forked from iranroman/musicinformationretrieval.com
-
Notifications
You must be signed in to change notification settings - Fork 0
/
knn.html
1087 lines (983 loc) · 240 KB
/
knn.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
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>knn</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
<style type="text/css">
/*!
*
* Twitter Bootstrap
*
*//*! normalize.css v3.0.2 | MIT License | git.io/normalize */html{font-family:sans-serif;-ms-text-size-adjust:100%;-webkit-text-size-adjust:100%}body{margin:0}article,aside,details,figcaption,figure,footer,header,hgroup,main,menu,nav,section,summary{display:block}audio,canvas,progress,video{display:inline-block;vertical-align:baseline}audio:not([controls]){display:none;height:0}[hidden],template{display:none}a{background-color:transparent}a:active,a:hover{outline:0}abbr[title]{border-bottom:1px dotted}b,strong{font-weight:bold}dfn{font-style:italic}h1{font-size:2em;margin:.67em 0}mark{background:#ff0;color:#000}small{font-size:80%}sub,sup{font-size:75%;line-height:0;position:relative;vertical-align:baseline}sup{top:-0.5em}sub{bottom:-0.25em}img{border:0}svg:not(:root){overflow:hidden}figure{margin:1em 40px}hr{-moz-box-sizing:content-box;box-sizing:content-box;height:0}pre{overflow:auto}code,kbd,pre,samp{font-family:monospace,monospace;font-size:1em}button,input,optgroup,select,textarea{color:inherit;font:inherit;margin:0}button{overflow:visible}button,select{text-transform:none}button,html input[type="button"],input[type="reset"],input[type="submit"]{-webkit-appearance:button;cursor:pointer}button[disabled],html input[disabled]{cursor:default}button::-moz-focus-inner,input::-moz-focus-inner{border:0;padding:0}input{line-height:normal}input[type="checkbox"],input[type="radio"]{box-sizing:border-box;padding:0}input[type="number"]::-webkit-inner-spin-button,input[type="number"]::-webkit-outer-spin-button{height:auto}input[type="search"]{-webkit-appearance:textfield;-moz-box-sizing:content-box;-webkit-box-sizing:content-box;box-sizing:content-box}input[type="search"]::-webkit-search-cancel-button,input[type="search"]::-webkit-search-decoration{-webkit-appearance:none}fieldset{border:1px solid #c0c0c0;margin:0 2px;padding:.35em .625em .75em}legend{border:0;padding:0}textarea{overflow:auto}optgroup{font-weight:bold}table{border-collapse:collapse;border-spacing:0}td,th{padding:0}/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */@media print{*,*:before,*:after{background:transparent !important;color:#000 !important;box-shadow:none !important;text-shadow:none !important}a,a:visited{text-decoration:underline}a[href]:after{content:" (" attr(href) ")"}abbr[title]:after{content:" (" attr(title) ")"}a[href^="#"]:after,a[href^="javascript:"]:after{content:""}pre,blockquote{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}img{max-width:100% !important}p,h2,h3{orphans:3;widows:3}h2,h3{page-break-after:avoid}select{background:#fff !important}.navbar{display:none}.btn>.caret,.dropup>.btn>.caret{border-top-color:#000 !important}.label{border:1px solid #000}.table{border-collapse:collapse !important}.table td,.table th{background-color:#fff !important}.table-bordered th,.table-bordered td{border:1px solid #ddd !important}}@font-face{font-family:'Glyphicons Halflings';src:url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');src:url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'),url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'),url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'),url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg')}.glyphicon{position:relative;top:1px;display:inline-block;font-family:'Glyphicons Halflings';font-style:normal;font-weight:normal;line-height:1;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale}.glyphicon-asterisk:before{content:"\2a"}.glyphicon-plus:before{content:"\2b"}.glyphicon-euro:before,.glyphicon-eur:before{content:"\20ac"}.glyphicon-minus:before{content:"\2212"}.glyphicon-cloud:before{content:"\2601"}.glyphicon-envelope:before{content:"\2709"}.glyphicon-pencil:before{content:"\270f"}.glyphicon-glass:before{content:"\e001"}.glyphicon-music:before{content:"\e002"}.glyphicon-search:before{content:"\e003"}.glyphicon-heart:before{content:"\e005"}.glyphicon-star:before{content:"\e006"}.glyphicon-star-empty:before{content:"\e007"}.glyphicon-user:before{content:"\e008"}.glyphicon-film:before{content:"\e009"}.glyphicon-th-large:before{content:"\e010"}.glyphicon-th:before{content:"\e011"}.glyphicon-th-list:before{content:"\e012"}.glyphicon-ok:before{content:"\e013"}.glyphicon-remove:before{content:"\e014"}.glyphicon-zoom-in:before{content:"\e015"}.glyphicon-zoom-out:before{content:"\e016"}.glyphicon-off:before{content:"\e017"}.glyphicon-signal:before{content:"\e018"}.glyphicon-cog:before{content:"\e019"}.glyphicon-trash:before{content:"\e020"}.glyphicon-home:before{content:"\e021"}.glyphicon-file:before{content:"\e022"}.glyphicon-time:before{content:"\e023"}.glyphicon-road:before{content:"\e024"}.glyphicon-download-alt:before{content:"\e025"}.glyphicon-download:before{content:"\e026"}.glyphicon-upload:before{content:"\e027"}.glyphicon-inbox:before{content:"\e028"}.glyphicon-play-circle:before{content:"\e029"}.glyphicon-repeat:before{content:"\e030"}.glyphicon-refresh:before{content:"\e031"}.glyphicon-list-alt:before{content:"\e032"}.glyphicon-lock:before{content:"\e033"}.glyphicon-flag:before{content:"\e034"}.glyphicon-headphones:before{content:"\e035"}.glyphicon-volume-off:before{content:"\e036"}.glyphicon-volume-down:before{content:"\e037"}.glyphicon-volume-up:before{content:"\e038"}.glyphicon-qrcode:before{content:"\e039"}.glyphicon-barcode:before{content:"\e040"}.glyphicon-tag:before{content:"\e041"}.glyphicon-tags:before{content:"\e042"}.glyphicon-book:before{content:"\e043"}.glyphicon-bookmark:before{content:"\e044"}.glyphicon-print:before{content:"\e045"}.glyphicon-camera:before{content:"\e046"}.glyphicon-font:before{content:"\e047"}.glyphicon-bold:before{content:"\e048"}.glyphicon-italic:before{content:"\e049"}.glyphicon-text-height:before{content:"\e050"}.glyphicon-text-width:before{content:"\e051"}.glyphicon-align-left:before{content:"\e052"}.glyphicon-align-center:before{content:"\e053"}.glyphicon-align-right:before{content:"\e054"}.glyphicon-align-justify:before{content:"\e055"}.glyphicon-list:before{content:"\e056"}.glyphicon-indent-left:before{content:"\e057"}.glyphicon-indent-right:before{content:"\e058"}.glyphicon-facetime-video:before{content:"\e059"}.glyphicon-picture:before{content:"\e060"}.glyphicon-map-marker:before{content:"\e062"}.glyphicon-adjust:before{content:"\e063"}.glyphicon-tint:before{content:"\e064"}.glyphicon-edit:before{content:"\e065"}.glyphicon-share:before{content:"\e066"}.glyphicon-check:before{content:"\e067"}.glyphicon-move:before{content:"\e068"}.glyphicon-step-backward:before{content:"\e069"}.glyphicon-fast-backward:before{content:"\e070"}.glyphicon-backward:before{content:"\e071"}.glyphicon-play:before{content:"\e072"}.glyphicon-pause:before{content:"\e073"}.glyphicon-stop:before{content:"\e074"}.glyphicon-forward:before{content:"\e075"}.glyphicon-fast-forward:before{content:"\e076"}.glyphicon-step-forward:before{content:"\e077"}.glyphicon-eject:before{content:"\e078"}.glyphicon-chevron-left:before{content:"\e079"}.glyphicon-chevron-right:before{content:"\e080"}.glyphicon-plus-sign:before{content:"\e081"}.glyphicon-minus-sign:before{content:"\e082"}.glyphicon-remove-sign:before{content:"\e083"}.glyphicon-ok-sign:before{content:"\e084"}.glyphicon-question-sign:before{content:"\e085"}.glyphicon-info-sign:before{content:"\e086"}.glyphicon-screenshot:before{content:"\e087"}.glyphicon-remove-circle:before{content:"\e088"}.glyphicon-ok-circle:before{content:"\e089"}.glyphicon-ban-circle:before{content:"\e090"}.glyphicon-arrow-left:before{content:"\e091"}.glyphicon-arrow-right:before{content:"\e092"}.glyphicon-arrow-up:before{content:"\e093"}.glyphicon-arrow-down:before{content:"\e094"}.glyphicon-share-alt:before{content:"\e095"}.glyphicon-resize-full:before{content:"\e096"}.glyphicon-resize-small:before{content:"\e097"}.glyphicon-exclamation-sign:before{content:"\e101"}.glyphicon-gift:before{content:"\e102"}.glyphicon-leaf:before{content:"\e103"}.glyphicon-fire:before{content:"\e104"}.glyphicon-eye-open:before{content:"\e105"}.glyphicon-eye-close:before{content:"\e106"}.glyphicon-warning-sign:before{content:"\e107"}.glyphicon-plane:before{content:"\e108"}.glyphicon-calendar:before{content:"\e109"}.glyphicon-random:before{content:"\e110"}.glyphicon-comment:before{content:"\e111"}.glyphicon-magnet:before{content:"\e112"}.glyphicon-chevron-up:before{content:"\e113"}.glyphicon-chevron-down:before{content:"\e114"}.glyphicon-retweet:before{content:"\e115"}.glyphicon-shopping-cart:before{content:"\e116"}.glyphicon-folder-close:before{content:"\e117"}.glyphicon-folder-open:before{content:"\e118"}.glyphicon-resize-vertical:before{content:"\e119"}.glyphicon-resize-horizontal:before{content:"\e120"}.glyphicon-hdd:before{content:"\e121"}.glyphicon-bullhorn:before{content:"\e122"}.glyphicon-bell:before{content:"\e123"}.glyphicon-certificate:before{content:"\e124"}.glyphicon-thumbs-up:before{content:"\e125"}.glyphicon-thumbs-down:before{content:"\e126"}.glyphicon-hand-right:before{content:"\e127"}.glyphicon-hand-left:before{content:"\e128"}.glyphicon-hand-up:before{content:"\e129"}.glyphicon-hand-down:before{content:"\e130"}.glyphicon-circle-arrow-right:before{content:"\e131"}.glyphicon-circle-arrow-left:before{content:"\e132"}.glyphicon-circle-arrow-up:before{content:"\e133"}.glyphicon-circle-arrow-down:before{content:"\e134"}.glyphicon-globe:before{content:"\e135"}.glyphicon-wrench:before{content:"\e136"}.glyphicon-tasks:before{content:"\e137"}.glyphicon-filter:before{content:"\e138"}.glyphicon-briefcase:before{content:"\e139"}.glyphicon-fullscreen:before{content:"\e140"}.glyphicon-dashboard:before{content:"\e141"}.glyphicon-paperclip:before{content:"\e142"}.glyphicon-heart-empty:before{content:"\e143"}.glyphicon-link:before{content:"\e144"}.glyphicon-phone:before{content:"\e145"}.glyphicon-pushpin:before{content:"\e146"}.glyphicon-usd:before{content:"\e148"}.glyphicon-gbp:before{content:"\e149"}.glyphicon-sort:before{content:"\e150"}.glyphicon-sort-by-alphabet:before{content:"\e151"}.glyphicon-sort-by-alphabet-alt:before{content:"\e152"}.glyphicon-sort-by-order:before{content:"\e153"}.glyphicon-sort-by-order-alt:before{content:"\e154"}.glyphicon-sort-by-attributes:before{content:"\e155"}.glyphicon-sort-by-attributes-alt:before{content:"\e156"}.glyphicon-unchecked:before{content:"\e157"}.glyphicon-expand:before{content:"\e158"}.glyphicon-collapse-down:before{content:"\e159"}.glyphicon-collapse-up:before{content:"\e160"}.glyphicon-log-in:before{content:"\e161"}.glyphicon-flash:before{content:"\e162"}.glyphicon-log-out:before{content:"\e163"}.glyphicon-new-window:before{content:"\e164"}.glyphicon-record:before{content:"\e165"}.glyphicon-save:before{content:"\e166"}.glyphicon-open:before{content:"\e167"}.glyphicon-saved:before{content:"\e168"}.glyphicon-import:before{content:"\e169"}.glyphicon-export:before{content:"\e170"}.glyphicon-send:before{content:"\e171"}.glyphicon-floppy-disk:before{content:"\e172"}.glyphicon-floppy-saved:before{content:"\e173"}.glyphicon-floppy-remove:before{content:"\e174"}.glyphicon-floppy-save:before{content:"\e175"}.glyphicon-floppy-open:before{content:"\e176"}.glyphicon-credit-card:before{content:"\e177"}.glyphicon-transfer:before{content:"\e178"}.glyphicon-cutlery:before{content:"\e179"}.glyphicon-header:before{content:"\e180"}.glyphicon-compressed:before{content:"\e181"}.glyphicon-earphone:before{content:"\e182"}.glyphicon-phone-alt:before{content:"\e183"}.glyphicon-tower:before{content:"\e184"}.glyphicon-stats:before{content:"\e185"}.glyphicon-sd-video:before{content:"\e186"}.glyphicon-hd-video:before{content:"\e187"}.glyphicon-subtitles:before{content:"\e188"}.glyphicon-sound-stereo:before{content:"\e189"}.glyphicon-sound-dolby:before{content:"\e190"}.glyphicon-sound-5-1:before{content:"\e191"}.glyphicon-sound-6-1:before{content:"\e192"}.glyphicon-sound-7-1:before{content:"\e193"}.glyphicon-copyright-mark:before{content:"\e194"}.glyphicon-registration-mark:before{content:"\e195"}.glyphicon-cloud-download:before{content:"\e197"}.glyphicon-cloud-upload:before{content:"\e198"}.glyphicon-tree-conifer:before{content:"\e199"}.glyphicon-tree-deciduous:before{content:"\e200"}*{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}*:before,*:after{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}html{font-size:10px;-webkit-tap-highlight-color:rgba(0,0,0,0)}body{font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:13px;line-height:1.42857143;color:#000;background-color:#fff}input,button,select,textarea{font-family:inherit;font-size:inherit;line-height:inherit}a{color:#337ab7;text-decoration:none}a:hover,a:focus{color:#23527c;text-decoration:underline}a:focus{outline:thin dotted;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}figure{margin:0}img{vertical-align:middle}.img-responsive,.thumbnail>img,.thumbnail a>img,.carousel-inner>.item>img,.carousel-inner>.item>a>img{display:block;max-width:100%;height:auto}.img-rounded{border-radius:3px}.img-thumbnail{padding:4px;line-height:1.42857143;background-color:#fff;border:1px solid #ddd;border-radius:2px;-webkit-transition:all .2s ease-in-out;-o-transition:all .2s ease-in-out;transition:all .2s ease-in-out;display:inline-block;max-width:100%;height:auto}.img-circle{border-radius:50%}hr{margin-top:18px;margin-bottom:18px;border:0;border-top:1px solid #eee}.sr-only{position:absolute;width:1px;height:1px;margin:-1px;padding:0;overflow:hidden;clip:rect(0, 0, 0, 0);border:0}.sr-only-focusable:active,.sr-only-focusable:focus{position:static;width:auto;height:auto;margin:0;overflow:visible;clip:auto}h1,h2,h3,h4,h5,h6,.h1,.h2,.h3,.h4,.h5,.h6{font-family:inherit;font-weight:500;line-height:1.1;color:inherit}h1 small,h2 small,h3 small,h4 small,h5 small,h6 small,.h1 small,.h2 small,.h3 small,.h4 small,.h5 small,.h6 small,h1 .small,h2 .small,h3 .small,h4 .small,h5 .small,h6 .small,.h1 .small,.h2 .small,.h3 .small,.h4 .small,.h5 .small,.h6 .small{font-weight:normal;line-height:1;color:#777}h1,.h1,h2,.h2,h3,.h3{margin-top:18px;margin-bottom:9px}h1 small,.h1 small,h2 small,.h2 small,h3 small,.h3 small,h1 .small,.h1 .small,h2 .small,.h2 .small,h3 .small,.h3 .small{font-size:65%}h4,.h4,h5,.h5,h6,.h6{margin-top:9px;margin-bottom:9px}h4 small,.h4 small,h5 small,.h5 small,h6 small,.h6 small,h4 .small,.h4 .small,h5 .small,.h5 .small,h6 .small,.h6 .small{font-size:75%}h1,.h1{font-size:33px}h2,.h2{font-size:27px}h3,.h3{font-size:23px}h4,.h4{font-size:17px}h5,.h5{font-size:13px}h6,.h6{font-size:12px}p{margin:0 0 9px}.lead{margin-bottom:18px;font-size:14px;font-weight:300;line-height:1.4}@media (min-width:768px){.lead{font-size:19.5px}}small,.small{font-size:92%}mark,.mark{background-color:#fcf8e3;padding:.2em}.text-left{text-align:left}.text-right{text-align:right}.text-center{text-align:center}.text-justify{text-align:justify}.text-nowrap{white-space:nowrap}.text-lowercase{text-transform:lowercase}.text-uppercase{text-transform:uppercase}.text-capitalize{text-transform:capitalize}.text-muted{color:#777}.text-primary{color:#337ab7}a.text-primary:hover{color:#286090}.text-success{color:#3c763d}a.text-success:hover{color:#2b542c}.text-info{color:#31708f}a.text-info:hover{color:#245269}.text-warning{color:#8a6d3b}a.text-warning:hover{color:#66512c}.text-danger{color:#a94442}a.text-danger:hover{color:#843534}.bg-primary{color:#fff;background-color:#337ab7}a.bg-primary:hover{background-color:#286090}.bg-success{background-color:#dff0d8}a.bg-success:hover{background-color:#c1e2b3}.bg-info{background-color:#d9edf7}a.bg-info:hover{background-color:#afd9ee}.bg-warning{background-color:#fcf8e3}a.bg-warning:hover{background-color:#f7ecb5}.bg-danger{background-color:#f2dede}a.bg-danger:hover{background-color:#e4b9b9}.page-header{padding-bottom:8px;margin:36px 0 18px;border-bottom:1px solid #eee}ul,ol{margin-top:0;margin-bottom:9px}ul ul,ol ul,ul ol,ol ol{margin-bottom:0}.list-unstyled{padding-left:0;list-style:none}.list-inline{padding-left:0;list-style:none;margin-left:-5px}.list-inline>li{display:inline-block;padding-left:5px;padding-right:5px}dl{margin-top:0;margin-bottom:18px}dt,dd{line-height:1.42857143}dt{font-weight:bold}dd{margin-left:0}@media (min-width:541px){.dl-horizontal dt{float:left;width:160px;clear:left;text-align:right;overflow:hidden;text-overflow:ellipsis;white-space:nowrap}.dl-horizontal dd{margin-left:180px}}abbr[title],abbr[data-original-title]{cursor:help;border-bottom:1px dotted #777}.initialism{font-size:90%;text-transform:uppercase}blockquote{padding:9px 18px;margin:0 0 18px;font-size:inherit;border-left:5px solid #eee}blockquote p:last-child,blockquote ul:last-child,blockquote ol:last-child{margin-bottom:0}blockquote footer,blockquote small,blockquote .small{display:block;font-size:80%;line-height:1.42857143;color:#777}blockquote footer:before,blockquote small:before,blockquote .small:before{content:'\2014 \00A0'}.blockquote-reverse,blockquote.pull-right{padding-right:15px;padding-left:0;border-right:5px solid #eee;border-left:0;text-align:right}.blockquote-reverse footer:before,blockquote.pull-right footer:before,.blockquote-reverse small:before,blockquote.pull-right small:before,.blockquote-reverse .small:before,blockquote.pull-right .small:before{content:''}.blockquote-reverse footer:after,blockquote.pull-right footer:after,.blockquote-reverse small:after,blockquote.pull-right small:after,.blockquote-reverse .small:after,blockquote.pull-right .small:after{content:'\00A0 \2014'}address{margin-bottom:18px;font-style:normal;line-height:1.42857143}code,kbd,pre,samp{font-family:monospace}code{padding:2px 4px;font-size:90%;color:#c7254e;background-color:#f9f2f4;border-radius:2px}kbd{padding:2px 4px;font-size:90%;color:#fff;background-color:#333;border-radius:1px;box-shadow:inset 0 -1px 0 rgba(0,0,0,0.25)}kbd kbd{padding:0;font-size:100%;font-weight:bold;box-shadow:none}pre{display:block;padding:8.5px;margin:0 0 9px;font-size:12px;line-height:1.42857143;word-break:break-all;word-wrap:break-word;color:#333;background-color:#f5f5f5;border:1px solid #ccc;border-radius:2px}pre code{padding:0;font-size:inherit;color:inherit;white-space:pre-wrap;background-color:transparent;border-radius:0}.pre-scrollable{max-height:340px;overflow-y:scroll}.container{margin-right:auto;margin-left:auto;padding-left:0;padding-right:0}@media (min-width:768px){.container{width:768px}}@media (min-width:992px){.container{width:940px}}@media (min-width:1200px){.container{width:1140px}}.container-fluid{margin-right:auto;margin-left:auto;padding-left:0;padding-right:0}.row{margin-left:0;margin-right:0}.