ymd(gsub("-", "/", gsub(" 00:00:00", "", adat$ACCIDENT_DT)))
</code></pre>
<pre><code class="r">
trailing.events <- function(mine, acc.dt = now(), trailing.days = 90) {
d <- data.frame(mine, acc.dt)
ddply(d, .(mine, acc.dt), function(x) {
c(trailing.accidents = nrow(subset(adat, MINE_ID == x$mine & accident.dt <
x$acc.dt & accident.dt > x$acc.dt - ddays(trailing.days))), trailing.violations = nrow(subset(vdat,
MINE_ID == x$mine & violation.occur.dt < x$acc.dt & violation.occur.dt >
x$acc.dt - ddays(trailing.days))), trailing.injuries = sum(subset(vdat,
MINE_ID == x$mine & violation.occur.dt < x$acc.dt & violation.occur.dt >
x$acc.dt - ddays(trailing.days))$NO_INJURIES, na.rm = TRUE),
trailing.lost.days = sum(subset(vdat, MINE_ID == x$mine & violation.occur.dt <
x$acc.dt & violation.occur.dt > x$acc.dt - ddays(trailing.days))$DAYS_LOST,
na.rm = TRUE), trailing.inspections = nrow(subset(idat, MINE_ID ==
x$mine & inspection.begin.dt < x$acc.dt & inspection.begin.dt >
x$acc.dt - ddays(trailing.days))))
})
}
# Tests trailing.events(c(4601318, 4601456) , ymd(c('2005-09-08',
# '2011-08-05')), 30)
# trailing.events(adat[1:10,'MINE_ID'], adat[1:10, 'accident.dt'], 30)
</code></pre>
<p>Every day of operation for every mine needs a record, so we can try to identify any differences between the days without accidents and those with. We don't have the full span of operating days, though. One way to fake it is to run the span between the first and last recorded inspections for each mine</p>
<pre><code class="r">
# x is the data frame of inspections
fill.days <- function(x) {
data.frame(mine = x$MINE_ID[1], mine.day = seq(min(x$inspection.begin.dt),
max(x$inspection.begin.dt), by = "day"))
}
# Tests fill.days(idat[idat$MINE_ID==4609060,])
# by(idat[idat$MINE_ID %in% c(4609060,4601318),], idat[idat$MINE_ID %in%
# c(4609060,4601318),'MINE_ID'], fill.days)
mine.days <- ddply(idat, .(MINE_ID), fill.days)
mine.days$mine <- NULL
</code></pre>
<p>Now that there's a unique record for every day of operation (sort of), calculate the trailing accidents, violations, and inspections for each mine/day, then join all the accident records to determine which days involved accidents.</p>
<p>TODO: currenty ignoring the problems caused by multiple accidents per day</p>
<p>TODO: This step could probably be much faster as a pandas aggregation pipeline.</p>
<pre><code class="r">head(trailing.events(mine.days[1:10, "MINE_ID"], mine.days[1:10, "mine.day"],
30))
</code></pre>
<pre><code>## mine acc.dt trailing.accidents trailing.violations
## 1 504775 2004-01-20 0 0
## 2 504775 2004-01-21 0 0
## 3 504775 2004-01-22 0 0
## 4 504775 2004-01-23 0 0
## 5 504775 2004-01-24 0 0
## 6 504775 2004-01-25 0 0
## trailing.injuries trailing.lost.days trailing.inspections
## 1 0 0 0
## 2 0 0 1
## 3 0 0 1
## 4 0 0 1
## 5 0 0 1
## 6 0 0 1
</code></pre>
<pre><code class="r">
mine.day.stats <- trailing.events(mine.days[mine.days$MINE_ID %in% c(4609060,
4601318), "MINE_ID"], mine.days[mine.days$MINE_ID %in% c(4609060, 4601318),
"mine.day"], 30)
# acc.dt is now op.dt
names(mine.day.stats) <- gsub("acc.dt", "op.dt", names(mine.day.stats))
mine.day.stats <- merge(mine.day.stats, adat[, c("MINE_ID", "accident.dt", "DEGREE_INJURY_CD",
"CLASSIFICATION")], by.x = c("mine", "op.dt"), by.y = c("MINE_ID", "accident.dt"),
all.x = TRUE)
head(subset(mine.day.stats, !is.na(DEGREE_INJURY_CD)))
</code></pre>
<pre><code>## mine op.dt trailing.accidents trailing.violations
## 51 4601318 2000-02-23 0 57
## 57 4601318 2000-02-29 1 54
## 78 4601318 2000-03-21 2 46
## 79 4601318 2000-03-21 2 46
## 83 4601318 2000-03-25 3 49
## 84 4601318 2000-03-26 4 49
## trailing.injuries trailing.lost.days trailing.inspections
## 51 0 0 18
## 57 0 0 17
## 78 0 0 9
## 79 0 0 9
## 83 0 0 7
## 84 0 0 7
## DEGREE_INJURY_CD CLASSIFICATION
## 51 0 ENTRAPMENT
## 57 6 HANDLING OF MATERIALS
## 78 3 SLIP OR FALL OF PERSON
## 79 3 HANDLING OF MATERIALS
## 83 6 HANDLING OF MATERIALS
## 84 0 FALL OF ROOF OR BACK
</code></pre>