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12{position:relative;min-height:1px;padding-left:0;padding-right:0}.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12{float:left}.col-xs-12{width:100%}.col-xs-11{width:91.66666667%}.col-xs-10{width:83.33333333%}.col-xs-9{width:75%}.col-xs-8{width:66.66666667%}.col-xs-7{width:58.33333333%}.col-xs-6{width:50%}.col-xs-5{width:41.66666667%}.col-xs-4{width:33.33333333%}.col-xs-3{width:25%}.col-xs-2{width:16.66666667%}.col-xs-1{width:8.33333333%}.col-xs-pull-12{right:100%}.col-xs-pull-11{right:91.66666667%}.col-xs-pull-10{right:83.33333333%}.col-xs-pull-9{right:75%}.col-xs-pull-8{right:66.66666667%}.col-xs-pull-7{right:58.33333333%}.col-xs-pull-6{right:50%}.col-xs-pull-5{right:41.66666667%}.col-xs-pull-4{right:33.33333333%}.col-xs-pull-3{right:25%}.col-xs-pull-2{right:16.66666667%}.col-xs-pull-1{right:8.33333333%}.col-xs-pull-0{right:auto}.col-xs-push-12{left:100%}.col-xs-push-11{left:91.66666667%}.col-xs-push-10{left:83.33333333%}.col-xs-push-9{left:75%}.col-xs-push-8{left:66.66666667%}.col-xs-push-7{left:58.33333333%}.col-xs-push-6{left:50%}.col-xs-push-5{left:41.66666667%}.col-xs-push-4{left:33.33333333%}.col-xs-push-3{left:25%}.col-xs-push-2{left:16.66666667%}.col-xs-push-1{left:8.33333333%}.col-xs-push-0{left:auto}.col-xs-offset-12{margin-left:100%}.col-xs-offset-11{margin-left:91.66666667%}.col-xs-offset-10{margin-left:83.33333333%}.col-xs-offset-9{margin-left:75%}.col-xs-offset-8{margin-left:66.66666667%}.col-xs-offset-7{margin-left:58.33333333%}.col-xs-offset-6{margin-left:50%}.col-xs-offset-5{margin-left:41.66666667%}.col-xs-offset-4{margin-left:33.33333333%}.col-xs-offset-3{margin-left:25%}.col-xs-offset-2{margin-left:16.66666667%}.col-xs-offset-1{margin-left:8.33333333%}.col-xs-offset-0{margin-left:0}@media (min-width:768px){.col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12{float:left}.col-sm-12{width:100%}.col-sm-11{width:91.66666667%}.col-sm-10{width:83.33333333%}.col-sm-9{width:75%}.col-sm-8{width:66.66666667%}.col-sm-7{width:58.33333333%}.col-sm-6{width:50%}.col-sm-5{width:41.66666667%}.col-sm-4{width:33.33333333%}.col-sm-3{width:25%}.col-sm-2{width:16.66666667%}.col-sm-1{width:8.33333333%}.col-sm-pull-12{right:100%}.col-sm-pull-11{right:91.66666667%}.col-sm-pull-10{right:83.33333333%}.col-sm-pull-9{right:75%}.col-sm-pull-8{right:66.66666667%}.col-sm-pull-7{right:58.33333333%}.col-sm-pull-6{right:50%}.col-sm-pull-5{right:41.66666667%}.col-sm-pull-4{right:33.33333333%}.col-sm-pull-3{right:25%}.col-sm-pull-2{right:16.66666667%}.col-sm-pull-1{right:8.33333333%}.col-sm-pull-0{right:auto}.col-sm-push-12{left:100%}.col-sm-push-11{left:91.66666667%}.col-sm-push-10{left:83.33333333%}.col-sm-push-9{left:75%}.col-sm-push-8{left:66.66666667%}.col-sm-push-7{left:58.33333333%}.col-sm-push-6{left:50%}.col-sm-push-5{left:41.66666667%}.col-sm-push-4{left:33.33333333%}.col-sm-push-3{left:25%}.col-sm-push-2{left:16.66666667%}.col-sm-push-1{left:8.33333333%}.col-sm-push-0{left:auto}.col-sm-offset-12{margin-left:100%}.col-sm-offset-11{margin-left:91.66666667%}.col-sm-offset-10{margin-left:83.33333333%}.col-sm-offset-9{margin-left:75%}.col-sm-offset-8{margin-left:66.66666667%}.col-sm-offset-7{margin-left:58.33333333%}.col-sm-offset-6{margin-left:50%}.col-sm-offset-5{margin-left:41.66666667%}.col-sm-offset-4{margin-left:33.33333333%}.col-sm-offset-3{margin-left:25%}.col-sm-offset-2{margin-left:16.66666667%}.col-sm-offset-1{margin-left:8.33333333%}.col-sm-offset-0{margin-left:0}}@media (min-width:992px){.col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12{float:left}.col-md-12{width:100%}.col-md-11{width:91.66666667%}.col-md-10{width:83.33333333%}.col-md-9{width:75%}.col-md-8{width:66.66666667%}.col-md-7{width:58.33333333%}.col-md-6{width:50%}.col-md-5{width:41.66666667%}.col-md-4{width:33.33333333%}.col-md-3{width:25%}.col-md-2{width:16.66666667%}.col-md-1{width:8.33333333%}.col-md-pull-12{right:100%}.col-md-pull-11{right:91.66666667%}.col-md-pull-10{right:83.33333333%}.col-md-pull-9{right:75%}.col-md-pull-8{right:66.66666667%}.col-md-pull-7{right:58.33333333%}.col-md-pull-6{right:50%}.col-md-pull-5{right:41.66666667%}.col-md-pull-4{right:33.33333333%}.col-md-pull-3{right:25%}.col-md-pull-2{right:16.66666667%}.col-md-pull-1{right:8.33333333%}.col-md-pull-0{right:auto}.col-md-push-12{left:100%}.col-md-push-11{left:91.66666667%}.col-md-push-10{left:83.33333333%}.col-md-push-9{left:75%}.col-md-push-8{left:66.66666667%}.col-md-push-7{left:58.33333333%}.col-md-push-6{left:50%}.col-md-push-5{left:41.66666667%}.col-md-push-4{left:33.33333333%}.col-md-push-3{left:25%}.col-md-push-2{left:16.66666667%}.col-md-push-1{left:8.33333333%}.col-md-push-0{left:auto}.col-md-offset-12{margin-left:100%}.col-md-offset-11{margin-left:91.66666667%}.col-md-offset-10{margin-left:83.33333333%}.col-md-offset-9{margin-left:75%}.col-md-offset-8{margin-left:66.66666667%}.col-md-offset-7{margin-left:58.33333333%}.col-md-offset-6{margin-left:50%}.col-md-offset-5{margin-left:41.66666667%}.col-md-offset-4{margin-left:33.33333333%}.col-md-offset-3{margin-left:25%}.col-md-offset-2{margin-left:16.66666667%}.col-md-offset-1{margin-left:8.33333333%}.col-md-offset-0{margin-left:0}}@media (min-width:1200px){.col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12{float:left}.col-lg-12{width:100%}.col-lg-11{width:91.66666667%}.col-lg-10{width:83.33333333%}.col-lg-9{width:75%}.col-lg-8{width:66.66666667%}.col-lg-7{width:58.33333333%}.col-lg-6{width:50%}.col-lg-5{width:41.66666667%}.col-lg-4{width:33.33333333%}.col-lg-3{width:25%}.col-lg-2{width:16.66666667%}.col-lg-1{width:8.33333333%}.col-lg-pull-12{right:100%}.col-lg-pull-11{right:91.66666667%}.col-lg-pull-10{right:83.33333333%}.col-lg-pull-9{right:75%}.col-lg-pull-8{right:66.66666667%}.col-lg-pull-7{right:58.33333333%}.col-lg-pull-6{right:50%}.col-lg-pull-5{right:41.66666667%}.col-lg-pull-4{right:33.33333333%}.col-lg-pull-3{right:25%}.col-lg-pull-2{right:16.66666667%}.col-lg-pull-1{right:8.33333333%}.col-lg-pull-0{right:auto}.col-lg-push-12{left:100%}.col-lg-push-11{left:91.66666667%}.col-lg-push-10{left:83.33333333%}.col-lg-push-9{left:75%}.col-lg-push-8{left:66.66666667%}.col-lg-push-7{left:58.33333333%}.col-lg-push-6{left:50%}.col-lg-push-5{left:41.66666667%}.col-lg-push-4{left:33.33333333%}.col-lg-push-3{left:25%}.col-lg-push-2{left:16.66666667%}.col-lg-push-1{left:8.33333333%}.col-lg-push-0{left:auto}.col-lg-offset-12{margin-left:100%}.col-lg-offset-11{margin-left:91.66666667%}.col-lg-offset-10{margin-left:83.33333333%}.col-lg-offset-9{margin-left:75%}.col-lg-offset-8{margin-left:66.66666667%}.col-lg-offset-7{margin-left:58.33333333%}.col-lg-offset-6{margin-left:50%}.col-lg-offset-5{margin-left:41.66666667%}.col-lg-offset-4{margin-left:33.33333333%}.col-lg-offset-3{margin-left:25%}.col-lg-offset-2{margin-left:16.66666667%}.col-lg-offset-1{margin-left:8.33333333%}.col-lg-offset-0{margin-left:0}}table{background-color:transparent}caption{padding-top:8px;padding-bottom:8px;color:#777;text-align:left}th{text-align:left}.table{width:100%;max-width:100%;margin-bottom:18px}.table>thead>tr>th,.table>tbody>tr>th,.table>tfoot>tr>th,.table>thead>tr>td,.table>tbody>tr>td,.table>tfoot>tr>td{padding:8px;line-height:1.42857143;vertical-align:top;border-top:1px solid #ddd}.table>thead>tr>th{vertical-align:bottom;border-bottom:2px solid #ddd}.table>caption+thead>tr:first-child>th,.table>colgroup+thead>tr:first-child>th,.table>thead:first-child>tr:first-child>th,.table>caption+thead>tr:first-child>td,.table>colgroup+thead>tr:first-child>td,.table>thead:first-child>tr:first-child>td{border-top:0}.table>tbody+tbody{border-top:2px solid #ddd}.table .table{background-color:#fff}.table-condensed>thead>tr>th,.table-condensed>tbody>tr>th,.table-condensed>tfoot>tr>th,.table-condensed>thead>tr>td,.table-condensed>tbody>tr>td,.table-condensed>tfoot>tr>td{padding:5px}.table-bordered{border:1px solid #ddd}.table-bordered>thead>tr>th,.table-bordered>tbody>tr>th,.table-bordered>tfoot>tr>th,.table-bordered>thead>tr>td,.table-bordered>tbody>tr>td,.table-bordered>tfoot>tr>td{border:1px solid #ddd}.table-bordered>thead>tr>th,.table-bordered>thead>tr>td{border-bottom-width:2px}.table-striped>tbody>tr:nth-child(odd){background-color:#f9f9f9}.table-hover>tbody>tr:hover{background-color:#f5f5f5}table col[class*="col-"]{position:static;float:none;display:table-column}table td[class*="col-"],table th[class*="col-"]{position:static;float:none;display:table-cell}.table>thead>tr>td.active,.table>tbody>tr>td.active,.table>tfoot>tr>td.active,.table>thead>tr>th.active,.table>tbody>tr>th.active,.table>tfoot>tr>th.active,.table>thead>tr.active>td,.table>tbody>tr.active>td,.table>tfoot>tr.active>td,.table>thead>tr.active>th,.table>tbody>tr.active>th,.table>tfoot>tr.active>th{background-color:#f5f5f5}.table-hover>tbody>tr>td.active:hover,.table-hover>tbody>tr>th.active:hover,.table-hover>tbody>tr.active:hover>td,.table-hover>tbody>tr:hover>.active,.table-hover>tbody>tr.active:hover>th{background-color:#e8e8e8}.table>thead>tr>td.success,.table>tbody>tr>td.success,.table>tfoot>tr>td.success,.table>thead>tr>th.success,.table>tbody>tr>th.success,.table>tfoot>tr>th.success,.table>thead>tr.success>td,.table>tbody>tr.success>td,.table>tfoot>tr.success>td,.table>thead>tr.success>th,.table>tbody>tr.success>th,.table>tfoot>tr.success>th{background-color:#dff0d8}.table-hover>tbody>tr>td.success:hover,.table-hover>tbody>tr>th.success:hover,.table-hover>tbody>tr.success:hover>td,.table-hover>tbody>tr:hover>.success,.table-hover>tbody>tr.success:hover>th{background-color:#d0e9c6}.table>thead>tr>td.info,.table>tbody>tr>td.info,.table>tfoot>tr>td.info,.table>thead>tr>th.info,.table>tbody>tr>th.info,.table>tfoot>tr>th.info,.table>thead>tr.info>td,.table>tbody>tr.info>td,.table>tfoot>tr.info>td,.table>thead>tr.info>th,.table>tbody>tr.info>th,.table>tfoot>tr.info>th{background-color:#d9edf7}.table-hover>tbody>tr>td.info:hover,.table-hover>tbody>tr>th.info:hover,.table-hover>tbody>tr.info:hover>td,.table-hover>tbody>tr:hover>.info,.table-hover>tbody>tr.info:hover>th{background-color:#c4e3f3}.table>thead>tr>td.warning,.table>tbody>tr>td.warning,.table>tfoot>tr>td.warning,.table>thead>tr>th.warning,.table>tbody>tr>th.warning,.table>tfoot>tr>th.warning,.table>thead>tr.warning>td,.table>tbody>tr.warning>td,.table>tfoot>tr.warning>td,.table>thead>tr.warning>th,.table>tbody>tr.warning>th,.table>tfoot>tr.warning>th{background-color:#fcf8e3}.table-hover>tbody>tr>td.warning:hover,.table-hover>tbody>tr>th.warning:hover,.table-hover>tbody>tr.warning:hover>td,.table-hover>tbody>tr:hover>.warning,.table-hover>tbody>tr.warning:hover>th{background-color:#faf2cc}.table>thead>tr>td.danger,.table>tbody>tr>td.danger,.table>tfoot>tr>td.danger,.table>thead>tr>th.danger,.table>tbody>tr>th.danger,.table>tfoot>tr>th.danger,.table>thead>tr.danger>td,.table>tbody>tr.danger>td,.table>tfoot>tr.danger>td,.table>thead>tr.danger>th,.table>tbody>tr.danger>th,.table>tfoot>tr.danger>th{background-color:#f2dede}.table-hover>tbody>tr>td.danger:hover,.table-hover>tbody>tr>th.danger:hover,.table-hover>tbody>tr.danger:hover>td,.table-hover>tbody>tr:hover>.danger,.table-hover>tbody>tr.danger:hover>th{background-color:#ebcccc}.table-responsive{overflow-x:auto;min-height:.01%}@media screen and (max-width:767px){.table-responsive{width:100%;margin-bottom:13.5px;overflow-y:hidden;-ms-overflow-style:-ms-autohiding-scrollbar;border:1px solid #ddd}.table-responsive>.table{margin-bottom:0}.table-responsive>.table>thead>tr>th,.table-responsive>.table>tbody>tr>th,.table-responsive>.table>tfoot>tr>th,.table-responsive>.table>thead>tr>td,.table-responsive>.table>tbody>tr>td,.table-responsive>.table>tfoot>tr>td{white-space:nowrap}.table-responsive>.table-bordered{border:0}.table-responsive>.table-bordered>thead>tr>th:first-child,.table-responsive>.table-bordered>tbody>tr>th:first-child,.table-responsive>.table-bordered>tfoot>tr>th:first-child,.table-responsive>.table-bordered>thead>tr>td:first-child,.table-responsive>.table-bordered>tbody>tr>td:first-child,.table-responsive>.table-bordered>tfoot>tr>td:first-child{border-left:0}.table-responsive>.table-bordered>thead>tr>th:last-child,.table-responsive>.table-bordered>tbody>tr>th:last-child,.table-responsive>.table-bordered>tfoot>tr>th:last-child,.table-responsive>.table-bordered>thead>tr>td:last-child,.table-responsive>.table-bordered>tbody>tr>td:last-child,.table-responsive>.table-bordered>tfoot>tr>td:last-child{border-right:0}.table-responsive>.table-bordered>tbody>tr:last-child>th,.table-responsive>.table-bordered>tfoot>tr:last-child>th,.table-responsive>.table-bordered>tbody>tr:last-child>td,.table-responsive>.table-bordered>tfoot>tr:last-child>td{border-bottom:0}}fieldset{padding:0;margin:0;border:0;min-width:0}legend{display:block;width:100%;padding:0;margin-bottom:18px;font-size:19.5px;line-height:inherit;color:#333;border:0;border-bottom:1px solid #e5e5e5}label{display:inline-block;max-width:100%;margin-bottom:5px;font-weight:bold}input[type="search"]{-webkit-box-sizing:border-box;-moz-box-sizing:border-box;box-sizing:border-box}input[type="radio"],input[type="checkbox"]{margin:4px 0 0;margin-top:1px \9;line-height:normal}input[type="file"]{display:block}input[type="range"]{display:block;width:100%}select[multiple],select[size]{height:auto}input[type="file"]:focus,input[type="radio"]:focus,input[type="checkbox"]:focus{outline:thin dotted;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}output{display:block;padding-top:7px;font-size:13px;line-height:1.42857143;color:#555}.form-control{display:block;width:100%;height:32px;padding:6px 12px;font-size:13px;line-height:1.42857143;color:#555;background-color:#fff;background-image:none;border:1px solid #ccc;border-radius:2px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-webkit-transition:border-color ease-in-out .15s, box-shadow ease-in-out .15s;-o-transition:border-color ease-in-out .15s, box-shadow ease-in-out .15s;transition:border-color ease-in-out .15s, box-shadow ease-in-out .15s}.form-control:focus{border-color:#66afe9;outline:0;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6)}.form-control::-moz-placeholder{color:#999;opacity:1}.form-control:-ms-input-placeholder{color:#999}.form-control::-webkit-input-placeholder{color:#999}.form-control[disabled],.form-control[readonly],fieldset[disabled] .form-control{cursor:not-allowed;background-color:#eee;opacity:1}textarea.form-control{height:auto}input[type="search"]{-webkit-appearance:none}@media screen and (-webkit-min-device-pixel-ratio:0){input[type="date"],input[type="time"],input[type="datetime-local"],input[type="month"]{line-height:32px}input[type="date"].input-sm,input[type="time"].input-sm,input[type="datetime-local"].input-sm,input[type="month"].input-sm{line-height:30px}input[type="date"].input-lg,input[type="time"].input-lg,input[type="datetime-local"].input-lg,input[type="month"].input-lg{line-height:45px}}.form-group{margin-bottom:15px}.radio,.checkbox{position:relative;display:block;margin-top:10px;margin-bottom:10px}.radio label,.checkbox label{min-height:18px;padding-left:20px;margin-bottom:0;font-weight:normal;cursor:pointer}.radio input[type="radio"],.radio-inline input[type="radio"],.checkbox input[type="checkbox"],.checkbox-inline input[type="checkbox"]{position:absolute;margin-left:-20px;margin-top:4px \9}.radio+.radio,.checkbox+.checkbox{margin-top:-5px}.radio-inline,.checkbox-inline{display:inline-block;padding-left:20px;margin-bottom:0;vertical-align:middle;font-weight:normal;cursor:pointer}.radio-inline+.radio-inline,.checkbox-inline+.checkbox-inline{margin-top:0;margin-left:10px}input[type="radio"][disabled],input[type="checkbox"][disabled],input[type="radio"].disabled,input[type="checkbox"].disabled,fieldset[disabled] input[type="radio"],fieldset[disabled] input[type="checkbox"]{cursor:not-allowed}.radio-inline.disabled,.checkbox-inline.disabled,fieldset[disabled] .radio-inline,fieldset[disabled] .checkbox-inline{cursor:not-allowed}.radio.disabled label,.checkbox.disabled label,fieldset[disabled] .radio label,fieldset[disabled] .checkbox label{cursor:not-allowed}.form-control-static{padding-top:7px;padding-bottom:7px;margin-bottom:0}.form-control-static.input-lg,.form-control-static.input-sm{padding-left:0;padding-right:0}.input-sm,.form-group-sm .form-control{height:30px;padding:5px 10px;font-size:12px;line-height:1.5;border-radius:1px}select.input-sm,select.form-group-sm .form-control{height:30px;line-height:30px}textarea.input-sm,textarea.form-group-sm .form-control,select[multiple].input-sm,select[multiple].form-group-sm .form-control{height:auto}.input-lg,.form-group-lg .form-control{height:45px;padding:10px 16px;font-size:17px;line-height:1.33;border-radius:3px}select.input-lg,select.form-group-lg .form-control{height:45px;line-height:45px}textarea.input-lg,textarea.form-group-lg .form-control,select[multiple].input-lg,select[multiple].form-group-lg .form-control{height:auto}.has-feedback{position:relative}.has-feedback .form-control{padding-right:40px}.form-control-feedback{position:absolute;top:0;right:0;z-index:2;display:block;width:32px;height:32px;line-height:32px;text-align:center;pointer-events:none}.input-lg+.form-control-feedback{width:45px;height:45px;line-height:45px}.input-sm+.form-control-feedback{width:30px;height:30px;line-height:30px}.has-success .help-block,.has-success .control-label,.has-success .radio,.has-success .checkbox,.has-success .radio-inline,.has-success .checkbox-inline,.has-success.radio label,.has-success.checkbox label,.has-success.radio-inline label,.has-success.checkbox-inline label{color:#3c763d}.has-success .form-control{border-color:#3c763d;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.has-success .form-control:focus{border-color:#2b542c;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #67b168;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #67b168}.has-success .input-group-addon{color:#3c763d;border-color:#3c763d;background-color:#dff0d8}.has-success .form-control-feedback{color:#3c763d}.has-warning .help-block,.has-warning .control-label,.has-warning .radio,.has-warning .checkbox,.has-warning .radio-inline,.has-warning .checkbox-inline,.has-warning.radio label,.has-warning.checkbox label,.has-warning.radio-inline label,.has-warning.checkbox-inline label{color:#8a6d3b}.has-warning .form-control{border-color:#8a6d3b;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.has-warning .form-control:focus{border-color:#66512c;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #c0a16b;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #c0a16b}.has-warning .input-group-addon{color:#8a6d3b;border-color:#8a6d3b;background-color:#fcf8e3}.has-warning .form-control-feedback{color:#8a6d3b}.has-error .help-block,.has-error .control-label,.has-error .radio,.has-error .checkbox,.has-error .radio-inline,.has-error .checkbox-inline,.has-error.radio label,.has-error.checkbox label,.has-error.radio-inline label,.has-error.checkbox-inline label{color:#a94442}.has-error .form-control{border-color:#a94442;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075)}.has-error .form-control:focus{border-color:#843534;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #ce8483;box-shadow:inset 0 1px 1px rgba(0,0,0,0.075),0 0 6px #ce8483}.has-error .input-group-addon{color:#a94442;border-color:#a94442;background-color:#f2dede}.has-error .form-control-feedback{color:#a94442}.has-feedback label~.form-control-feedback{top:23px}.has-feedback label.sr-only~.form-control-feedback{top:0}.help-block{display:block;margin-top:5px;margin-bottom:10px;color:#404040}@media (min-width:768px){.form-inline .form-group{display:inline-block;margin-bottom:0;vertical-align:middle}.form-inline .form-control{display:inline-block;width:auto;vertical-align:middle}.form-inline .form-control-static{display:inline-block}.form-inline .input-group{display:inline-table;vertical-align:middle}.form-inline .input-group .input-group-addon,.form-inline .input-group .input-group-btn,.form-inline .input-group .form-control{width:auto}.form-inline .input-group>.form-control{width:100%}.form-inline .control-label{margin-bottom:0;vertical-align:middle}.form-inline .radio,.form-inline .checkbox{display:inline-block;margin-top:0;margin-bottom:0;vertical-align:middle}.form-inline .radio label,.form-inline .checkbox label{padding-left:0}.form-inline .radio input[type="radio"],.form-inline .checkbox input[type="checkbox"]{position:relative;margin-left:0}.form-inline .has-feedback .form-control-feedback{top:0}}.form-horizontal .radio,.form-horizontal .checkbox,.form-horizontal .radio-inline,.form-horizontal .checkbox-inline{margin-top:0;margin-bottom:0;padding-top:7px}.form-horizontal .radio,.form-horizontal .checkbox{min-height:25px}.form-horizontal .form-group{margin-left:0;margin-right:0}@media (min-width:768px){.form-horizontal .control-label{text-align:right;margin-bottom:0;padding-top:7px}}.form-horizontal .has-feedback .form-control-feedback{right:0}@media (min-width:768px){.form-horizontal .form-group-lg .control-label{padding-top:14.3px}}@media (min-width:768px){.form-horizontal .form-group-sm .control-label{padding-top:6px}}.btn{display:inline-block;margin-bottom:0;font-weight:normal;text-align:center;vertical-align:middle;touch-action:manipulation;cursor:pointer;background-image:none;border:1px solid transparent;white-space:nowrap;padding:6px 12px;font-size:13px;line-height:1.42857143;border-radius:2px;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}.btn:focus,.btn:active:focus,.btn.active:focus,.btn.focus,.btn:active.focus,.btn.active.focus{outline:thin dotted;outline:5px auto -webkit-focus-ring-color;outline-offset:-2px}.btn:hover,.btn:focus,.btn.focus{color:#333;text-decoration:none}.btn:active,.btn.active{outline:0;background-image:none;-webkit-box-shadow:inset 0 3px 5px rgba(0,0,0,0.125);box-shadow:inset 0 3px 5px rgba(0,0,0,0.125)}.btn.disabled,.btn[disabled],fieldset[disabled] .btn{cursor:not-allowed;pointer-events:none;opacity:.65;filter:alpha(opacity=65);-webkit-box-shadow:none;box-shadow:none}.btn-default{color:#333;background-color:#fff;border-color:#ccc}.btn-default:hover,.btn-default:focus,.btn-default.focus,.btn-default:active,.btn-default.active,.open>.dropdown-toggle.btn-default{color:#333;background-color:#e6e6e6;border-color:#adadad}.btn-default:active,.btn-default.active,.open>.dropdown-toggle.btn-default{background-image:none}.btn-default.disabled,.btn-default[disabled],fieldset[disabled] .btn-default,.btn-default.disabled:hover,.btn-default[disabled]:hover,fieldset[disabled] .btn-default:hover,.btn-default.disabled:focus,.btn-default[disabled]:focus,fieldset[disabled] .btn-default:focus,.btn-default.disabled.focus,.btn-default[disabled].focus,fieldset[disabled] .btn-default.focus,.btn-default.disabled:active,.btn-default[disabled]:active,fieldset[disabled] .btn-default:active,.btn-default.disabled.active,.btn-default[disabled].active,fieldset[disabled] .btn-default.active{background-color:#fff;border-color:#ccc}.btn-default .badge{color:#fff;background-color:#333}.btn-primary{color:#fff;background-color:#337ab7;border-color:#2e6da4}.btn-primary:hover,.btn-primary:focus,.btn-primary.focus,.btn-primary:active,.btn-primary.active,.open>.dropdown-toggle.btn-primary{color:#fff;background-color:#286090;border-color:#204d74}.btn-primary:active,.btn-primary.active,.open>.dropdown-toggle.btn-primary{background-image:none}.btn-primary.disabled,.btn-primary[disabled],fieldset[disabled] .btn-primary,.btn-primary.disabled:hover,.btn-primary[disabled]:hover,fieldset[disabled] .btn-primary:hover,.btn-primary.disabled:focus,.btn-primary[disabled]:focus,fieldset[disabled] .btn-primary:focus,.btn-primary.disabled.focus,.btn-primary[disabled].focus,fieldset[disabled] .btn-primary.focus,.btn-primary.disabled:active,.btn-primary[disabled]:active,fieldset[disabled] .btn-primary:active,.btn-primary.disabled.active,.btn-primary[disabled].active,fieldset[disabled] .btn-primary.active{background-color:#337ab7;border-color:#2e6da4}.btn-primary .badge{color:#337ab7;background-color:#fff}.btn-success{color:#fff;background-color:#5cb85c;border-color:#4cae4c}.btn-success:hover,.btn-success:focus,.btn-success.focus,.btn-success:active,.btn-success.active,.open>.dropdown-toggle.btn-success{color:#fff;background-color:#449d44;border-color:#398439}.btn-success:active,.btn-success.active,.open>.dropdown-toggle.btn-success{background-image:none}.btn-success.disabled,.btn-success[disabled],fieldset[disabled] .btn-success,.btn-success.disabled:hover,.btn-success[disabled]:hover,fieldset[disabled] .btn-success:hover,.btn-success.disabled:focus,.btn-success[disabled]:focus,fieldset[disabled] .btn-success:focus,.btn-success.disabled.focus,.btn-success[disabled].focus,fieldset[disabled] .btn-success.focus,.btn-success.disabled:active,.btn-success[disabled]:active,fieldset[disabled] .btn-success:active,.btn-success.disabled.active,.btn-success[disabled].active,fieldset[disabled] .btn-success.active{background-color:#5cb85c;border-color:#4cae4c}.btn-success .badge{color:#5cb85c;background-color:#fff}.btn-info{color:#fff;background-color:#5bc0de;border-color:#46b8da}.btn-info:hover,.btn-info:focus,.btn-info.focus,.btn-info:active,.btn-info.active,.open>.dropdown-toggle.btn-info{color:#fff;background-color:#31b0d5;border-color:#269abc}.btn-info:active,.btn-info.active,.open>.dropdown-toggle.btn-info{background-image:none}.btn-info.disabled,.btn-info[disabled],fieldset[disabled] .btn-info,.btn-info.disabled:hover,.btn-info[disabled]:hover,fieldset[disabled] .btn-info:hover,.btn-info.disabled:focus,.btn-info[disabled]:focus,fieldset[disabled] .btn-info:focus,.btn-info.disabled.focus,.btn-info[disabled].focus,fieldset[disabled] .btn-info.focus,.btn-info.disabled:active,.btn-info[disabled]:active,fieldset[disabled] .btn-info:active,.btn-info.disabled.active,.btn-info[disabled].active,fieldset[disabled] .btn-info.active{background-color:#5bc0de;border-color:#46b8da}.btn-info .badge{color:#5bc0de;background-color:#fff}.btn-warning{color:#fff;background-color:#f0ad4e;border-color:#eea236}.btn-warning:hover,.btn-warning:focus,.btn-warning.focus,.btn-warning:active,.btn-warning.active,.open>.dropdown-toggle.btn-warning{color:#fff;background-color:#ec971f;border-color:#d58512}.btn-warning:active,.btn-warning.active,.open>.dropdown-toggle.btn-warning{background-image:none}.btn-warning.disabled,.btn-warning[disabled],fieldset[disabled] .btn-warning,.btn-warning.disabled:hover,.btn-warning[disabled]:hover,fieldset[disabled] .btn-warning:hover,.btn-warning.disabled:focus,.btn-warning[disabled]:focus,fieldset[disabled] .btn-warning:focus,.btn-warning.disabled.focus,.btn-warning[disabled].focus,fieldset[disabled] .btn-warning.focus,.btn-warning.disabled:active,.btn-warning[disabled]:active,fieldset[disabled] .btn-warning:active,.btn-warning.disabled.active,.btn-warning[disabled].active,fieldset[disabled] .btn-warning.active{background-color:#f0ad4e;border-color:#eea236}.btn-warning .badge{color:#f0ad4e;background-color:#fff}.btn-danger{color:#fff;background-color:#d9534f;border-color:#d43f3a}.btn-danger:hover,.btn-danger:focus,.btn-danger.focus,.btn-danger:active,.btn-danger.active,.open>.dropdown-toggle.btn-danger{color:#fff;background-color:#c9302c;border-color:#ac2925}.btn-danger:active,.btn-danger.active,.open>.dropdown-toggle.btn-danger{background-image:none}.btn-danger.disabled,.btn-danger[disabled],fieldset[disabled] .btn-danger,.btn-danger.disabled:hover,.btn-danger[disabled]:hover,fieldset[disabled] .btn-danger:hover,.btn-danger.disabled:focus,.btn-danger[disabled]:focus,fieldset[disabled] .btn-danger:focus,.btn-danger.disabled.focus,.btn-danger[disabled].focus,fieldset[disabled] .btn-danger.focus,.btn-danger.disabled:active,.btn-danger[disabled]:active,fieldset[disabled] .btn-danger:active,.btn-danger.disabled.active,.btn-danger[disabled].active,fieldset[disabled] .btn-danger.active{background-color:#d9534f;border-color:#d43f3a}.btn-danger .badge{color:#d9534f;background-color:#fff}.btn-link{color:#337ab7;font-weight:normal;border-radius:0}.btn-link,.btn-link:active,.btn-link.active,.btn-link[disabled],fieldset[disabled] .btn-link{background-color:transparent;-webkit-box-shadow:none;box-shadow:none}.btn-link,.btn-link:hover,.btn-link:focus,.btn-link:active{border-color:transparent}.btn-link:hover,.btn-link:focus{color:#23527c;text-decoration:underline;background-color:transparent}.btn-link[disabled]:hover,fieldset[disabled] .btn-link:hover,.btn-link[disabled]:focus,fieldset[disabled] .btn-link:focus{color:#777;text-decoration:none}.btn-lg,.btn-group-lg>.btn{padding:10px 16px;font-size:17px;line-height:1.33;border-radius:3px}.btn-sm,.btn-group-sm>.btn{padding:5px 10px;font-size:12px;line-height:1.5;border-radius:1px}.btn-xs,.btn-group-xs>.btn{padding:1px 5px;font-size:12px;line-height:1.5;border-radius:1px}.btn-block{display:block;width:100%}.btn-block+.btn-block{margin-top:5px}input[type="submit"].btn-block,input[type="reset"].btn-block,input[type="button"].btn-block{width:100%}.fade{opacity:0;-webkit-transition:opacity .15s linear;-o-transition:opacity .15s linear;transition:opacity .15s linear}.fade.in{opacity:1}.collapse{display:none;visibility:hidden}.collapse.in{display:block;visibility:visible}tr.collapse.in{display:table-row}tbody.collapse.in{display:table-row-group}.collapsing{position:relative;height:0;overflow:hidden;-webkit-transition-property:height, visibility;transition-property:height, visibility;-webkit-transition-duration:.35s;transition-duration:.35s;-webkit-transition-timing-function:ease;transition-timing-function:ease}.caret{display:inline-block;width:0;height:0;margin-left:2px;vertical-align:middle;border-top:4px solid;border-right:4px solid transparent;border-left:4px solid transparent}.dropdown{position:relative}.dropdown-toggle:focus{outline:0}.dropdown-menu{position:absolute;top:100%;left:0;z-index:1000;display:none;float:left;min-width:160px;padding:5px 0;margin:2px 0 0;list-style:none;font-size:13px;text-align:left;background-color:#fff;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.15);border-radius:2px;-webkit-box-shadow:0 6px 12px rgba(0,0,0,0.175);box-shadow:0 6px 12px rgba(0,0,0,0.175);background-clip:padding-box}.dropdown-menu.pull-right{right:0;left:auto}.dropdown-menu .divider{height:1px;margin:8px 0;overflow:hidden;background-color:#e5e5e5}.dropdown-menu>li>a{display:block;padding:3px 20px;clear:both;font-weight:normal;line-height:1.42857143;color:#333;white-space:nowrap}.dropdown-menu>li>a:hover,.dropdown-menu>li>a:focus{text-decoration:none;color:#262626;background-color:#f5f5f5}.dropdown-menu>.active>a,.dropdown-menu>.active>a:hover,.dropdown-menu>.active>a:focus{color:#fff;text-decoration:none;outline:0;background-color:#337ab7}.dropdown-menu>.disabled>a,.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{color:#777}.dropdown-menu>.disabled>a:hover,.dropdown-menu>.disabled>a:focus{text-decoration:none;background-color:transparent;background-image:none;filter:progid:DXImageTransform.Microsoft.gradient(enabled = false);cursor:not-allowed}.open>.dropdown-menu{display:block}.open>a{outline:0}.dropdown-menu-right{left:auto;right:0}.dropdown-menu-left{left:0;right:auto}.dropdown-header{display:block;padding:3px 20px;font-size:12px;line-height:1.42857143;color:#777;white-space:nowrap}.dropdown-backdrop{position:fixed;left:0;right:0;bottom:0;top:0;z-index:990}.pull-right>.dropdown-menu{right:0;left:auto}.dropup .caret,.navbar-fixed-bottom .dropdown .caret{border-top:0;border-bottom:4px solid;content:""}.dropup .dropdown-menu,.navbar-fixed-bottom .dropdown .dropdown-menu{top:auto;bottom:100%;margin-bottom:1px}@media (min-width:541px){.navbar-right .dropdown-menu{left:auto;right:0}.navbar-right .dropdown-menu-left{left:0;right:auto}}.btn-group,.btn-group-vertical{position:relative;display:inline-block;vertical-align:middle}.btn-group>.btn,.btn-group-vertical>.btn{position:relative;float:left}.btn-group>.btn:hover,.btn-group-vertical>.btn:hover,.btn-group>.btn:focus,.btn-group-vertical>.btn:focus,.btn-group>.btn:active,.btn-group-vertical>.btn:active,.btn-group>.btn.active,.btn-group-vertical>.btn.active{z-index:2}.btn-group .btn+.btn,.btn-group .btn+.btn-group,.btn-group .btn-group+.btn,.btn-group .btn-group+.btn-group{margin-left:-1px}.btn-toolbar{margin-left:-5px}.btn-toolbar .btn-group,.btn-toolbar .input-group{float:left}.btn-toolbar>.btn,.btn-toolbar>.btn-group,.btn-toolbar>.input-group{margin-left:5px}.btn-group>.btn:not(:first-child):not(:last-child):not(.dropdown-toggle){border-radius:0}.btn-group>.btn:first-child{margin-left:0}.btn-group>.btn:first-child:not(:last-child):not(.dropdown-toggle){border-bottom-right-radius:0;border-top-right-radius:0}.btn-group>.btn:last-child:not(:first-child),.btn-group>.dropdown-toggle:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}.btn-group>.btn-group{float:left}.btn-group>.btn-group:not(:first-child):not(:last-child)>.btn{border-radius:0}.btn-group>.btn-group:first-child>.btn:last-child,.btn-group>.btn-group:first-child>.dropdown-toggle{border-bottom-right-radius:0;border-top-right-radius:0}.btn-group>.btn-group:last-child>.btn:first-child{border-bottom-left-radius:0;border-top-left-radius:0}.btn-group .dropdown-toggle:active,.btn-group.open .dropdown-toggle{outline:0}.btn-group>.btn+.dropdown-toggle{padding-left:8px;padding-right:8px}.btn-group>.btn-lg+.dropdown-toggle{padding-left:12px;padding-right:12px}.btn-group.open .dropdown-toggle{-webkit-box-shadow:inset 0 3px 5px rgba(0,0,0,0.125);box-shadow:inset 0 3px 5px rgba(0,0,0,0.125)}.btn-group.open .dropdown-toggle.btn-link{-webkit-box-shadow:none;box-shadow:none}.btn .caret{margin-left:0}.btn-lg .caret{border-width:5px 5px 0;border-bottom-width:0}.dropup .btn-lg .caret{border-width:0 5px 5px}.btn-group-vertical>.btn,.btn-group-vertical>.btn-group,.btn-group-vertical>.btn-group>.btn{display:block;float:none;width:100%;max-width:100%}.btn-group-vertical>.btn-group>.btn{float:none}.btn-group-vertical>.btn+.btn,.btn-group-vertical>.btn+.btn-group,.btn-group-vertical>.btn-group+.btn,.btn-group-vertical>.btn-group+.btn-group{margin-top:-1px;margin-left:0}.btn-group-vertical>.btn:not(:first-child):not(:last-child){border-radius:0}.btn-group-vertical>.btn:first-child:not(:last-child){border-top-right-radius:2px;border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn:last-child:not(:first-child){border-bottom-left-radius:2px;border-top-right-radius:0;border-top-left-radius:0}.btn-group-vertical>.btn-group:not(:first-child):not(:last-child)>.btn{border-radius:0}.btn-group-vertical>.btn-group:first-child:not(:last-child)>.btn:last-child,.btn-group-vertical>.btn-group:first-child:not(:last-child)>.dropdown-toggle{border-bottom-right-radius:0;border-bottom-left-radius:0}.btn-group-vertical>.btn-group:last-child:not(:first-child)>.btn:first-child{border-top-right-radius:0;border-top-left-radius:0}.btn-group-justified{display:table;width:100%;table-layout:fixed;border-collapse:separate}.btn-group-justified>.btn,.btn-group-justified>.btn-group{float:none;display:table-cell;width:1%}.btn-group-justified>.btn-group .btn{width:100%}.btn-group-justified>.btn-group .dropdown-menu{left:auto}[data-toggle="buttons"]>.btn input[type="radio"],[data-toggle="buttons"]>.btn-group>.btn input[type="radio"],[data-toggle="buttons"]>.btn input[type="checkbox"],[data-toggle="buttons"]>.btn-group>.btn input[type="checkbox"]{position:absolute;clip:rect(0, 0, 0, 0);pointer-events:none}.input-group{position:relative;display:table;border-collapse:separate}.input-group[class*="col-"]{float:none;padding-left:0;padding-right:0}.input-group .form-control{position:relative;z-index:2;float:left;width:100%;margin-bottom:0}.input-group-lg>.form-control,.input-group-lg>.input-group-addon,.input-group-lg>.input-group-btn>.btn{height:45px;padding:10px 16px;font-size:17px;line-height:1.33;border-radius:3px}select.input-group-lg>.form-control,select.input-group-lg>.input-group-addon,select.input-group-lg>.input-group-btn>.btn{height:45px;line-height:45px}textarea.input-group-lg>.form-control,textarea.input-group-lg>.input-group-addon,textarea.input-group-lg>.input-group-btn>.btn,select[multiple].input-group-lg>.form-control,select[multiple].input-group-lg>.input-group-addon,select[multiple].input-group-lg>.input-group-btn>.btn{height:auto}.input-group-sm>.form-control,.input-group-sm>.input-group-addon,.input-group-sm>.input-group-btn>.btn{height:30px;padding:5px 10px;font-size:12px;line-height:1.5;border-radius:1px}select.input-group-sm>.form-control,select.input-group-sm>.input-group-addon,select.input-group-sm>.input-group-btn>.btn{height:30px;line-height:30px}textarea.input-group-sm>.form-control,textarea.input-group-sm>.input-group-addon,textarea.input-group-sm>.input-group-btn>.btn,select[multiple].input-group-sm>.form-control,select[multiple].input-group-sm>.input-group-addon,select[multiple].input-group-sm>.input-group-btn>.btn{height:auto}.input-group-addon,.input-group-btn,.input-group .form-control{display:table-cell}.input-group-addon:not(:first-child):not(:last-child),.input-group-btn:not(:first-child):not(:last-child),.input-group .form-control:not(:first-child):not(:last-child){border-radius:0}.input-group-addon,.input-group-btn{width:1%;white-space:nowrap;vertical-align:middle}.input-group-addon{padding:6px 12px;font-size:13px;font-weight:normal;line-height:1;color:#555;text-align:center;background-color:#eee;border:1px solid #ccc;border-radius:2px}.input-group-addon.input-sm{padding:5px 10px;font-size:12px;border-radius:1px}.input-group-addon.input-lg{padding:10px 16px;font-size:17px;border-radius:3px}.input-group-addon input[type="radio"],.input-group-addon input[type="checkbox"]{margin-top:0}.input-group .form-control:first-child,.input-group-addon:first-child,.input-group-btn:first-child>.btn,.input-group-btn:first-child>.btn-group>.btn,.input-group-btn:first-child>.dropdown-toggle,.input-group-btn:last-child>.btn:not(:last-child):not(.dropdown-toggle),.input-group-btn:last-child>.btn-group:not(:last-child)>.btn{border-bottom-right-radius:0;border-top-right-radius:0}.input-group-addon:first-child{border-right:0}.input-group .form-control:last-child,.input-group-addon:last-child,.input-group-btn:last-child>.btn,.input-group-btn:last-child>.btn-group>.btn,.input-group-btn:last-child>.dropdown-toggle,.input-group-btn:first-child>.btn:not(:first-child),.input-group-btn:first-child>.btn-group:not(:first-child)>.btn{border-bottom-left-radius:0;border-top-left-radius:0}.input-group-addon:last-child{border-left:0}.input-group-btn{position:relative;font-size:0;white-space:nowrap}.input-group-btn>.btn{position:relative}.input-group-btn>.btn+.btn{margin-left:-1px}.input-group-btn>.btn:hover,.input-group-btn>.btn:focus,.input-group-btn>.btn:active{z-index:2}.input-group-btn:first-child>.btn,.input-group-btn:first-child>.btn-group{margin-right:-1px}.input-group-btn:last-child>.btn,.input-group-btn:last-child>.btn-group{margin-left:-1px}.nav{margin-bottom:0;padding-left:0;list-style:none}.nav>li{position:relative;display:block}.nav>li>a{position:relative;display:block;padding:10px 15px}.nav>li>a:hover,.nav>li>a:focus{text-decoration:none;background-color:#eee}.nav>li.disabled>a{color:#777}.nav>li.disabled>a:hover,.nav>li.disabled>a:focus{color:#777;text-decoration:none;background-color:transparent;cursor:not-allowed}.nav .open>a,.nav .open>a:hover,.nav .open>a:focus{background-color:#eee;border-color:#337ab7}.nav .nav-divider{height:1px;margin:8px 0;overflow:hidden;background-color:#e5e5e5}.nav>li>a>img{max-width:none}.nav-tabs{border-bottom:1px solid #ddd}.nav-tabs>li{float:left;margin-bottom:-1px}.nav-tabs>li>a{margin-right:2px;line-height:1.42857143;border:1px solid transparent;border-radius:2px 2px 0 0}.nav-tabs>li>a:hover{border-color:#eee #eee #ddd}.nav-tabs>li.active>a,.nav-tabs>li.active>a:hover,.nav-tabs>li.active>a:focus{color:#555;background-color:#fff;border:1px solid #ddd;border-bottom-color:transparent;cursor:default}.nav-tabs.nav-justified{width:100%;border-bottom:0}.nav-tabs.nav-justified>li{float:none}.nav-tabs.nav-justified>li>a{text-align:center;margin-bottom:5px}.nav-tabs.nav-justified>.dropdown .dropdown-menu{top:auto;left:auto}@media (min-width:768px){.nav-tabs.nav-justified>li{display:table-cell;width:1%}.nav-tabs.nav-justified>li>a{margin-bottom:0}}.nav-tabs.nav-justified>li>a{margin-right:0;border-radius:2px}.nav-tabs.nav-justified>.active>a,.nav-tabs.nav-justified>.active>a:hover,.nav-tabs.nav-justified>.active>a:focus{border:1px solid #ddd}@media (min-width:768px){.nav-tabs.nav-justified>li>a{border-bottom:1px solid #ddd;border-radius:2px 2px 0 0}.nav-tabs.nav-justified>.active>a,.nav-tabs.nav-justified>.active>a:hover,.nav-tabs.nav-justified>.active>a:focus{border-bottom-color:#fff}}.nav-pills>li{float:left}.nav-pills>li>a{border-radius:2px}.nav-pills>li+li{margin-left:2px}.nav-pills>li.active>a,.nav-pills>li.active>a:hover,.nav-pills>li.active>a:focus{color:#fff;background-color:#337ab7}.nav-stacked>li{float:none}.nav-stacked>li+li{margin-top:2px;margin-left:0}.nav-justified{width:100%}.nav-justified>li{float:none}.nav-justified>li>a{text-align:center;margin-bottom:5px}.nav-justified>.dropdown .dropdown-menu{top:auto;left:auto}@media (min-width:768px){.nav-justified>li{display:table-cell;width:1%}.nav-justified>li>a{margin-bottom:0}}.nav-tabs-justified{border-bottom:0}.nav-tabs-justified>li>a{margin-right:0;border-radius:2px}.nav-tabs-justified>.active>a,.nav-tabs-justified>.active>a:hover,.nav-tabs-justified>.active>a:focus{border:1px solid #ddd}@media (min-width:768px){.nav-tabs-justified>li>a{border-bottom:1px solid #ddd;border-radius:2px 2px 0 0}.nav-tabs-justified>.active>a,.nav-tabs-justified>.active>a:hover,.nav-tabs-justified>.active>a:focus{border-bottom-color:#fff}}.tab-content>.tab-pane{display:none;visibility:hidden}.tab-content>.active{display:block;visibility:visible}.nav-tabs .dropdown-menu{margin-top:-1px;border-top-right-radius:0;border-top-left-radius:0}.navbar{position:relative;min-height:30px;margin-bottom:18px;border:1px solid transparent}@media (min-width:541px){.navbar{border-radius:2px}}@media (min-width:541px){.navbar-header{float:left}}.navbar-collapse{overflow-x:visible;padding-right:0;padding-left:0;border-top:1px solid transparent;box-shadow:inset 0 1px 0 rgba(255,255,255,0.1);-webkit-overflow-scrolling:touch}.navbar-collapse.in{overflow-y:auto}@media (min-width:541px){.navbar-collapse{width:auto;border-top:0;box-shadow:none}.navbar-collapse.collapse{display:block !important;visibility:visible !important;height:auto !important;padding-bottom:0;overflow:visible !important}.navbar-collapse.in{overflow-y:visible}.navbar-fixed-top .navbar-collapse,.navbar-static-top .navbar-collapse,.navbar-fixed-bottom .navbar-collapse{padding-left:0;padding-right:0}}.navbar-fixed-top .navbar-collapse,.navbar-fixed-bottom .navbar-collapse{max-height:340px}@media (max-device-width:540px) and (orientation:landscape){.navbar-fixed-top .navbar-collapse,.navbar-fixed-bottom .navbar-collapse{max-height:200px}}.container>.navbar-header,.container-fluid>.navbar-header,.container>.navbar-collapse,.container-fluid>.navbar-collapse{margin-right:0;margin-left:0}@media (min-width:541px){.container>.navbar-header,.container-fluid>.navbar-header,.container>.navbar-collapse,.container-fluid>.navbar-collapse{margin-right:0;margin-left:0}}.navbar-static-top{z-index:1000;border-width:0 0 1px}@media (min-width:541px){.navbar-static-top{border-radius:0}}.navbar-fixed-top,.navbar-fixed-bottom{position:fixed;right:0;left:0;z-index:1030}@media (min-width:541px){.navbar-fixed-top,.navbar-fixed-bottom{border-radius:0}}.navbar-fixed-top{top:0;border-width:0 0 1px}.navbar-fixed-bottom{bottom:0;margin-bottom:0;border-width:1px 0 0}.navbar-brand{float:left;padding:6px 0;font-size:17px;line-height:18px;height:30px}.navbar-brand:hover,.navbar-brand:focus{text-decoration:none}.navbar-brand>img{display:block}@media (min-width:541px){.navbar>.container .navbar-brand,.navbar>.container-fluid .navbar-brand{margin-left:0}}.navbar-toggle{position:relative;float:right;margin-right:0;padding:9px 10px;margin-top:-2px;margin-bottom:-2px;background-color:transparent;background-image:none;border:1px solid transparent;border-radius:2px}.navbar-toggle:focus{outline:0}.navbar-toggle .icon-bar{display:block;width:22px;height:2px;border-radius:1px}.navbar-toggle .icon-bar+.icon-bar{margin-top:4px}@media (min-width:541px){.navbar-toggle{display:none}}.navbar-nav{margin:3px 0}.navbar-nav>li>a{padding-top:10px;padding-bottom:10px;line-height:18px}@media (max-width:540px){.navbar-nav .open .dropdown-menu{position:static;float:none;width:auto;margin-top:0;background-color:transparent;border:0;box-shadow:none}.navbar-nav .open .dropdown-menu>li>a,.navbar-nav .open .dropdown-menu .dropdown-header{padding:5px 15px 5px 25px}.navbar-nav .open .dropdown-menu>li>a{line-height:18px}.navbar-nav .open .dropdown-menu>li>a:hover,.navbar-nav .open .dropdown-menu>li>a:focus{background-image:none}}@media (min-width:541px){.navbar-nav{float:left;margin:0}.navbar-nav>li{float:left}.navbar-nav>li>a{padding-top:6px;padding-bottom:6px}}.navbar-form{margin-left:0;margin-right:0;padding:10px 0;border-top:1px solid transparent;border-bottom:1px solid transparent;-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,0.1),0 1px 0 rgba(255,255,255,0.1);box-shadow:inset 0 1px 0 rgba(255,255,255,0.1),0 1px 0 rgba(255,255,255,0.1);margin-top:-1px;margin-bottom:-1px}@media (min-width:768px){.navbar-form .form-group{display:inline-block;margin-bottom:0;vertical-align:middle}.navbar-form .form-control{display:inline-block;width:auto;vertical-align:middle}.navbar-form .form-control-static{display:inline-block}.navbar-form .input-group{display:inline-table;vertical-align:middle}.navbar-form .input-group .input-group-addon,.navbar-form .input-group .input-group-btn,.navbar-form .input-group .form-control{width:auto}.navbar-form .input-group>.form-control{width:100%}.navbar-form .control-label{margin-bottom:0;vertical-align:middle}.navbar-form .radio,.navbar-form .checkbox{display:inline-block;margin-top:0;margin-bottom:0;vertical-align:middle}.navbar-form .radio label,.navbar-form .checkbox label{padding-left:0}.navbar-form .radio input[type="radio"],.navbar-form .checkbox input[type="checkbox"]{position:relative;margin-left:0}.navbar-form .has-feedback .form-control-feedback{top:0}}@media (max-width:540px){.navbar-form .form-group{margin-bottom:5px}.navbar-form .form-group:last-child{margin-bottom:0}}@media (min-width:541px){.navbar-form{width:auto;border:0;margin-left:0;margin-right:0;padding-top:0;padding-bottom:0;-webkit-box-shadow:none;box-shadow:none}}.navbar-nav>li>.dropdown-menu{margin-top:0;border-top-right-radius:0;border-top-left-radius:0}.navbar-fixed-bottom .navbar-nav>li>.dropdown-menu{border-top-right-radius:2px;border-top-left-radius:2px;border-bottom-right-radius:0;border-bottom-left-radius:0}.navbar-btn{margin-top:-1px;margin-bottom:-1px}.navbar-btn.btn-sm{margin-top:0;margin-bottom:0}.navbar-btn.btn-xs{margin-top:4px;margin-bottom:4px}.navbar-text{margin-top:6px;margin-bottom:6px}@media (min-width:541px){.navbar-text{float:left;margin-left:0;margin-right:0}}@media (min-width:541px){.navbar-left{float:left !important;float:left}.navbar-right{float:right !important;float:right;margin-right:0}.navbar-right~.navbar-right{margin-right:0}}.navbar-default{background-color:#f8f8f8;border-color:#e7e7e7}.navbar-default .navbar-brand{color:#777}.navbar-default .navbar-brand:hover,.navbar-default .navbar-brand:focus{color:#5e5e5e;background-color:transparent}.navbar-default .navbar-text{color:#777}.navbar-default .navbar-nav>li>a{color:#777}.navbar-default .navbar-nav>li>a:hover,.navbar-default .navbar-nav>li>a:focus{color:#333;background-color:transparent}.navbar-default .navbar-nav>.active>a,.navbar-default .navbar-nav>.active>a:hover,.navbar-default .navbar-nav>.active>a:focus{color:#555;background-color:#e7e7e7}.navbar-default .navbar-nav>.disabled>a,.navbar-default .navbar-nav>.disabled>a:hover,.navbar-default .navbar-nav>.disabled>a:focus{color:#ccc;background-color:transparent}.navbar-default .navbar-toggle{border-color:#ddd}.navbar-default .navbar-toggle:hover,.navbar-default .navbar-toggle:focus{background-color:#ddd}.navbar-default .navbar-toggle .icon-bar{background-color:#888}.navbar-default .navbar-collapse,.navbar-default .navbar-form{border-color:#e7e7e7}.navbar-default .navbar-nav>.open>a,.navbar-default .navbar-nav>.open>a:hover,.navbar-default .navbar-nav>.open>a:focus{background-color:#e7e7e7;color:#555}@media (max-width:540px){.navbar-default .navbar-nav .open .dropdown-menu>li>a{color:#777}.navbar-default .navbar-nav .open .dropdown-menu>li>a:hover,.navbar-default .navbar-nav .open .dropdown-menu>li>a:focus{color:#333;background-color:transparent}.navbar-default .navbar-nav .open .dropdown-menu>.active>a,.navbar-default .navbar-nav .open .dropdown-menu>.active>a:hover,.navbar-default .navbar-nav .open .dropdown-menu>.active>a:focus{color:#555;background-color:#e7e7e7}.navbar-default .navbar-nav .open .dropdown-menu>.disabled>a,.navbar-default .navbar-nav .open .dropdown-menu>.disabled>a:hover,.navbar-default .navbar-nav .open .dropdown-menu>.disabled>a:focus{color:#ccc;background-color:transparent}}.navbar-default .navbar-link{color:#777}.navbar-default .navbar-link:hover{color:#333}.navbar-default .btn-link{color:#777}.navbar-default .btn-link:hover,.navbar-default .btn-link:focus{color:#333}.navbar-default .btn-link[disabled]:hover,fieldset[disabled] .navbar-default .btn-link:hover,.navbar-default .btn-link[disabled]:focus,fieldset[disabled] .navbar-default .btn-link:focus{color:#ccc}.navbar-inverse{background-color:#222;border-color:#080808}.navbar-inverse .navbar-brand{color:#9d9d9d}.navbar-inverse .navbar-brand:hover,.navbar-inverse .navbar-brand:focus{color:#fff;background-color:transparent}.navbar-inverse .navbar-text{color:#9d9d9d}.navbar-inverse .navbar-nav>li>a{color:#9d9d9d}.navbar-inverse .navbar-nav>li>a:hover,.navbar-inverse .navbar-nav>li>a:focus{color:#fff;background-color:transparent}.navbar-inverse .navbar-nav>.active>a,.navbar-inverse .navbar-nav>.active>a:hover,.navbar-inverse .navbar-nav>.active>a:focus{color:#fff;background-color:#080808}.navbar-inverse .navbar-nav>.disabled>a,.navbar-inverse .navbar-nav>.disabled>a:hover,.navbar-inverse .navbar-nav>.disabled>a:focus{color:#444;background-color:transparent}.navbar-inverse .navbar-toggle{border-color:#333}.navbar-inverse .navbar-toggle:hover,.navbar-inverse .navbar-toggle:focus{background-color:#333}.navbar-inverse .navbar-toggle .icon-bar{background-color:#fff}.navbar-inverse .navbar-collapse,.navbar-inverse .navbar-form{border-color:#101010}.navbar-inverse .navbar-nav>.open>a,.navbar-inverse .navbar-nav>.open>a:hover,.navbar-inverse .navbar-nav>.open>a:focus{background-color:#080808;color:#fff}@media (max-width:540px){.navbar-inverse .navbar-nav .open .dropdown-menu>.dropdown-header{border-color:#080808}.navbar-inverse .navbar-nav .open .dropdown-menu .divider{background-color:#080808}.navbar-inverse .navbar-nav .open .dropdown-menu>li>a{color:#9d9d9d}.navbar-inverse .navbar-nav .open .dropdown-menu>li>a:hover,.navbar-inverse .navbar-nav .open .dropdown-menu>li>a:focus{color:#fff;background-color:transparent}.navbar-inverse .navbar-nav .open .dropdown-menu>.active>a,.navbar-inverse .navbar-nav .open .dropdown-menu>.active>a:hover,.navbar-inverse .navbar-nav .open .dropdown-menu>.active>a:focus{color:#fff;background-color:#080808}.navbar-inverse .navbar-nav .open .dropdown-menu>.disabled>a,.navbar-inverse .navbar-nav .open .dropdown-menu>.disabled>a:hover,.navbar-inverse .navbar-nav .open .dropdown-menu>.disabled>a:focus{color:#444;background-color:transparent}}.navbar-inverse .navbar-link{color:#9d9d9d}.navbar-inverse .navbar-link:hover{color:#fff}.navbar-inverse .btn-link{color:#9d9d9d}.navbar-inverse .btn-link:hover,.navbar-inverse .btn-link:focus{color:#fff}.navbar-inverse .btn-link[disabled]:hover,fieldset[disabled] .navbar-inverse .btn-link:hover,.navbar-inverse .btn-link[disabled]:focus,fieldset[disabled] .navbar-inverse .btn-link:focus{color:#444}.breadcrumb{padding:8px 15px;margin-bottom:18px;list-style:none;background-color:#f5f5f5;border-radius:2px}.breadcrumb>li{display:inline-block}.breadcrumb>li+li:before{content:"/\00a0";padding:0 5px;color:#5e5e5e}.breadcrumb>.active{color:#777}.pagination{display:inline-block;padding-left:0;margin:18px 0;border-radius:2px}.pagination>li{display:inline}.pagination>li>a,.pagination>li>span{position:relative;float:left;padding:6px 12px;line-height:1.42857143;text-decoration:none;color:#337ab7;background-color:#fff;border:1px solid #ddd;margin-left:-1px}.pagination>li:first-child>a,.pagination>li:first-child>span{margin-left:0;border-bottom-left-radius:2px;border-top-left-radius:2px}.pagination>li:last-child>a,.pagination>li:last-child>span{border-bottom-right-radius:2px;border-top-right-radius:2px}.pagination>li>a:hover,.pagination>li>span:hover,.pagination>li>a:focus,.pagination>li>span:focus{color:#23527c;background-color:#eee;border-color:#ddd}.pagination>.active>a,.pagination>.active>span,.pagination>.active>a:hover,.pagination>.active>span:hover,.pagination>.active>a:focus,.pagination>.active>span:focus{z-index:2;color:#fff;background-color:#337ab7;border-color:#337ab7;cursor:default}.pagination>.disabled>span,.pagination>.disabled>span:hover,.pagination>.disabled>span:focus,.pagination>.disabled>a,.pagination>.disabled>a:hover,.pagination>.disabled>a:focus{color:#777;background-color:#fff;border-color:#ddd;cursor:not-allowed}.pagination-lg>li>a,.pagination-lg>li>span{padding:10px 16px;font-size:17px}.pagination-lg>li:first-child>a,.pagination-lg>li:first-child>span{border-bottom-left-radius:3px;border-top-left-radius:3px}.pagination-lg>li:last-child>a,.pagination-lg>li:last-child>span{border-bottom-right-radius:3px;border-top-right-radius:3px}.pagination-sm>li>a,.pagination-sm>li>span{padding:5px 10px;font-size:12px}.pagination-sm>li:first-child>a,.pagination-sm>li:first-child>span{border-bottom-left-radius:1px;border-top-left-radius:1px}.pagination-sm>li:last-child>a,.pagination-sm>li:last-child>span{border-bottom-right-radius:1px;border-top-right-radius:1px}.pager{padding-left:0;margin:18px 0;list-style:none;text-align:center}.pager li{display:inline}.pager li>a,.pager li>span{display:inline-block;padding:5px 14px;background-color:#fff;border:1px solid #ddd;border-radius:15px}.pager li>a:hover,.pager li>a:focus{text-decoration:none;background-color:#eee}.pager .next>a,.pager .next>span{float:right}.pager .previous>a,.pager .previous>span{float:left}.pager .disabled>a,.pager .disabled>a:hover,.pager .disabled>a:focus,.pager .disabled>span{color:#777;background-color:#fff;cursor:not-allowed}.label{display:inline;padding:.2em .6em .3em;font-size:75%;font-weight:bold;line-height:1;color:#fff;text-align:center;white-space:nowrap;vertical-align:baseline;border-radius:.25em}a.label:hover,a.label:focus{color:#fff;text-decoration:none;cursor:pointer}.label:empty{display:none}.btn .label{position:relative;top:-1px}.label-default{background-color:#777}.label-default[href]:hover,.label-default[href]:focus{background-color:#5e5e5e}.label-primary{background-color:#337ab7}.label-primary[href]:hover,.label-primary[href]:focus{background-color:#286090}.label-success{background-color:#5cb85c}.label-success[href]:hover,.label-success[href]:focus{background-color:#449d44}.label-info{background-color:#5bc0de}.label-info[href]:hover,.label-info[href]:focus{background-color:#31b0d5}.label-warning{background-color:#f0ad4e}.label-warning[href]:hover,.label-warning[href]:focus{background-color:#ec971f}.label-danger{background-color:#d9534f}.label-danger[href]:hover,.label-danger[href]:focus{background-color:#c9302c}.badge{display:inline-block;min-width:10px;padding:3px 7px;font-size:12px;font-weight:bold;color:#fff;line-height:1;vertical-align:baseline;white-space:nowrap;text-align:center;background-color:#777;border-radius:10px}.badge:empty{display:none}.btn .badge{position:relative;top:-1px}.btn-xs .badge{top:0;padding:1px 5px}a.badge:hover,a.badge:focus{color:#fff;text-decoration:none;cursor:pointer}.list-group-item.active>.badge,.nav-pills>.active>a>.badge{color:#337ab7;background-color:#fff}.list-group-item>.badge{float:right}.list-group-item>.badge+.badge{margin-right:5px}.nav-pills>li>a>.badge{margin-left:3px}.jumbotron{padding:30px 15px;margin-bottom:30px;color:inherit;background-color:#eee}.jumbotron h1,.jumbotron .h1{color:inherit}.jumbotron p{margin-bottom:15px;font-size:20px;font-weight:200}.jumbotron>hr{border-top-color:#d5d5d5}.container .jumbotron,.container-fluid .jumbotron{border-radius:3px}.jumbotron .container{max-width:100%}@media screen and (min-width:768px){.jumbotron{padding:48px 0}.container .jumbotron,.container-fluid .jumbotron{padding-left:60px;padding-right:60px}.jumbotron h1,.jumbotron .h1{font-size:58.5px}}.thumbnail{display:block;padding:4px;margin-bottom:18px;line-height:1.42857143;background-color:#fff;border:1px solid #ddd;border-radius:2px;-webkit-transition:border .2s ease-in-out;-o-transition:border .2s ease-in-out;transition:border .2s ease-in-out}.thumbnail>img,.thumbnail a>img{margin-left:auto;margin-right:auto}a.thumbnail:hover,a.thumbnail:focus,a.thumbnail.active{border-color:#337ab7}.thumbnail .caption{padding:9px;color:#000}.alert{padding:15px;margin-bottom:18px;border:1px solid transparent;border-radius:2px}.alert h4{margin-top:0;color:inherit}.alert .alert-link{font-weight:bold}.alert>p,.alert>ul{margin-bottom:0}.alert>p+p{margin-top:5px}.alert-dismissable,.alert-dismissible{padding-right:35px}.alert-dismissable .close,.alert-dismissible .close{position:relative;top:-2px;right:-21px;color:inherit}.alert-success{background-color:#dff0d8;border-color:#d6e9c6;color:#3c763d}.alert-success hr{border-top-color:#c9e2b3}.alert-success .alert-link{color:#2b542c}.alert-info{background-color:#d9edf7;border-color:#bce8f1;color:#31708f}.alert-info hr{border-top-color:#a6e1ec}.alert-info .alert-link{color:#245269}.alert-warning{background-color:#fcf8e3;border-color:#faebcc;color:#8a6d3b}.alert-warning hr{border-top-color:#f7e1b5}.alert-warning .alert-link{color:#66512c}.alert-danger{background-color:#f2dede;border-color:#ebccd1;color:#a94442}.alert-danger hr{border-top-color:#e4b9c0}.alert-danger .alert-link{color:#843534}@-webkit-keyframes progress-bar-stripes{from{background-position:40px 0}to{background-position:0 0}}@keyframes progress-bar-stripes{from{background-position:40px 0}to{background-position:0 0}}.progress{overflow:hidden;height:18px;margin-bottom:18px;background-color:#f5f5f5;border-radius:2px;-webkit-box-shadow:inset 0 1px 2px rgba(0,0,0,0.1);box-shadow:inset 0 1px 2px rgba(0,0,0,0.1)}.progress-bar{float:left;width:0;height:100%;font-size:12px;line-height:18px;color:#fff;text-align:center;background-color:#337ab7;-webkit-box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);box-shadow:inset 0 -1px 0 rgba(0,0,0,0.15);-webkit-transition:width .6s ease;-o-transition:width .6s ease;transition:width .6s ease}.progress-striped .progress-bar,.progress-bar-striped{background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-size:40px 40px}.progress.active .progress-bar,.progress-bar.active{-webkit-animation:progress-bar-stripes 2s linear infinite;-o-animation:progress-bar-stripes 2s linear infinite;animation:progress-bar-stripes 2s linear infinite}.progress-bar-success{background-color:#5cb85c}.progress-striped .progress-bar-success{background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}.progress-bar-info{background-color:#5bc0de}.progress-striped .progress-bar-info{background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}.progress-bar-warning{background-color:#f0ad4e}.progress-striped .progress-bar-warning{background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}.progress-bar-danger{background-color:#d9534f}.progress-striped .progress-bar-danger{background-image:-webkit-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:-o-linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent);background-image:linear-gradient(45deg, rgba(255,255,255,0.15) 25%, transparent 25%, transparent 50%, rgba(255,255,255,0.15) 50%, rgba(255,255,255,0.15) 75%, transparent 75%, transparent)}.media{margin-top:15px}.media:first-child{margin-top:0}.media-right,.media>.pull-right{padding-left:10px}.media-left,.media>.pull-left{padding-right:10px}.media-left,.media-right,.media-body{display:table-cell;vertical-align:top}.media-middle{vertical-align:middle}.media-bottom{vertical-align:bottom}.media-heading{margin-top:0;margin-bottom:5px}.media-list{padding-left:0;list-style:none}.list-group{margin-bottom:20px;padding-left:0}.list-group-item{position:relative;display:block;padding:10px 15px;margin-bottom:-1px;background-color:#fff;border:1px solid #ddd}.list-group-item:first-child{border-top-right-radius:2px;border-top-left-radius:2px}.list-group-item:last-child{margin-bottom:0;border-bottom-right-radius:2px;border-bottom-left-radius:2px}a.list-group-item{color:#555}a.list-group-item .list-group-item-heading{color:#333}a.list-group-item:hover,a.list-group-item:focus{text-decoration:none;color:#555;background-color:#f5f5f5}.list-group-item.disabled,.list-group-item.disabled:hover,.list-group-item.disabled:focus{background-color:#eee;color:#777;cursor:not-allowed}.list-group-item.disabled .list-group-item-heading,.list-group-item.disabled:hover .list-group-item-heading,.list-group-item.disabled:focus .list-group-item-heading{color:inherit}.list-group-item.disabled .list-group-item-text,.list-group-item.disabled:hover .list-group-item-text,.list-group-item.disabled:focus .list-group-item-text{color:#777}.list-group-item.active,.list-group-item.active:hover,.list-group-item.active:focus{z-index:2;color:#fff;background-color:#337ab7;border-color:#337ab7}.list-group-item.active .list-group-item-heading,.list-group-item.active:hover .list-group-item-heading,.list-group-item.active:focus .list-group-item-heading,.list-group-item.active .list-group-item-heading>small,.list-group-item.active:hover .list-group-item-heading>small,.list-group-item.active:focus .list-group-item-heading>small,.list-group-item.active .list-group-item-heading>.small,.list-group-item.active:hover .list-group-item-heading>.small,.list-group-item.active:focus .list-group-item-heading>.small{color:inherit}.list-group-item.active .list-group-item-text,.list-group-item.active:hover .list-group-item-text,.list-group-item.active:focus .list-group-item-text{color:#c7ddef}.list-group-item-success{color:#3c763d;background-color:#dff0d8}a.list-group-item-success{color:#3c763d}a.list-group-item-success .list-group-item-heading{color:inherit}a.list-group-item-success:hover,a.list-group-item-success:focus{color:#3c763d;background-color:#d0e9c6}a.list-group-item-success.active,a.list-group-item-success.active:hover,a.list-group-item-success.active:focus{color:#fff;background-color:#3c763d;border-color:#3c763d}.list-group-item-info{color:#31708f;background-color:#d9edf7}a.list-group-item-info{color:#31708f}a.list-group-item-info .list-group-item-heading{color:inherit}a.list-group-item-info:hover,a.list-group-item-info:focus{color:#31708f;background-color:#c4e3f3}a.list-group-item-info.active,a.list-group-item-info.active:hover,a.list-group-item-info.active:focus{color:#fff;background-color:#31708f;border-color:#31708f}.list-group-item-warning{color:#8a6d3b;background-color:#fcf8e3}a.list-group-item-warning{color:#8a6d3b}a.list-group-item-warning .list-group-item-heading{color:inherit}a.list-group-item-warning:hover,a.list-group-item-warning:focus{color:#8a6d3b;background-color:#faf2cc}a.list-group-item-warning.active,a.list-group-item-warning.active:hover,a.list-group-item-warning.active:focus{color:#fff;background-color:#8a6d3b;border-color:#8a6d3b}.list-group-item-danger{color:#a94442;background-color:#f2dede}a.list-group-item-danger{color:#a94442}a.list-group-item-danger .list-group-item-heading{color:inherit}a.list-group-item-danger:hover,a.list-group-item-danger:focus{color:#a94442;background-color:#ebcccc}a.list-group-item-danger.active,a.list-group-item-danger.active:hover,a.list-group-item-danger.active:focus{color:#fff;background-color:#a94442;border-color:#a94442}.list-group-item-heading{margin-top:0;margin-bottom:5px}.list-group-item-text{margin-bottom:0;line-height:1.3}.panel{margin-bottom:18px;background-color:#fff;border:1px solid transparent;border-radius:2px;-webkit-box-shadow:0 1px 1px rgba(0,0,0,0.05);box-shadow:0 1px 1px rgba(0,0,0,0.05)}.panel-body{padding:15px}.panel-heading{padding:10px 15px;border-bottom:1px solid transparent;border-top-right-radius:1px;border-top-left-radius:1px}.panel-heading>.dropdown .dropdown-toggle{color:inherit}.panel-title{margin-top:0;margin-bottom:0;font-size:15px;color:inherit}.panel-title>a{color:inherit}.panel-footer{padding:10px 15px;background-color:#f5f5f5;border-top:1px solid #ddd;border-bottom-right-radius:1px;border-bottom-left-radius:1px}.panel>.list-group,.panel>.panel-collapse>.list-group{margin-bottom:0}.panel>.list-group .list-group-item,.panel>.panel-collapse>.list-group .list-group-item{border-width:1px 0;border-radius:0}.panel>.list-group:first-child .list-group-item:first-child,.panel>.panel-collapse>.list-group:first-child .list-group-item:first-child{border-top:0;border-top-right-radius:1px;border-top-left-radius:1px}.panel>.list-group:last-child .list-group-item:last-child,.panel>.panel-collapse>.list-group:last-child .list-group-item:last-child{border-bottom:0;border-bottom-right-radius:1px;border-bottom-left-radius:1px}.panel-heading+.list-group .list-group-item:first-child{border-top-width:0}.list-group+.panel-footer{border-top-width:0}.panel>.table,.panel>.table-responsive>.table,.panel>.panel-collapse>.table{margin-bottom:0}.panel>.table caption,.panel>.table-responsive>.table caption,.panel>.panel-collapse>.table caption{padding-left:15px;padding-right:15px}.panel>.table:first-child,.panel>.table-responsive:first-child>.table:first-child{border-top-right-radius:1px;border-top-left-radius:1px}.panel>.table:first-child>thead:first-child>tr:first-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child,.panel>.table:first-child>tbody:first-child>tr:first-child,.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child{border-top-left-radius:1px;border-top-right-radius:1px}.panel>.table:first-child>thead:first-child>tr:first-child td:first-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child td:first-child,.panel>.table:first-child>tbody:first-child>tr:first-child td:first-child,.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child td:first-child,.panel>.table:first-child>thead:first-child>tr:first-child th:first-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child th:first-child,.panel>.table:first-child>tbody:first-child>tr:first-child th:first-child,.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child th:first-child{border-top-left-radius:1px}.panel>.table:first-child>thead:first-child>tr:first-child td:last-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child td:last-child,.panel>.table:first-child>tbody:first-child>tr:first-child td:last-child,.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child td:last-child,.panel>.table:first-child>thead:first-child>tr:first-child th:last-child,.panel>.table-responsive:first-child>.table:first-child>thead:first-child>tr:first-child th:last-child,.panel>.table:first-child>tbody:first-child>tr:first-child th:last-child,.panel>.table-responsive:first-child>.table:first-child>tbody:first-child>tr:first-child th:last-child{border-top-right-radius:1px}.panel>.table:last-child,.panel>.table-responsive:last-child>.table:last-child{border-bottom-right-radius:1px;border-bottom-left-radius:1px}.panel>.table:last-child>tbody:last-child>tr:last-child,.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child,.panel>.table:last-child>tfoot:last-child>tr:last-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child{border-bottom-left-radius:1px;border-bottom-right-radius:1px}.panel>.table:last-child>tbody:last-child>tr:last-child td:first-child,.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child td:first-child,.panel>.table:last-child>tfoot:last-child>tr:last-child td:first-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child td:first-child,.panel>.table:last-child>tbody:last-child>tr:last-child th:first-child,.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child th:first-child,.panel>.table:last-child>tfoot:last-child>tr:last-child th:first-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child th:first-child{border-bottom-left-radius:1px}.panel>.table:last-child>tbody:last-child>tr:last-child td:last-child,.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child td:last-child,.panel>.table:last-child>tfoot:last-child>tr:last-child td:last-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child td:last-child,.panel>.table:last-child>tbody:last-child>tr:last-child th:last-child,.panel>.table-responsive:last-child>.table:last-child>tbody:last-child>tr:last-child th:last-child,.panel>.table:last-child>tfoot:last-child>tr:last-child th:last-child,.panel>.table-responsive:last-child>.table:last-child>tfoot:last-child>tr:last-child th:last-child{border-bottom-right-radius:1px}.panel>.panel-body+.table,.panel>.panel-body+.table-responsive,.panel>.table+.panel-body,.panel>.table-responsive+.panel-body{border-top:1px solid #ddd}.panel>.table>tbody:first-child>tr:first-child th,.panel>.table>tbody:first-child>tr:first-child td{border-top:0}.panel>.table-bordered,.panel>.table-responsive>.table-bordered{border:0}.panel>.table-bordered>thead>tr>th:first-child,.panel>.table-responsive>.table-bordered>thead>tr>th:first-child,.panel>.table-bordered>tbody>tr>th:first-child,.panel>.table-responsive>.table-bordered>tbody>tr>th:first-child,.panel>.table-bordered>tfoot>tr>th:first-child,.panel>.table-responsive>.table-bordered>tfoot>tr>th:first-child,.panel>.table-bordered>thead>tr>td:first-child,.panel>.table-responsive>.table-bordered>thead>tr>td:first-child,.panel>.table-bordered>tbody>tr>td:first-child,.panel>.table-responsive>.table-bordered>tbody>tr>td:first-child,.panel>.table-bordered>tfoot>tr>td:first-child,.panel>.table-responsive>.table-bordered>tfoot>tr>td:first-child{border-left:0}.panel>.table-bordered>thead>tr>th:last-child,.panel>.table-responsive>.table-bordered>thead>tr>th:last-child,.panel>.table-bordered>tbody>tr>th:last-child,.panel>.table-responsive>.table-bordered>tbody>tr>th:last-child,.panel>.table-bordered>tfoot>tr>th:last-child,.panel>.table-responsive>.table-bordered>tfoot>tr>th:last-child,.panel>.table-bordered>thead>tr>td:last-child,.panel>.table-responsive>.table-bordered>thead>tr>td:last-child,.panel>.table-bordered>tbody>tr>td:last-child,.panel>.table-responsive>.table-bordered>tbody>tr>td:last-child,.panel>.table-bordered>tfoot>tr>td:last-child,.panel>.table-responsive>.table-bordered>tfoot>tr>td:last-child{border-right:0}.panel>.table-bordered>thead>tr:first-child>td,.panel>.table-responsive>.table-bordered>thead>tr:first-child>td,.panel>.table-bordered>tbody>tr:first-child>td,.panel>.table-responsive>.table-bordered>tbody>tr:first-child>td,.panel>.table-bordered>thead>tr:first-child>th,.panel>.table-responsive>.table-bordered>thead>tr:first-child>th,.panel>.table-bordered>tbody>tr:first-child>th,.panel>.table-responsive>.table-bordered>tbody>tr:first-child>th{border-bottom:0}.panel>.table-bordered>tbody>tr:last-child>td,.panel>.table-responsive>.table-bordered>tbody>tr:last-child>td,.panel>.table-bordered>tfoot>tr:last-child>td,.panel>.table-responsive>.table-bordered>tfoot>tr:last-child>td,.panel>.table-bordered>tbody>tr:last-child>th,.panel>.table-responsive>.table-bordered>tbody>tr:last-child>th,.panel>.table-bordered>tfoot>tr:last-child>th,.panel>.table-responsive>.table-bordered>tfoot>tr:last-child>th{border-bottom:0}.panel>.table-responsive{border:0;margin-bottom:0}.panel-group{margin-bottom:18px}.panel-group .panel{margin-bottom:0;border-radius:2px}.panel-group .panel+.panel{margin-top:5px}.panel-group .panel-heading{border-bottom:0}.panel-group .panel-heading+.panel-collapse>.panel-body,.panel-group .panel-heading+.panel-collapse>.list-group{border-top:1px solid #ddd}.panel-group .panel-footer{border-top:0}.panel-group .panel-footer+.panel-collapse .panel-body{border-bottom:1px solid #ddd}.panel-default{border-color:#ddd}.panel-default>.panel-heading{color:#333;background-color:#f5f5f5;border-color:#ddd}.panel-default>.panel-heading+.panel-collapse>.panel-body{border-top-color:#ddd}.panel-default>.panel-heading .badge{color:#f5f5f5;background-color:#333}.panel-default>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#ddd}.panel-primary{border-color:#337ab7}.panel-primary>.panel-heading{color:#fff;background-color:#337ab7;border-color:#337ab7}.panel-primary>.panel-heading+.panel-collapse>.panel-body{border-top-color:#337ab7}.panel-primary>.panel-heading .badge{color:#337ab7;background-color:#fff}.panel-primary>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#337ab7}.panel-success{border-color:#d6e9c6}.panel-success>.panel-heading{color:#3c763d;background-color:#dff0d8;border-color:#d6e9c6}.panel-success>.panel-heading+.panel-collapse>.panel-body{border-top-color:#d6e9c6}.panel-success>.panel-heading .badge{color:#dff0d8;background-color:#3c763d}.panel-success>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#d6e9c6}.panel-info{border-color:#bce8f1}.panel-info>.panel-heading{color:#31708f;background-color:#d9edf7;border-color:#bce8f1}.panel-info>.panel-heading+.panel-collapse>.panel-body{border-top-color:#bce8f1}.panel-info>.panel-heading .badge{color:#d9edf7;background-color:#31708f}.panel-info>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#bce8f1}.panel-warning{border-color:#faebcc}.panel-warning>.panel-heading{color:#8a6d3b;background-color:#fcf8e3;border-color:#faebcc}.panel-warning>.panel-heading+.panel-collapse>.panel-body{border-top-color:#faebcc}.panel-warning>.panel-heading .badge{color:#fcf8e3;background-color:#8a6d3b}.panel-warning>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#faebcc}.panel-danger{border-color:#ebccd1}.panel-danger>.panel-heading{color:#a94442;background-color:#f2dede;border-color:#ebccd1}.panel-danger>.panel-heading+.panel-collapse>.panel-body{border-top-color:#ebccd1}.panel-danger>.panel-heading .badge{color:#f2dede;background-color:#a94442}.panel-danger>.panel-footer+.panel-collapse>.panel-body{border-bottom-color:#ebccd1}.embed-responsive{position:relative;display:block;height:0;padding:0;overflow:hidden}.embed-responsive .embed-responsive-item,.embed-responsive iframe,.embed-responsive embed,.embed-responsive object,.embed-responsive video{position:absolute;top:0;left:0;bottom:0;height:100%;width:100%;border:0}.embed-responsive.embed-responsive-16by9{padding-bottom:56.25%}.embed-responsive.embed-responsive-4by3{padding-bottom:75%}.well{min-height:20px;padding:19px;margin-bottom:20px;background-color:#f5f5f5;border:1px solid #e3e3e3;border-radius:2px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.05);box-shadow:inset 0 1px 1px rgba(0,0,0,0.05)}.well blockquote{border-color:#ddd;border-color:rgba(0,0,0,0.15)}.well-lg{padding:24px;border-radius:3px}.well-sm{padding:9px;border-radius:1px}.close{float:right;font-size:19.5px;font-weight:bold;line-height:1;color:#000;text-shadow:0 1px 0 #fff;opacity:.2;filter:alpha(opacity=20)}.close:hover,.close:focus{color:#000;text-decoration:none;cursor:pointer;opacity:.5;filter:alpha(opacity=50)}button.close{padding:0;cursor:pointer;background:transparent;border:0;-webkit-appearance:none}.modal-open{overflow:hidden}.modal{display:none;overflow:hidden;position:fixed;top:0;right:0;bottom:0;left:0;z-index:1040;-webkit-overflow-scrolling:touch;outline:0}.modal.fade .modal-dialog{-webkit-transform:translate(0, -25%);-ms-transform:translate(0, -25%);-o-transform:translate(0, -25%);transform:translate(0, -25%);-webkit-transition:-webkit-transform 0.3s ease-out;-moz-transition:-moz-transform 0.3s ease-out;-o-transition:-o-transform 0.3s ease-out;transition:transform 0.3s ease-out}.modal.in .modal-dialog{-webkit-transform:translate(0, 0);-ms-transform:translate(0, 0);-o-transform:translate(0, 0);transform:translate(0, 0)}.modal-open .modal{overflow-x:hidden;overflow-y:auto}.modal-dialog{position:relative;width:auto;margin:10px}.modal-content{position:relative;background-color:#fff;border:1px solid #999;border:1px solid rgba(0,0,0,0.2);border-radius:3px;-webkit-box-shadow:0 3px 9px rgba(0,0,0,0.5);box-shadow:0 3px 9px rgba(0,0,0,0.5);background-clip:padding-box;outline:0}.modal-backdrop{position:absolute;top:0;right:0;left:0;background-color:#000}.modal-backdrop.fade{opacity:0;filter:alpha(opacity=0)}.modal-backdrop.in{opacity:.5;filter:alpha(opacity=50)}.modal-header{padding:15px;border-bottom:1px solid #e5e5e5;min-height:16.42857143px}.modal-header .close{margin-top:-2px}.modal-title{margin:0;line-height:1.42857143}.modal-body{position:relative;padding:15px}.modal-footer{padding:15px;text-align:right;border-top:1px solid #e5e5e5}.modal-footer .btn+.btn{margin-left:5px;margin-bottom:0}.modal-footer .btn-group .btn+.btn{margin-left:-1px}.modal-footer .btn-block+.btn-block{margin-left:0}.modal-scrollbar-measure{position:absolute;top:-9999px;width:50px;height:50px;overflow:scroll}@media (min-width:768px){.modal-dialog{width:600px;margin:30px auto}.modal-content{-webkit-box-shadow:0 5px 15px rgba(0,0,0,0.5);box-shadow:0 5px 15px rgba(0,0,0,0.5)}.modal-sm{width:300px}}@media (min-width:992px){.modal-lg{width:900px}}.tooltip{position:absolute;z-index:1070;display:block;visibility:visible;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:12px;font-weight:normal;line-height:1.4;opacity:0;filter:alpha(opacity=0)}.tooltip.in{opacity:.9;filter:alpha(opacity=90)}.tooltip.top{margin-top:-3px;padding:5px 0}.tooltip.right{margin-left:3px;padding:0 5px}.tooltip.bottom{margin-top:3px;padding:5px 0}.tooltip.left{margin-left:-3px;padding:0 5px}.tooltip-inner{max-width:200px;padding:3px 8px;color:#fff;text-align:center;text-decoration:none;background-color:#000;border-radius:2px}.tooltip-arrow{position:absolute;width:0;height:0;border-color:transparent;border-style:solid}.tooltip.top .tooltip-arrow{bottom:0;left:50%;margin-left:-5px;border-width:5px 5px 0;border-top-color:#000}.tooltip.top-left .tooltip-arrow{bottom:0;right:5px;margin-bottom:-5px;border-width:5px 5px 0;border-top-color:#000}.tooltip.top-right .tooltip-arrow{bottom:0;left:5px;margin-bottom:-5px;border-width:5px 5px 0;border-top-color:#000}.tooltip.right .tooltip-arrow{top:50%;left:0;margin-top:-5px;border-width:5px 5px 5px 0;border-right-color:#000}.tooltip.left .tooltip-arrow{top:50%;right:0;margin-top:-5px;border-width:5px 0 5px 5px;border-left-color:#000}.tooltip.bottom .tooltip-arrow{top:0;left:50%;margin-left:-5px;border-width:0 5px 5px;border-bottom-color:#000}.tooltip.bottom-left .tooltip-arrow{top:0;right:5px;margin-top:-5px;border-width:0 5px 5px;border-bottom-color:#000}.tooltip.bottom-right .tooltip-arrow{top:0;left:5px;margin-top:-5px;border-width:0 5px 5px;border-bottom-color:#000}.popover{position:absolute;top:0;left:0;z-index:1060;display:none;max-width:276px;padding:1px;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif;font-size:13px;font-weight:normal;line-height:1.42857143;text-align:left;background-color:#fff;background-clip:padding-box;border:1px solid #ccc;border:1px solid rgba(0,0,0,0.2);border-radius:3px;-webkit-box-shadow:0 5px 10px rgba(0,0,0,0.2);box-shadow:0 5px 10px rgba(0,0,0,0.2);white-space:normal}.popover.top{margin-top:-10px}.popover.right{margin-left:10px}.popover.bottom{margin-top:10px}.popover.left{margin-left:-10px}.popover-title{margin:0;padding:8px 14px;font-size:13px;background-color:#f7f7f7;border-bottom:1px solid #ebebeb;border-radius:2px 2px 0 0}.popover-content{padding:9px 14px}.popover>.arrow,.popover>.arrow:after{position:absolute;display:block;width:0;height:0;border-color:transparent;border-style:solid}.popover>.arrow{border-width:11px}.popover>.arrow:after{border-width:10px;content:""}.popover.top>.arrow{left:50%;margin-left:-11px;border-bottom-width:0;border-top-color:#999;border-top-color:rgba(0,0,0,0.25);bottom:-11px}.popover.top>.arrow:after{content:" ";bottom:1px;margin-left:-10px;border-bottom-width:0;border-top-color:#fff}.popover.right>.arrow{top:50%;left:-11px;margin-top:-11px;border-left-width:0;border-right-color:#999;border-right-color:rgba(0,0,0,0.25)}.popover.right>.arrow:after{content:" ";left:1px;bottom:-10px;border-left-width:0;border-right-color:#fff}.popover.bottom>.arrow{left:50%;margin-left:-11px;border-top-width:0;border-bottom-color:#999;border-bottom-color:rgba(0,0,0,0.25);top:-11px}.popover.bottom>.arrow:after{content:" ";top:1px;margin-left:-10px;border-top-width:0;border-bottom-color:#fff}.popover.left>.arrow{top:50%;right:-11px;margin-top:-11px;border-right-width:0;border-left-color:#999;border-left-color:rgba(0,0,0,0.25)}.popover.left>.arrow:after{content:" ";right:1px;border-right-width:0;border-left-color:#fff;bottom:-10px}.carousel{position:relative}.carousel-inner{position:relative;overflow:hidden;width:100%}.carousel-inner>.item{display:none;position:relative;-webkit-transition:.6s ease-in-out left;-o-transition:.6s ease-in-out left;transition:.6s ease-in-out left}.carousel-inner>.item>img,.carousel-inner>.item>a>img{line-height:1}@media all and (transform-3d),(-webkit-transform-3d){.carousel-inner>.item{transition:transform .6s ease-in-out;backface-visibility:hidden;perspective:1000}.carousel-inner>.item.next,.carousel-inner>.item.active.right{transform:translate3d(100%, 0, 0);left:0}.carousel-inner>.item.prev,.carousel-inner>.item.active.left{transform:translate3d(-100%, 0, 0);left:0}.carousel-inner>.item.next.left,.carousel-inner>.item.prev.right,.carousel-inner>.item.active{transform:translate3d(0, 0, 0);left:0}}.carousel-inner>.active,.carousel-inner>.next,.carousel-inner>.prev{display:block}.carousel-inner>.active{left:0}.carousel-inner>.next,.carousel-inner>.prev{position:absolute;top:0;width:100%}.carousel-inner>.next{left:100%}.carousel-inner>.prev{left:-100%}.carousel-inner>.next.left,.carousel-inner>.prev.right{left:0}.carousel-inner>.active.left{left:-100%}.carousel-inner>.active.right{left:100%}.carousel-control{position:absolute;top:0;left:0;bottom:0;width:15%;opacity:.5;filter:alpha(opacity=50);font-size:20px;color:#fff;text-align:center;text-shadow:0 1px 2px rgba(0,0,0,0.6)}.carousel-control.left{background-image:-webkit-linear-gradient(left, rgba(0,0,0,0.5) 0, rgba(0,0,0,0.0001) 100%);background-image:-o-linear-gradient(left, rgba(0,0,0,0.5) 0, rgba(0,0,0,0.0001) 100%);background-image:linear-gradient(to right, rgba(0,0,0,0.5) 0, rgba(0,0,0,0.0001) 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1)}.carousel-control.right{left:auto;right:0;background-image:-webkit-linear-gradient(left, rgba(0,0,0,0.0001) 0, rgba(0,0,0,0.5) 100%);background-image:-o-linear-gradient(left, rgba(0,0,0,0.0001) 0, rgba(0,0,0,0.5) 100%);background-image:linear-gradient(to right, rgba(0,0,0,0.0001) 0, rgba(0,0,0,0.5) 100%);background-repeat:repeat-x;filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1)}.carousel-control:hover,.carousel-control:focus{outline:0;color:#fff;text-decoration:none;opacity:.9;filter:alpha(opacity=90)}.carousel-control .icon-prev,.carousel-control .icon-next,.carousel-control .glyphicon-chevron-left,.carousel-control .glyphicon-chevron-right{position:absolute;top:50%;z-index:5;display:inline-block}.carousel-control .icon-prev,.carousel-control .glyphicon-chevron-left{left:50%;margin-left:-10px}.carousel-control .icon-next,.carousel-control .glyphicon-chevron-right{right:50%;margin-right:-10px}.carousel-control .icon-prev,.carousel-control .icon-next{width:20px;height:20px;margin-top:-10px;font-family:serif}.carousel-control .icon-prev:before{content:'\2039'}.carousel-control .icon-next:before{content:'\203a'}.carousel-indicators{position:absolute;bottom:10px;left:50%;z-index:15;width:60%;margin-left:-30%;padding-left:0;list-style:none;text-align:center}.carousel-indicators li{display:inline-block;width:10px;height:10px;margin:1px;text-indent:-999px;border:1px solid #fff;border-radius:10px;cursor:pointer;background-color:#000 \9;background-color:rgba(0,0,0,0)}.carousel-indicators .active{margin:0;width:12px;height:12px;background-color:#fff}.carousel-caption{position:absolute;left:15%;right:15%;bottom:20px;z-index:10;padding-top:20px;padding-bottom:20px;color:#fff;text-align:center;text-shadow:0 1px 2px rgba(0,0,0,0.6)}.carousel-caption .btn{text-shadow:none}@media screen and (min-width:768px){.carousel-control .glyphicon-chevron-left,.carousel-control .glyphicon-chevron-right,.carousel-control .icon-prev,.carousel-control .icon-next{width:30px;height:30px;margin-top:-15px;font-size:30px}.carousel-control .glyphicon-chevron-left,.carousel-control .icon-prev{margin-left:-15px}.carousel-control .glyphicon-chevron-right,.carousel-control .icon-next{margin-right:-15px}.carousel-caption{left:20%;right:20%;padding-bottom:30px}.carousel-indicators{bottom:20px}}.clearfix:before,.clearfix:after,.dl-horizontal dd:before,.dl-horizontal dd:after,.container:before,.container:after,.container-fluid:before,.container-fluid:after,.row:before,.row:after,.form-horizontal .form-group:before,.form-horizontal .form-group:after,.btn-toolbar:before,.btn-toolbar:after,.btn-group-vertical>.btn-group:before,.btn-group-vertical>.btn-group:after,.nav:before,.nav:after,.navbar:before,.navbar:after,.navbar-header:before,.navbar-header:after,.navbar-collapse:before,.navbar-collapse:after,.pager:before,.pager:after,.panel-body:before,.panel-body:after,.modal-footer:before,.modal-footer:after,.item_buttons:before,.item_buttons:after{content:" ";display:table}.clearfix:after,.dl-horizontal dd:after,.container:after,.container-fluid:after,.row:after,.form-horizontal .form-group:after,.btn-toolbar:after,.btn-group-vertical>.btn-group:after,.nav:after,.navbar:after,.navbar-header:after,.navbar-collapse:after,.pager:after,.panel-body:after,.modal-footer:after,.item_buttons:after{clear:both}.center-block{display:block;margin-left:auto;margin-right:auto}.pull-right{float:right !important}.pull-left{float:left !important}.hide{display:none !important}.show{display:block !important}.invisible{visibility:hidden}.text-hide{font:0/0 a;color:transparent;text-shadow:none;background-color:transparent;border:0}.hidden{display:none !important;visibility:hidden !important}.affix{position:fixed}@-ms-viewport{width:device-width}.visible-xs,.visible-sm,.visible-md,.visible-lg{display:none !important}.visible-xs-block,.visible-xs-inline,.visible-xs-inline-block,.visible-sm-block,.visible-sm-inline,.visible-sm-inline-block,.visible-md-block,.visible-md-inline,.visible-md-inline-block,.visible-lg-block,.visible-lg-inline,.visible-lg-inline-block{display:none !important}@media (max-width:767px){.visible-xs{display:block !important}table.visible-xs{display:table}tr.visible-xs{display:table-row !important}th.visible-xs,td.visible-xs{display:table-cell !important}}@media (max-width:767px){.visible-xs-block{display:block !important}}@media (max-width:767px){.visible-xs-inline{display:inline !important}}@media (max-width:767px){.visible-xs-inline-block{display:inline-block !important}}@media (min-width:768px) and (max-width:991px){.visible-sm{display:block !important}table.visible-sm{display:table}tr.visible-sm{display:table-row !important}th.visible-sm,td.visible-sm{display:table-cell !important}}@media (min-width:768px) and (max-width:991px){.visible-sm-block{display:block !important}}@media (min-width:768px) and (max-width:991px){.visible-sm-inline{display:inline !important}}@media (min-width:768px) and (max-width:991px){.visible-sm-inline-block{display:inline-block !important}}@media (min-width:992px) and (max-width:1199px){.visible-md{display:block !important}table.visible-md{display:table}tr.visible-md{display:table-row !important}th.visible-md,td.visible-md{display:table-cell !important}}@media (min-width:992px) and (max-width:1199px){.visible-md-block{display:block !important}}@media (min-width:992px) and (max-width:1199px){.visible-md-inline{display:inline !important}}@media (min-width:992px) and (max-width:1199px){.visible-md-inline-block{display:inline-block !important}}@media (min-width:1200px){.visible-lg{display:block !important}table.visible-lg{display:table}tr.visible-lg{display:table-row !important}th.visible-lg,td.visible-lg{display:table-cell !important}}@media (min-width:1200px){.visible-lg-block{display:block !important}}@media (min-width:1200px){.visible-lg-inline{display:inline !important}}@media (min-width:1200px){.visible-lg-inline-block{display:inline-block !important}}@media (max-width:767px){.hidden-xs{display:none !important}}@media (min-width:768px) and (max-width:991px){.hidden-sm{display:none !important}}@media (min-width:992px) and (max-width:1199px){.hidden-md{display:none !important}}@media (min-width:1200px){.hidden-lg{display:none !important}}.visible-print{display:none !important}@media print{.visible-print{display:block !important}table.visible-print{display:table}tr.visible-print{display:table-row !important}th.visible-print,td.visible-print{display:table-cell !important}}.visible-print-block{display:none !important}@media print{.visible-print-block{display:block !important}}.visible-print-inline{display:none !important}@media print{.visible-print-inline{display:inline !important}}.visible-print-inline-block{display:none !important}@media print{.visible-print-inline-block{display:inline-block !important}}@media print{.hidden-print{display:none !important}}/*!
*
* Font Awesome
*
*//*!
* Font Awesome 4.3.0 by @davegandy - http://fontawesome.io - @fontawesome
* License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
*/@font-face{font-family:'FontAwesome';src:url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.3.0');src:url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.3.0') format('embedded-opentype'),url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.3.0') format('woff2'),url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.3.0') format('woff'),url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.3.0') format('truetype'),url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.3.0#fontawesomeregular') format('svg');font-weight:normal;font-style:normal}.fa{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0)}.fa-lg{font-size:1.33333333em;line-height:.75em;vertical-align:-15%}.fa-2x{font-size:2em}.fa-3x{font-size:3em}.fa-4x{font-size:4em}.fa-5x{font-size:5em}.fa-fw{width:1.28571429em;text-align:center}.fa-ul{padding-left:0;margin-left:2.14285714em;list-style-type:none}.fa-ul>li{position:relative}.fa-li{position:absolute;left:-2.14285714em;width:2.14285714em;top:.14285714em;text-align:center}.fa-li.fa-lg{left:-1.85714286em}.fa-border{padding:.2em .25em .15em;border:solid .08em #eee;border-radius:.1em}.pull-right{float:right}.pull-left{float:left}.fa.pull-left{margin-right:.3em}.fa.pull-right{margin-left:.3em}.fa-spin{-webkit-animation:fa-spin 2s infinite linear;animation:fa-spin 2s infinite linear}.fa-pulse{-webkit-animation:fa-spin 1s infinite steps(8);animation:fa-spin 1s infinite steps(8)}@-webkit-keyframes fa-spin{0%{-webkit-transform:rotate(0deg);transform:rotate(0deg)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}@keyframes fa-spin{0%{-webkit-transform:rotate(0deg);transform:rotate(0deg)}100%{-webkit-transform:rotate(359deg);transform:rotate(359deg)}}.fa-rotate-90{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=1);-webkit-transform:rotate(90deg);-ms-transform:rotate(90deg);transform:rotate(90deg)}.fa-rotate-180{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=2);-webkit-transform:rotate(180deg);-ms-transform:rotate(180deg);transform:rotate(180deg)}.fa-rotate-270{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=3);-webkit-transform:rotate(270deg);-ms-transform:rotate(270deg);transform:rotate(270deg)}.fa-flip-horizontal{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);-webkit-transform:scale(-1, 1);-ms-transform:scale(-1, 1);transform:scale(-1, 1)}.fa-flip-vertical{filter:progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);-webkit-transform:scale(1, -1);-ms-transform:scale(1, -1);transform:scale(1, -1)}:root .fa-rotate-90,:root .fa-rotate-180,:root .fa-rotate-270,:root .fa-flip-horizontal,:root .fa-flip-vertical{filter:none}.fa-stack{position:relative;display:inline-block;width:2em;height:2em;line-height:2em;vertical-align:middle}.fa-stack-1x,.fa-stack-2x{position:absolute;left:0;width:100%;text-align:center}.fa-stack-1x{line-height:inherit}.fa-stack-2x{font-size:2em}.fa-inverse{color:#fff}.fa-glass:before{content:"\f000"}.fa-music:before{content:"\f001"}.fa-search:before{content:"\f002"}.fa-envelope-o:before{content:"\f003"}.fa-heart:before{content:"\f004"}.fa-star:before{content:"\f005"}.fa-star-o:before{content:"\f006"}.fa-user:before{content:"\f007"}.fa-film:before{content:"\f008"}.fa-th-large:before{content:"\f009"}.fa-th:before{content:"\f00a"}.fa-th-list:before{content:"\f00b"}.fa-check:before{content:"\f00c"}.fa-remove:before,.fa-close:before,.fa-times:before{content:"\f00d"}.fa-search-plus:before{content:"\f00e"}.fa-search-minus:before{content:"\f010"}.fa-power-off:before{content:"\f011"}.fa-signal:before{content:"\f012"}.fa-gear:before,.fa-cog:before{content:"\f013"}.fa-trash-o:before{content:"\f014"}.fa-home:before{content:"\f015"}.fa-file-o:before{content:"\f016"}.fa-clock-o:before{content:"\f017"}.fa-road:before{content:"\f018"}.fa-download:before{content:"\f019"}.fa-arrow-circle-o-down:before{content:"\f01a"}.fa-arrow-circle-o-up:before{content:"\f01b"}.fa-inbox:before{content:"\f01c"}.fa-play-circle-o:before{content:"\f01d"}.fa-rotate-right:before,.fa-repeat:before{content:"\f01e"}.fa-refresh:before{content:"\f021"}.fa-list-alt:before{content:"\f022"}.fa-lock:before{content:"\f023"}.fa-flag:before{content:"\f024"}.fa-headphones:before{content:"\f025"}.fa-volume-off:before{content:"\f026"}.fa-volume-down:before{content:"\f027"}.fa-volume-up:before{content:"\f028"}.fa-qrcode:before{content:"\f029"}.fa-barcode:before{content:"\f02a"}.fa-tag:before{content:"\f02b"}.fa-tags:before{content:"\f02c"}.fa-book:before{content:"\f02d"}.fa-bookmark:before{content:"\f02e"}.fa-print:before{content:"\f02f"}.fa-camera:before{content:"\f030"}.fa-font:before{content:"\f031"}.fa-bold:before{content:"\f032"}.fa-italic:before{content:"\f033"}.fa-text-height:before{content:"\f034"}.fa-text-width:before{content:"\f035"}.fa-align-left:before{content:"\f036"}.fa-align-center:before{content:"\f037"}.fa-align-right:before{content:"\f038"}.fa-align-justify:before{content:"\f039"}.fa-list:before{content:"\f03a"}.fa-dedent:before,.fa-outdent:before{content:"\f03b"}.fa-indent:before{content:"\f03c"}.fa-video-camera:before{content:"\f03d"}.fa-photo:before,.fa-image:before,.fa-picture-o:before{content:"\f03e"}.fa-pencil:before{content:"\f040"}.fa-map-marker:before{content:"\f041"}.fa-adjust:before{content:"\f042"}.fa-tint:before{content:"\f043"}.fa-edit:before,.fa-pencil-square-o:before{content:"\f044"}.fa-share-square-o:before{content:"\f045"}.fa-check-square-o:before{content:"\f046"}.fa-arrows:before{content:"\f047"}.fa-step-backward:before{content:"\f048"}.fa-fast-backward:before{content:"\f049"}.fa-backward:before{content:"\f04a"}.fa-play:before{content:"\f04b"}.fa-pause:before{content:"\f04c"}.fa-stop:before{content:"\f04d"}.fa-forward:before{content:"\f04e"}.fa-fast-forward:before{content:"\f050"}.fa-step-forward:before{content:"\f051"}.fa-eject:before{content:"\f052"}.fa-chevron-left:before{content:"\f053"}.fa-chevron-right:before{content:"\f054"}.fa-plus-circle:before{content:"\f055"}.fa-minus-circle:before{content:"\f056"}.fa-times-circle:before{content:"\f057"}.fa-check-circle:before{content:"\f058"}.fa-question-circle:before{content:"\f059"}.fa-info-circle:before{content:"\f05a"}.fa-crosshairs:before{content:"\f05b"}.fa-times-circle-o:before{content:"\f05c"}.fa-check-circle-o:before{content:"\f05d"}.fa-ban:before{content:"\f05e"}.fa-arrow-left:before{content:"\f060"}.fa-arrow-right:before{content:"\f061"}.fa-arrow-up:before{content:"\f062"}.fa-arrow-down:before{content:"\f063"}.fa-mail-forward:before,.fa-share:before{content:"\f064"}.fa-expand:before{content:"\f065"}.fa-compress:before{content:"\f066"}.fa-plus:before{content:"\f067"}.fa-minus:before{content:"\f068"}.fa-asterisk:before{content:"\f069"}.fa-exclamation-circle:before{content:"\f06a"}.fa-gift:before{content:"\f06b"}.fa-leaf:before{content:"\f06c"}.fa-fire:before{content:"\f06d"}.fa-eye:before{content:"\f06e"}.fa-eye-slash:before{content:"\f070"}.fa-warning:before,.fa-exclamation-triangle:before{content:"\f071"}.fa-plane:before{content:"\f072"}.fa-calendar:before{content:"\f073"}.fa-random:before{content:"\f074"}.fa-comment:before{content:"\f075"}.fa-magnet:before{content:"\f076"}.fa-chevron-up:before{content:"\f077"}.fa-chevron-down:before{content:"\f078"}.fa-retweet:before{content:"\f079"}.fa-shopping-cart:before{content:"\f07a"}.fa-folder:before{content:"\f07b"}.fa-folder-open:before{content:"\f07c"}.fa-arrows-v:before{content:"\f07d"}.fa-arrows-h:before{content:"\f07e"}.fa-bar-chart-o:before,.fa-bar-chart:before{content:"\f080"}.fa-twitter-square:before{content:"\f081"}.fa-facebook-square:before{content:"\f082"}.fa-camera-retro:before{content:"\f083"}.fa-key:before{content:"\f084"}.fa-gears:before,.fa-cogs:before{content:"\f085"}.fa-comments:before{content:"\f086"}.fa-thumbs-o-up:before{content:"\f087"}.fa-thumbs-o-down:before{content:"\f088"}.fa-star-half:before{content:"\f089"}.fa-heart-o:before{content:"\f08a"}.fa-sign-out:before{content:"\f08b"}.fa-linkedin-square:before{content:"\f08c"}.fa-thumb-tack:before{content:"\f08d"}.fa-external-link:before{content:"\f08e"}.fa-sign-in:before{content:"\f090"}.fa-trophy:before{content:"\f091"}.fa-github-square:before{content:"\f092"}.fa-upload:before{content:"\f093"}.fa-lemon-o:before{content:"\f094"}.fa-phone:before{content:"\f095"}.fa-square-o:before{content:"\f096"}.fa-bookmark-o:before{content:"\f097"}.fa-phone-square:before{content:"\f098"}.fa-twitter:before{content:"\f099"}.fa-facebook-f:before,.fa-facebook:before{content:"\f09a"}.fa-github:before{content:"\f09b"}.fa-unlock:before{content:"\f09c"}.fa-credit-card:before{content:"\f09d"}.fa-rss:before{content:"\f09e"}.fa-hdd-o:before{content:"\f0a0"}.fa-bullhorn:before{content:"\f0a1"}.fa-bell:before{content:"\f0f3"}.fa-certificate:before{content:"\f0a3"}.fa-hand-o-right:before{content:"\f0a4"}.fa-hand-o-left:before{content:"\f0a5"}.fa-hand-o-up:before{content:"\f0a6"}.fa-hand-o-down:before{content:"\f0a7"}.fa-arrow-circle-left:before{content:"\f0a8"}.fa-arrow-circle-right:before{content:"\f0a9"}.fa-arrow-circle-up:before{content:"\f0aa"}.fa-arrow-circle-down:before{content:"\f0ab"}.fa-globe:before{content:"\f0ac"}.fa-wrench:before{content:"\f0ad"}.fa-tasks:before{content:"\f0ae"}.fa-filter:before{content:"\f0b0"}.fa-briefcase:before{content:"\f0b1"}.fa-arrows-alt:before{content:"\f0b2"}.fa-group:before,.fa-users:before{content:"\f0c0"}.fa-chain:before,.fa-link:before{content:"\f0c1"}.fa-cloud:before{content:"\f0c2"}.fa-flask:before{content:"\f0c3"}.fa-cut:before,.fa-scissors:before{content:"\f0c4"}.fa-copy:before,.fa-files-o:before{content:"\f0c5"}.fa-paperclip:before{content:"\f0c6"}.fa-save:before,.fa-floppy-o:before{content:"\f0c7"}.fa-square:before{content:"\f0c8"}.fa-navicon:before,.fa-reorder:before,.fa-bars:before{content:"\f0c9"}.fa-list-ul:before{content:"\f0ca"}.fa-list-ol:before{content:"\f0cb"}.fa-strikethrough:before{content:"\f0cc"}.fa-underline:before{content:"\f0cd"}.fa-table:before{content:"\f0ce"}.fa-magic:before{content:"\f0d0"}.fa-truck:before{content:"\f0d1"}.fa-pinterest:before{content:"\f0d2"}.fa-pinterest-square:before{content:"\f0d3"}.fa-google-plus-square:before{content:"\f0d4"}.fa-google-plus:before{content:"\f0d5"}.fa-money:before{content:"\f0d6"}.fa-caret-down:before{content:"\f0d7"}.fa-caret-up:before{content:"\f0d8"}.fa-caret-left:before{content:"\f0d9"}.fa-caret-right:before{content:"\f0da"}.fa-columns:before{content:"\f0db"}.fa-unsorted:before,.fa-sort:before{content:"\f0dc"}.fa-sort-down:before,.fa-sort-desc:before{content:"\f0dd"}.fa-sort-up:before,.fa-sort-asc:before{content:"\f0de"}.fa-envelope:before{content:"\f0e0"}.fa-linkedin:before{content:"\f0e1"}.fa-rotate-left:before,.fa-undo:before{content:"\f0e2"}.fa-legal:before,.fa-gavel:before{content:"\f0e3"}.fa-dashboard:before,.fa-tachometer:before{content:"\f0e4"}.fa-comment-o:before{content:"\f0e5"}.fa-comments-o:before{content:"\f0e6"}.fa-flash:before,.fa-bolt:before{content:"\f0e7"}.fa-sitemap:before{content:"\f0e8"}.fa-umbrella:before{content:"\f0e9"}.fa-paste:before,.fa-clipboard:before{content:"\f0ea"}.fa-lightbulb-o:before{content:"\f0eb"}.fa-exchange:before{content:"\f0ec"}.fa-cloud-download:before{content:"\f0ed"}.fa-cloud-upload:before{content:"\f0ee"}.fa-user-md:before{content:"\f0f0"}.fa-stethoscope:before{content:"\f0f1"}.fa-suitcase:before{content:"\f0f2"}.fa-bell-o:before{content:"\f0a2"}.fa-coffee:before{content:"\f0f4"}.fa-cutlery:before{content:"\f0f5"}.fa-file-text-o:before{content:"\f0f6"}.fa-building-o:before{content:"\f0f7"}.fa-hospital-o:before{content:"\f0f8"}.fa-ambulance:before{content:"\f0f9"}.fa-medkit:before{content:"\f0fa"}.fa-fighter-jet:before{content:"\f0fb"}.fa-beer:before{content:"\f0fc"}.fa-h-square:before{content:"\f0fd"}.fa-plus-square:before{content:"\f0fe"}.fa-angle-double-left:before{content:"\f100"}.fa-angle-double-right:before{content:"\f101"}.fa-angle-double-up:before{content:"\f102"}.fa-angle-double-down:before{content:"\f103"}.fa-angle-left:before{content:"\f104"}.fa-angle-right:before{content:"\f105"}.fa-angle-up:before{content:"\f106"}.fa-angle-down:before{content:"\f107"}.fa-desktop:before{content:"\f108"}.fa-laptop:before{content:"\f109"}.fa-tablet:before{content:"\f10a"}.fa-mobile-phone:before,.fa-mobile:before{content:"\f10b"}.fa-circle-o:before{content:"\f10c"}.fa-quote-left:before{content:"\f10d"}.fa-quote-right:before{content:"\f10e"}.fa-spinner:before{content:"\f110"}.fa-circle:before{content:"\f111"}.fa-mail-reply:before,.fa-reply:before{content:"\f112"}.fa-github-alt:before{content:"\f113"}.fa-folder-o:before{content:"\f114"}.fa-folder-open-o:before{content:"\f115"}.fa-smile-o:before{content:"\f118"}.fa-frown-o:before{content:"\f119"}.fa-meh-o:before{content:"\f11a"}.fa-gamepad:before{content:"\f11b"}.fa-keyboard-o:before{content:"\f11c"}.fa-flag-o:before{content:"\f11d"}.fa-flag-checkered:before{content:"\f11e"}.fa-terminal:before{content:"\f120"}.fa-code:before{content:"\f121"}.fa-mail-reply-all:before,.fa-reply-all:before{content:"\f122"}.fa-star-half-empty:before,.fa-star-half-full:before,.fa-star-half-o:before{content:"\f123"}.fa-location-arrow:before{content:"\f124"}.fa-crop:before{content:"\f125"}.fa-code-fork:before{content:"\f126"}.fa-unlink:before,.fa-chain-broken:before{content:"\f127"}.fa-question:before{content:"\f128"}.fa-info:before{content:"\f129"}.fa-exclamation:before{content:"\f12a"}.fa-superscript:before{content:"\f12b"}.fa-subscript:before{content:"\f12c"}.fa-eraser:before{content:"\f12d"}.fa-puzzle-piece:before{content:"\f12e"}.fa-microphone:before{content:"\f130"}.fa-microphone-slash:before{content:"\f131"}.fa-shield:before{content:"\f132"}.fa-calendar-o:before{content:"\f133"}.fa-fire-extinguisher:before{content:"\f134"}.fa-rocket:before{content:"\f135"}.fa-maxcdn:before{content:"\f136"}.fa-chevron-circle-left:before{content:"\f137"}.fa-chevron-circle-right:before{content:"\f138"}.fa-chevron-circle-up:before{content:"\f139"}.fa-chevron-circle-down:before{content:"\f13a"}.fa-html5:before{content:"\f13b"}.fa-css3:before{content:"\f13c"}.fa-anchor:before{content:"\f13d"}.fa-unlock-alt:before{content:"\f13e"}.fa-bullseye:before{content:"\f140"}.fa-ellipsis-h:before{content:"\f141"}.fa-ellipsis-v:before{content:"\f142"}.fa-rss-square:before{content:"\f143"}.fa-play-circle:before{content:"\f144"}.fa-ticket:before{content:"\f145"}.fa-minus-square:before{content:"\f146"}.fa-minus-square-o:before{content:"\f147"}.fa-level-up:before{content:"\f148"}.fa-level-down:before{content:"\f149"}.fa-check-square:before{content:"\f14a"}.fa-pencil-square:before{content:"\f14b"}.fa-external-link-square:before{content:"\f14c"}.fa-share-square:before{content:"\f14d"}.fa-compass:before{content:"\f14e"}.fa-toggle-down:before,.fa-caret-square-o-down:before{content:"\f150"}.fa-toggle-up:before,.fa-caret-square-o-up:before{content:"\f151"}.fa-toggle-right:before,.fa-caret-square-o-right:before{content:"\f152"}.fa-euro:before,.fa-eur:before{content:"\f153"}.fa-gbp:before{content:"\f154"}.fa-dollar:before,.fa-usd:before{content:"\f155"}.fa-rupee:before,.fa-inr:before{content:"\f156"}.fa-cny:before,.fa-rmb:before,.fa-yen:before,.fa-jpy:before{content:"\f157"}.fa-ruble:before,.fa-rouble:before,.fa-rub:before{content:"\f158"}.fa-won:before,.fa-krw:before{content:"\f159"}.fa-bitcoin:before,.fa-btc:before{content:"\f15a"}.fa-file:before{content:"\f15b"}.fa-file-text:before{content:"\f15c"}.fa-sort-alpha-asc:before{content:"\f15d"}.fa-sort-alpha-desc:before{content:"\f15e"}.fa-sort-amount-asc:before{content:"\f160"}.fa-sort-amount-desc:before{content:"\f161"}.fa-sort-numeric-asc:before{content:"\f162"}.fa-sort-numeric-desc:before{content:"\f163"}.fa-thumbs-up:before{content:"\f164"}.fa-thumbs-down:before{content:"\f165"}.fa-youtube-square:before{content:"\f166"}.fa-youtube:before{content:"\f167"}.fa-xing:before{content:"\f168"}.fa-xing-square:before{content:"\f169"}.fa-youtube-play:before{content:"\f16a"}.fa-dropbox:before{content:"\f16b"}.fa-stack-overflow:before{content:"\f16c"}.fa-instagram:before{content:"\f16d"}.fa-flickr:before{content:"\f16e"}.fa-adn:before{content:"\f170"}.fa-bitbucket:before{content:"\f171"}.fa-bitbucket-square:before{content:"\f172"}.fa-tumblr:before{content:"\f173"}.fa-tumblr-square:before{content:"\f174"}.fa-long-arrow-down:before{content:"\f175"}.fa-long-arrow-up:before{content:"\f176"}.fa-long-arrow-left:before{content:"\f177"}.fa-long-arrow-right:before{content:"\f178"}.fa-apple:before{content:"\f179"}.fa-windows:before{content:"\f17a"}.fa-android:before{content:"\f17b"}.fa-linux:before{content:"\f17c"}.fa-dribbble:before{content:"\f17d"}.fa-skype:before{content:"\f17e"}.fa-foursquare:before{content:"\f180"}.fa-trello:before{content:"\f181"}.fa-female:before{content:"\f182"}.fa-male:before{content:"\f183"}.fa-gittip:before,.fa-gratipay:before{content:"\f184"}.fa-sun-o:before{content:"\f185"}.fa-moon-o:before{content:"\f186"}.fa-archive:before{content:"\f187"}.fa-bug:before{content:"\f188"}.fa-vk:before{content:"\f189"}.fa-weibo:before{content:"\f18a"}.fa-renren:before{content:"\f18b"}.fa-pagelines:before{content:"\f18c"}.fa-stack-exchange:before{content:"\f18d"}.fa-arrow-circle-o-right:before{content:"\f18e"}.fa-arrow-circle-o-left:before{content:"\f190"}.fa-toggle-left:before,.fa-caret-square-o-left:before{content:"\f191"}.fa-dot-circle-o:before{content:"\f192"}.fa-wheelchair:before{content:"\f193"}.fa-vimeo-square:before{content:"\f194"}.fa-turkish-lira:before,.fa-try:before{content:"\f195"}.fa-plus-square-o:before{content:"\f196"}.fa-space-shuttle:before{content:"\f197"}.fa-slack:before{content:"\f198"}.fa-envelope-square:before{content:"\f199"}.fa-wordpress:before{content:"\f19a"}.fa-openid:before{content:"\f19b"}.fa-institution:before,.fa-bank:before,.fa-university:before{content:"\f19c"}.fa-mortar-board:before,.fa-graduation-cap:before{content:"\f19d"}.fa-yahoo:before{content:"\f19e"}.fa-google:before{content:"\f1a0"}.fa-reddit:before{content:"\f1a1"}.fa-reddit-square:before{content:"\f1a2"}.fa-stumbleupon-circle:before{content:"\f1a3"}.fa-stumbleupon:before{content:"\f1a4"}.fa-delicious:before{content:"\f1a5"}.fa-digg:before{content:"\f1a6"}.fa-pied-piper:before{content:"\f1a7"}.fa-pied-piper-alt:before{content:"\f1a8"}.fa-drupal:before{content:"\f1a9"}.fa-joomla:before{content:"\f1aa"}.fa-language:before{content:"\f1ab"}.fa-fax:before{content:"\f1ac"}.fa-building:before{content:"\f1ad"}.fa-child:before{content:"\f1ae"}.fa-paw:before{content:"\f1b0"}.fa-spoon:before{content:"\f1b1"}.fa-cube:before{content:"\f1b2"}.fa-cubes:before{content:"\f1b3"}.fa-behance:before{content:"\f1b4"}.fa-behance-square:before{content:"\f1b5"}.fa-steam:before{content:"\f1b6"}.fa-steam-square:before{content:"\f1b7"}.fa-recycle:before{content:"\f1b8"}.fa-automobile:before,.fa-car:before{content:"\f1b9"}.fa-cab:before,.fa-taxi:before{content:"\f1ba"}.fa-tree:before{content:"\f1bb"}.fa-spotify:before{content:"\f1bc"}.fa-deviantart:before{content:"\f1bd"}.fa-soundcloud:before{content:"\f1be"}.fa-database:before{content:"\f1c0"}.fa-file-pdf-o:before{content:"\f1c1"}.fa-file-word-o:before{content:"\f1c2"}.fa-file-excel-o:before{content:"\f1c3"}.fa-file-powerpoint-o:before{content:"\f1c4"}.fa-file-photo-o:before,.fa-file-picture-o:before,.fa-file-image-o:before{content:"\f1c5"}.fa-file-zip-o:before,.fa-file-archive-o:before{content:"\f1c6"}.fa-file-sound-o:before,.fa-file-audio-o:before{content:"\f1c7"}.fa-file-movie-o:before,.fa-file-video-o:before{content:"\f1c8"}.fa-file-code-o:before{content:"\f1c9"}.fa-vine:before{content:"\f1ca"}.fa-codepen:before{content:"\f1cb"}.fa-jsfiddle:before{content:"\f1cc"}.fa-life-bouy:before,.fa-life-buoy:before,.fa-life-saver:before,.fa-support:before,.fa-life-ring:before{content:"\f1cd"}.fa-circle-o-notch:before{content:"\f1ce"}.fa-ra:before,.fa-rebel:before{content:"\f1d0"}.fa-ge:before,.fa-empire:before{content:"\f1d1"}.fa-git-square:before{content:"\f1d2"}.fa-git:before{content:"\f1d3"}.fa-hacker-news:before{content:"\f1d4"}.fa-tencent-weibo:before{content:"\f1d5"}.fa-qq:before{content:"\f1d6"}.fa-wechat:before,.fa-weixin:before{content:"\f1d7"}.fa-send:before,.fa-paper-plane:before{content:"\f1d8"}.fa-send-o:before,.fa-paper-plane-o:before{content:"\f1d9"}.fa-history:before{content:"\f1da"}.fa-genderless:before,.fa-circle-thin:before{content:"\f1db"}.fa-header:before{content:"\f1dc"}.fa-paragraph:before{content:"\f1dd"}.fa-sliders:before{content:"\f1de"}.fa-share-alt:before{content:"\f1e0"}.fa-share-alt-square:before{content:"\f1e1"}.fa-bomb:before{content:"\f1e2"}.fa-soccer-ball-o:before,.fa-futbol-o:before{content:"\f1e3"}.fa-tty:before{content:"\f1e4"}.fa-binoculars:before{content:"\f1e5"}.fa-plug:before{content:"\f1e6"}.fa-slideshare:before{content:"\f1e7"}.fa-twitch:before{content:"\f1e8"}.fa-yelp:before{content:"\f1e9"}.fa-newspaper-o:before{content:"\f1ea"}.fa-wifi:before{content:"\f1eb"}.fa-calculator:before{content:"\f1ec"}.fa-paypal:before{content:"\f1ed"}.fa-google-wallet:before{content:"\f1ee"}.fa-cc-visa:before{content:"\f1f0"}.fa-cc-mastercard:before{content:"\f1f1"}.fa-cc-discover:before{content:"\f1f2"}.fa-cc-amex:before{content:"\f1f3"}.fa-cc-paypal:before{content:"\f1f4"}.fa-cc-stripe:before{content:"\f1f5"}.fa-bell-slash:before{content:"\f1f6"}.fa-bell-slash-o:before{content:"\f1f7"}.fa-trash:before{content:"\f1f8"}.fa-copyright:before{content:"\f1f9"}.fa-at:before{content:"\f1fa"}.fa-eyedropper:before{content:"\f1fb"}.fa-paint-brush:before{content:"\f1fc"}.fa-birthday-cake:before{content:"\f1fd"}.fa-area-chart:before{content:"\f1fe"}.fa-pie-chart:before{content:"\f200"}.fa-line-chart:before{content:"\f201"}.fa-lastfm:before{content:"\f202"}.fa-lastfm-square:before{content:"\f203"}.fa-toggle-off:before{content:"\f204"}.fa-toggle-on:before{content:"\f205"}.fa-bicycle:before{content:"\f206"}.fa-bus:before{content:"\f207"}.fa-ioxhost:before{content:"\f208"}.fa-angellist:before{content:"\f209"}.fa-cc:before{content:"\f20a"}.fa-shekel:before,.fa-sheqel:before,.fa-ils:before{content:"\f20b"}.fa-meanpath:before{content:"\f20c"}.fa-buysellads:before{content:"\f20d"}.fa-connectdevelop:before{content:"\f20e"}.fa-dashcube:before{content:"\f210"}.fa-forumbee:before{content:"\f211"}.fa-leanpub:before{content:"\f212"}.fa-sellsy:before{content:"\f213"}.fa-shirtsinbulk:before{content:"\f214"}.fa-simplybuilt:before{content:"\f215"}.fa-skyatlas:before{content:"\f216"}.fa-cart-plus:before{content:"\f217"}.fa-cart-arrow-down:before{content:"\f218"}.fa-diamond:before{content:"\f219"}.fa-ship:before{content:"\f21a"}.fa-user-secret:before{content:"\f21b"}.fa-motorcycle:before{content:"\f21c"}.fa-street-view:before{content:"\f21d"}.fa-heartbeat:before{content:"\f21e"}.fa-venus:before{content:"\f221"}.fa-mars:before{content:"\f222"}.fa-mercury:before{content:"\f223"}.fa-transgender:before{content:"\f224"}.fa-transgender-alt:before{content:"\f225"}.fa-venus-double:before{content:"\f226"}.fa-mars-double:before{content:"\f227"}.fa-venus-mars:before{content:"\f228"}.fa-mars-stroke:before{content:"\f229"}.fa-mars-stroke-v:before{content:"\f22a"}.fa-mars-stroke-h:before{content:"\f22b"}.fa-neuter:before{content:"\f22c"}.fa-facebook-official:before{content:"\f230"}.fa-pinterest-p:before{content:"\f231"}.fa-whatsapp:before{content:"\f232"}.fa-server:before{content:"\f233"}.fa-user-plus:before{content:"\f234"}.fa-user-times:before{content:"\f235"}.fa-hotel:before,.fa-bed:before{content:"\f236"}.fa-viacoin:before{content:"\f237"}.fa-train:before{content:"\f238"}.fa-subway:before{content:"\f239"}.fa-medium:before{content:"\f23a"}/*!