<p>Join some useful categories to the per mine/day stats and flag accident days</p>
<pre><code class="r">mine.day.stats <- merge(mine.day.stats, mdat[, c("MINE_ID", "CURRENT_MINE_NAME",
"COAL_METAL_IND", "CURRENT_OPERATOR_NAME", "CURRENT_CONTROLLER_NAME", "STATE",
"FIPS_CNTY_NM", "NO_EMPLOYEES")], by.x = c("mine"), by.y = c("MINE_ID"))
mine.day.stats$bin.inj <- ifelse(is.na(mine.day.stats$DEGREE_INJURY_CD), 0,
1)
mine.day.stats$bin.acc <- ifelse(is.na(mine.day.stats$CLASSIFICATION), 0, 1)
head(subset(mine.day.stats, p.acc == 1))
</code></pre>
<pre><code>## Error: object 'p.acc' not found
</code></pre>
<pre><code class="r">table(mine.day.stats$CLASSIFICATION)
</code></pre>
<pre><code>##
## ALL OTHER OCCUPATIONAL ILLNESSES
## 2
## DISORDERS (PHYSICAL AGENTS)
## 0
## DISORDERS (REPEATED TRAUMA)
## 57
## DUST DISEASE OF LUNGS
## 14
## ELECTRICAL
## 4
## ENTRAPMENT
## 11
## EXPLODING VESSELS UNDER PRESSURE
## 2
## EXPLOSIVES AND BREAKING AGENTS
## 0
## FALL OF FACE/RIB/PILLAR/SIDE/HIGHWALL
## 6
## FALL OF ROOF OR BACK
## 44
## FALLING/SLIDING/ROLLING MATERIALS
## 6
## FIRE
## 3
## HANDLING OF MATERIALS
## 135
## HANDTOOLS (NONPOWERED)
## 39
## HOISTING
## 41
## IGNITION OR EXPLOSION OF GAS OR DUST
## 45
## IMPOUNDMENT
## 0
## INUNDATION
## 2
## MACHINERY
## 43
## NONPOWERED HAULAGE
## 2
## OCCUPATIONAL SKIN DISEASES
## 0
## OTHER
## 3
## POISONING (TOXIC MATERIALS)
## 0
## POWERED HAULAGE
## 21
## RESPIRATORY CONDITIONS (TOXIC AGENTS)
## 0
## SLIP OR FALL OF PERSON
## 71
## STEPPING OR KNEELING ON OBJECT
## 4
## STRIKING OR BUMPING
## 7
</code></pre>
<pre><code class="r">
ggplot(mine.day.stats) + geom_segment(data = mine.day.stats[mine.day.stats$bin.acc ==
1 & grepl("FIRE |IGNITION", mine.day.stats$CLASSIFICATION), ], aes(x = op.dt,
xend = op.dt, y = 150, yend = 0), color = "yellow") + geom_line(aes(x = op.dt,
y = trailing.violations)) + geom_line(aes(x = op.dt, y = trailing.accidents),
color = "red") + geom_line(aes(x = op.dt, y = trailing.inspections), color = "blue") +
facet_grid(CURRENT_MINE_NAME ~ .)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk two.mine.plot"/> </p>
<pre><code class="r">
ggplot(mine.day.stats) + geom_point(aes(x = trailing.accidents, y = trailing.violations)) +
stat_smooth(aes(x = trailing.accidents, y = trailing.violations))
</code></pre>
<pre><code>## geom_smooth: method="auto" and size of largest group is >=1000, so using
## gam with formula: y ~ s(x, bs = "cs"). Use 'method = x' to change the
## smoothing method.
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk two.mine.plot"/> </p>
<pre><code class="r">
ggplot(mine.day.stats[mine.day.stats$mine == 4601318, ]) + geom_line(aes(x = op.dt,
y = trailing.violations), color = "red")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk two.mine.plot"/> </p>
<pre><code class="r">logit.acc <- glm(bin.acc ~ trailing.accidents + trailing.violations + trailing.inspections,
data = mine.day.stats, family = "binomial")
summary(logit.acc)
</code></pre>
<pre><code>##
## Call:
## glm(formula = bin.acc ~ trailing.accidents + trailing.violations +
## trailing.inspections, family = "binomial", data = mine.day.stats)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.867 -0.458 -0.363 -0.254 2.738
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -3.72566 0.11650 -31.98 < 2e-16 ***
## trailing.accidents 0.09138 0.02083 4.39 1.2e-05 ***
## trailing.violations 0.00489 0.00220 2.22 0.026 *
## trailing.inspections 0.09713 0.01431 6.79 1.1e-11 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 3945.4 on 7198 degrees of freedom
## Residual deviance: 3734.9 on 7195 degrees of freedom
## AIC: 3743
##
## Number of Fisher Scoring iterations: 6
</code></pre>
<pre><code class="r">confint(logit.acc)
</code></pre>
<pre><code>## Waiting for profiling to be done...
</code></pre>
<pre><code>## 2.5 % 97.5 %
## (Intercept) -3.9587570 -3.50195
## trailing.accidents 0.0501173 0.13183
## trailing.violations 0.0005421 0.00916
## trailing.inspections 0.0690418 0.12514
</code></pre>
</body>
</html>