*
* IPython base
*
*/.modal.fade .modal-dialog{-webkit-transform:translate(0, 0);-ms-transform:translate(0, 0);-o-transform:translate(0, 0);transform:translate(0, 0)}code{color:#000}pre{font-size:inherit;line-height:inherit}label{font-weight:normal}.border-box-sizing{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}.corner-all{border-radius:2px}.no-padding{padding:0}.hbox{display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.hbox>*{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none}.vbox{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}.vbox>*{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none}.hbox.reverse,.vbox.reverse,.reverse{-webkit-box-direction:reverse;-moz-box-direction:reverse;box-direction:reverse;flex-direction:row-reverse}.hbox.box-flex0,.vbox.box-flex0,.box-flex0{-webkit-box-flex:0;-moz-box-flex:0;box-flex:0;flex:none;width:auto}.hbox.box-flex1,.vbox.box-flex1,.box-flex1{-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.hbox.box-flex,.vbox.box-flex,.box-flex{-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.hbox.box-flex2,.vbox.box-flex2,.box-flex2{-webkit-box-flex:2;-moz-box-flex:2;box-flex:2;flex:2}.box-group1{-webkit-box-flex-group:1;-moz-box-flex-group:1;box-flex-group:1}.box-group2{-webkit-box-flex-group:2;-moz-box-flex-group:2;box-flex-group:2}.hbox.start,.vbox.start,.start{-webkit-box-pack:start;-moz-box-pack:start;box-pack:start;justify-content:flex-start}.hbox.end,.vbox.end,.end{-webkit-box-pack:end;-moz-box-pack:end;box-pack:end;justify-content:flex-end}.hbox.center,.vbox.center,.center{-webkit-box-pack:center;-moz-box-pack:center;box-pack:center;justify-content:center}.hbox.baseline,.vbox.baseline,.baseline{-webkit-box-pack:baseline;-moz-box-pack:baseline;box-pack:baseline;justify-content:baseline}.hbox.stretch,.vbox.stretch,.stretch{-webkit-box-pack:stretch;-moz-box-pack:stretch;box-pack:stretch;justify-content:stretch}.hbox.align-start,.vbox.align-start,.align-start{-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}.hbox.align-end,.vbox.align-end,.align-end{-webkit-box-align:end;-moz-box-align:end;box-align:end;align-items:flex-end}.hbox.align-center,.vbox.align-center,.align-center{-webkit-box-align:center;-moz-box-align:center;box-align:center;align-items:center}.hbox.align-baseline,.vbox.align-baseline,.align-baseline{-webkit-box-align:baseline;-moz-box-align:baseline;box-align:baseline;align-items:baseline}.hbox.align-stretch,.vbox.align-stretch,.align-stretch{-webkit-box-align:stretch;-moz-box-align:stretch;box-align:stretch;align-items:stretch}div.error{margin:2em;text-align:center}div.error>h1{font-size:500%;line-height:normal}div.error>p{font-size:200%;line-height:normal}div.traceback-wrapper{text-align:left;max-width:800px;margin:auto}body{background-color:#fff;position:absolute;left:0;right:0;top:0;bottom:0;overflow:visible}#header{display:none;background-color:#fff;position:relative;z-index:100}#header #header-container{padding-bottom:5px;padding-top:5px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}#header .header-bar{width:100%;height:1px;background:#e7e7e7;margin-bottom:-1px}@media print{#header{display:none !important}}#header-spacer{width:100%;visibility:hidden}@media print{#header-spacer{display:none}}#ipython_notebook{padding-left:0;padding-top:1px;padding-bottom:1px}@media (max-width:991px){#ipython_notebook{margin-left:10px}}#noscript{width:auto;padding-top:16px;padding-bottom:16px;text-align:center;font-size:22px;color:red;font-weight:bold}#ipython_notebook img{height:28px}#site{width:100%;display:none;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;overflow:auto}@media print{#site{height:auto !important}}.ui-button .ui-button-text{padding:.2em .8em;font-size:77%}input.ui-button{padding:.3em .9em}span#login_widget{float:right}span#login_widget>.button,#logout{color:#333;background-color:#fff;border-color:#ccc}span#login_widget>.button:hover,#logout:hover,span#login_widget>.button:focus,#logout:focus,span#login_widget>.button.focus,#logout.focus,span#login_widget>.button:active,#logout:active,span#login_widget>.button.active,#logout.active,.open>.dropdown-togglespan#login_widget>.button,.open>.dropdown-toggle#logout{color:#333;background-color:#e6e6e6;border-color:#adadad}span#login_widget>.button:active,#logout:active,span#login_widget>.button.active,#logout.active,.open>.dropdown-togglespan#login_widget>.button,.open>.dropdown-toggle#logout{background-image:none}span#login_widget>.button.disabled,#logout.disabled,span#login_widget>.button[disabled],#logout[disabled],fieldset[disabled] span#login_widget>.button,fieldset[disabled] #logout,span#login_widget>.button.disabled:hover,#logout.disabled:hover,span#login_widget>.button[disabled]:hover,#logout[disabled]:hover,fieldset[disabled] span#login_widget>.button:hover,fieldset[disabled] #logout:hover,span#login_widget>.button.disabled:focus,#logout.disabled:focus,span#login_widget>.button[disabled]:focus,#logout[disabled]:focus,fieldset[disabled] span#login_widget>.button:focus,fieldset[disabled] #logout:focus,span#login_widget>.button.disabled.focus,#logout.disabled.focus,span#login_widget>.button[disabled].focus,#logout[disabled].focus,fieldset[disabled] span#login_widget>.button.focus,fieldset[disabled] #logout.focus,span#login_widget>.button.disabled:active,#logout.disabled:active,span#login_widget>.button[disabled]:active,#logout[disabled]:active,fieldset[disabled] span#login_widget>.button:active,fieldset[disabled] #logout:active,span#login_widget>.button.disabled.active,#logout.disabled.active,span#login_widget>.button[disabled].active,#logout[disabled].active,fieldset[disabled] span#login_widget>.button.active,fieldset[disabled] #logout.active{background-color:#fff;border-color:#ccc}span#login_widget>.button .badge,#logout .badge{color:#fff;background-color:#333}.nav-header{text-transform:none}#header>span{margin-top:10px}.modal_stretch .modal-dialog{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;min-height:80vh}.modal_stretch .modal-dialog .modal-body{max-height:calc(100vh - 200px);overflow:auto;flex:1}@media (min-width:768px){.modal .modal-dialog{width:700px}}@media (min-width:768px){select.form-control{margin-left:12px;margin-right:12px}}/*!
*
* IPython auth
*
*/.center-nav{display:inline-block;margin-bottom:-4px}/*!
*
* IPython tree view
*
*/.alternate_upload{background-color:none;display:inline}.alternate_upload.form{padding:0;margin:0}.alternate_upload input.fileinput{display:inline;opacity:0;z-index:2;width:12ex;margin-right:-12ex}.alternate_upload .btn-upload{height:22px}ul#tabs{margin-bottom:4px}ul#tabs a{padding-top:6px;padding-bottom:4px}ul.breadcrumb a:focus,ul.breadcrumb a:hover{text-decoration:none}ul.breadcrumb i.icon-home{font-size:16px;margin-right:4px}ul.breadcrumb span{color:#5e5e5e}.list_toolbar{padding:4px 0 4px 0;vertical-align:middle}.list_toolbar .tree-buttons{padding-top:1px}.dynamic-buttons{padding-top:3px;display:inline-block}.list_toolbar [class*="span"]{min-height:24px}.list_header{font-weight:bold;background-color:#eee}.list_placeholder{font-weight:bold;padding-top:4px;padding-bottom:4px;padding-left:7px;padding-right:7px}.list_container{margin-top:4px;margin-bottom:20px;border:1px solid #ddd;border-radius:2px}.list_container>div{border-bottom:1px solid #ddd}.list_container>div:hover .list-item{background-color:red}.list_container>div:last-child{border:none}.list_item:hover .list_item{background-color:#ddd}.list_item a{text-decoration:none}.list_item:hover{background-color:#fafafa}.action_col{text-align:right}.list_header>div,.list_item>div{padding-top:4px;padding-bottom:4px;padding-left:7px;padding-right:7px;line-height:22px}.list_header>div input,.list_item>div input{margin-right:7px;margin-left:14px;vertical-align:baseline;line-height:22px;position:relative;top:-1px}.list_header>div .item_link,.list_item>div .item_link{margin-left:-1px;vertical-align:baseline;line-height:22px}.new-file input[type=checkbox]{visibility:hidden}.item_name{line-height:22px;height:24px}.item_icon{font-size:14px;color:#5e5e5e;margin-right:7px;margin-left:7px;line-height:22px;vertical-align:baseline}.item_buttons{line-height:1em;margin-left:-5px}.item_buttons .btn-group,.item_buttons .input-group{float:left}.item_buttons>.btn,.item_buttons>.btn-group,.item_buttons>.input-group{margin-left:5px}.item_buttons .btn{min-width:13ex}.item_buttons .running-indicator{padding-top:4px;color:#5cb85c}.toolbar_info{height:24px;line-height:24px}input.nbname_input,input.engine_num_input{padding-top:3px;padding-bottom:3px;height:22px;line-height:14px;margin:0}input.engine_num_input{width:60px}.highlight_text{color:blue}#project_name{display:inline-block;padding-left:7px;margin-left:-2px}#project_name>.breadcrumb{padding:0;margin-bottom:0;background-color:transparent;font-weight:bold}#tree-selector{padding-right:0}#button-select-all{min-width:50px}#select-all{margin-left:7px;margin-right:2px}.menu_icon{margin-right:2px}.tab-content .row{margin-left:0;margin-right:0}.folder_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f114"}.folder_icon:before.pull-left{margin-right:.3em}.folder_icon:before.pull-right{margin-left:.3em}.notebook_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f02d";position:relative;top:-1px}.notebook_icon:before.pull-left{margin-right:.3em}.notebook_icon:before.pull-right{margin-left:.3em}.running_notebook_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f02d";position:relative;top:-1px;color:#5cb85c}.running_notebook_icon:before.pull-left{margin-right:.3em}.running_notebook_icon:before.pull-right{margin-left:.3em}.file_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f016";position:relative;top:-2px}.file_icon:before.pull-left{margin-right:.3em}.file_icon:before.pull-right{margin-left:.3em}#notebook_toolbar .pull-right{padding-top:0;margin-right:-1px}ul#new-menu{left:auto;right:0}.kernel-menu-icon{padding-right:12px;width:24px;content:"\f096"}.kernel-menu-icon:before{content:"\f096"}.kernel-menu-icon-current:before{content:"\f00c"}#tab_content{padding-top:20px}#running .panel-group .panel{margin-top:3px;margin-bottom:1em}#running .panel-group .panel .panel-heading{background-color:#eee;padding-top:4px;padding-bottom:4px;padding-left:7px;padding-right:7px;line-height:22px}#running .panel-group .panel .panel-heading a:focus,#running .panel-group .panel .panel-heading a:hover{text-decoration:none}#running .panel-group .panel .panel-body{padding:0}#running .panel-group .panel .panel-body .list_container{margin-top:0;margin-bottom:0;border:0;border-radius:0}#running .panel-group .panel .panel-body .list_container .list_item{border-bottom:1px solid #ddd}#running .panel-group .panel .panel-body .list_container .list_item:last-child{border-bottom:0}.delete-button{display:none}.duplicate-button{display:none}.rename-button{display:none}.shutdown-button{display:none}.dynamic-instructions{display:inline-block;padding-top:4px}/*!
*
* IPython text editor webapp
*
*/.selected-keymap i.fa{padding:0 5px}.selected-keymap i.fa:before{content:"\f00c"}#mode-menu{overflow:auto;max-height:20em}.edit_app #header{-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.2);box-shadow:0 0 12px 1px rgba(87,87,87,0.2)}.edit_app #menubar .navbar{margin-bottom:-1px}.dirty-indicator{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);width:20px}.dirty-indicator.pull-left{margin-right:.3em}.dirty-indicator.pull-right{margin-left:.3em}.dirty-indicator-dirty{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);width:20px}.dirty-indicator-dirty.pull-left{margin-right:.3em}.dirty-indicator-dirty.pull-right{margin-left:.3em}.dirty-indicator-clean{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);width:20px}.dirty-indicator-clean.pull-left{margin-right:.3em}.dirty-indicator-clean.pull-right{margin-left:.3em}.dirty-indicator-clean:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f00c"}.dirty-indicator-clean:before.pull-left{margin-right:.3em}.dirty-indicator-clean:before.pull-right{margin-left:.3em}#filename{font-size:16pt;display:table;padding:0 5px}#current-mode{padding-left:5px;padding-right:5px}#texteditor-backdrop{padding-top:20px;padding-bottom:20px}@media not print{#texteditor-backdrop{background-color:#eee}}@media print{#texteditor-backdrop #texteditor-container .CodeMirror-gutter,#texteditor-backdrop #texteditor-container .CodeMirror-gutters{background-color:#fff}}@media not print{#texteditor-backdrop #texteditor-container .CodeMirror-gutter,#texteditor-backdrop #texteditor-container .CodeMirror-gutters{background-color:#fff}}@media not print{#texteditor-backdrop #texteditor-container{padding:0;background-color:#fff;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.2);box-shadow:0 0 12px 1px rgba(87,87,87,0.2)}}/*!
*
* IPython notebook
*
*/.ansibold{font-weight:bold}.ansiblack{color:black}.ansired{color:darkred}.ansigreen{color:darkgreen}.ansiyellow{color:#c4a000}.ansiblue{color:darkblue}.ansipurple{color:darkviolet}.ansicyan{color:steelblue}.ansigray{color:gray}.ansibgblack{background-color:black}.ansibgred{background-color:red}.ansibggreen{background-color:green}.ansibgyellow{background-color:yellow}.ansibgblue{background-color:blue}.ansibgpurple{background-color:magenta}.ansibgcyan{background-color:cyan}.ansibggray{background-color:gray}div.cell{border:1px solid transparent;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;border-radius:2px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;border-width:thin;border-style:solid;width:100%;padding:5px;margin:0;outline:none}div.cell.selected{border-color:#ababab}@media print{div.cell.selected{border-color:transparent}}.edit_mode div.cell.selected{border-color:green}@media print{.edit_mode div.cell.selected{border-color:transparent}}.prompt{min-width:14ex;padding:.4em;margin:0;font-family:monospace;text-align:right;line-height:1.21429em}@media (max-width:540px){.prompt{text-align:left}}div.inner_cell{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}@-moz-document url-prefix(){div.inner_cell{overflow-x:hidden}}div.input_area{border:1px solid #cfcfcf;border-radius:2px;background:#f7f7f7;line-height:1.21429em}div.prompt:empty{padding-top:0;padding-bottom:0}div.unrecognized_cell{padding:5px 5px 5px 0;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}div.unrecognized_cell .inner_cell{border-radius:2px;padding:5px;font-weight:bold;color:red;border:1px solid #cfcfcf;background:#eaeaea}div.unrecognized_cell .inner_cell a{color:inherit;text-decoration:none}div.unrecognized_cell .inner_cell a:hover{color:inherit;text-decoration:none}@media (max-width:540px){div.unrecognized_cell>div.prompt{display:none}}@media print{div.code_cell{page-break-inside:avoid}}div.input{page-break-inside:avoid;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}@media (max-width:540px){div.input{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}}div.input_prompt{color:navy;border-top:1px solid transparent}div.input_area>div.highlight{margin:.4em;border:none;padding:0;background-color:transparent}div.input_area>div.highlight>pre{margin:0;border:none;padding:0;background-color:transparent}.CodeMirror{line-height:1.21429em;font-size:14px;height:auto;background:none}.CodeMirror-scroll{overflow-y:hidden;overflow-x:auto}.CodeMirror-lines{padding:.4em}.CodeMirror-linenumber{padding:0 8px 0 4px}.CodeMirror-gutters{border-bottom-left-radius:2px;border-top-left-radius:2px}.CodeMirror pre{padding:0;border:0;border-radius:0}.highlight-base{color:#000}.highlight-variable{color:#000}.highlight-variable-2{color:#1a1a1a}.highlight-variable-3{color:#333}.highlight-string{color:#ba2121}.highlight-comment{color:#408080;font-style:italic}.highlight-number{color:#080}.highlight-atom{color:#88f}.highlight-keyword{color:#008000;font-weight:bold}.highlight-builtin{color:#008000}.highlight-error{color:#f00}.highlight-operator{color:#a2f;font-weight:bold}.highlight-meta{color:#a2f}.highlight-def{color:#00f}.highlight-string-2{color:#f50}.highlight-qualifier{color:#555}.highlight-bracket{color:#997}.highlight-tag{color:#170}.highlight-attribute{color:#00c}.highlight-header{color:blue}.highlight-quote{color:#090}.highlight-link{color:#00c}.cm-s-ipython span.cm-keyword{color:#008000;font-weight:bold}.cm-s-ipython span.cm-atom{color:#88f}.cm-s-ipython span.cm-number{color:#080}.cm-s-ipython span.cm-def{color:#00f}.cm-s-ipython span.cm-variable{color:#000}.cm-s-ipython span.cm-operator{color:#a2f;font-weight:bold}.cm-s-ipython span.cm-variable-2{color:#1a1a1a}.cm-s-ipython span.cm-variable-3{color:#333}.cm-s-ipython span.cm-comment{color:#408080;font-style:italic}.cm-s-ipython span.cm-string{color:#ba2121}.cm-s-ipython span.cm-string-2{color:#f50}.cm-s-ipython span.cm-meta{color:#a2f}.cm-s-ipython span.cm-qualifier{color:#555}.cm-s-ipython span.cm-builtin{color:#008000}.cm-s-ipython span.cm-bracket{color:#997}.cm-s-ipython span.cm-tag{color:#170}.cm-s-ipython span.cm-attribute{color:#00c}.cm-s-ipython span.cm-header{color:blue}.cm-s-ipython span.cm-quote{color:#090}.cm-s-ipython span.cm-link{color:#00c}.cm-s-ipython span.cm-error{color:#f00}.cm-s-ipython span.cm-tab{background:url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);background-position:right;background-repeat:no-repeat}div.output_wrapper{position:relative;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;z-index:1}div.output_scroll{height:24em;width:100%;overflow:auto;border-radius:2px;-webkit-box-shadow:inset 0 2px 8px rgba(0,0,0,0.8);box-shadow:inset 0 2px 8px rgba(0,0,0,0.8);display:block}div.output_collapsed{margin:0;padding:0;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}div.out_prompt_overlay{height:100%;padding:0 .4em;position:absolute;border-radius:2px}div.out_prompt_overlay:hover{-webkit-box-shadow:inset 0 0 1px #000;box-shadow:inset 0 0 1px #000;background:rgba(240,240,240,0.5)}div.output_prompt{color:darkred}div.output_area{padding:0;page-break-inside:avoid;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}div.output_area .MathJax_Display{text-align:left !important}div.output_area .rendered_html table{margin-left:0;margin-right:0}div.output_area .rendered_html img{margin-left:0;margin-right:0}div.output_area img,div.output_area svg{max-width:100%;height:auto}div.output_area img.unconfined,div.output_area svg.unconfined{max-width:none}.output{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}@media (max-width:540px){div.output_area{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}}div.output_area pre{margin:0;padding:0;border:0;vertical-align:baseline;color:black;background-color:transparent;border-radius:0}div.output_subarea{overflow-x:auto;padding:.4em;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1;max-width:calc(100% - 14ex)}div.output_text{text-align:left;color:#000;line-height:1.21429em}div.output_stderr{background:#fdd}div.output_latex{text-align:left}div.output_javascript:empty{padding:0}.js-error{color:darkred}div.raw_input_container{font-family:monospace;padding-top:5px}input.raw_input{font-family:inherit;font-size:inherit;color:inherit;width:auto;vertical-align:baseline;padding:0 .25em;margin:0 .25em}input.raw_input:focus{box-shadow:none}p.p-space{margin-bottom:10px}div.output_unrecognized{padding:5px;font-weight:bold;color:red}div.output_unrecognized a{color:inherit;text-decoration:none}div.output_unrecognized a:hover{color:inherit;text-decoration:none}.rendered_html{color:#000}.rendered_html em{font-style:italic}.rendered_html strong{font-weight:bold}.rendered_html u{text-decoration:underline}.rendered_html :link{text-decoration:underline}.rendered_html :visited{text-decoration:underline}.rendered_html h1{font-size:185.7%;margin:1.08em 0 0 0;font-weight:bold;line-height:1}.rendered_html h2{font-size:157.1%;margin:1.27em 0 0 0;font-weight:bold;line-height:1}.rendered_html h3{font-size:128.6%;margin:1.55em 0 0 0;font-weight:bold;line-height:1}.rendered_html h4{font-size:100%;margin:2em 0 0 0;font-weight:bold;line-height:1}.rendered_html h5{font-size:100%;margin:2em 0 0 0;font-weight:bold;line-height:1;font-style:italic}.rendered_html h6{font-size:100%;margin:2em 0 0 0;font-weight:bold;line-height:1;font-style:italic}.rendered_html h1:first-child{margin-top:.538em}.rendered_html h2:first-child{margin-top:.636em}.rendered_html h3:first-child{margin-top:.777em}.rendered_html h4:first-child{margin-top:1em}.rendered_html h5:first-child{margin-top:1em}.rendered_html h6:first-child{margin-top:1em}.rendered_html ul{list-style:disc;margin:0 2em;padding-left:0}.rendered_html ul ul{list-style:square;margin:0 2em}.rendered_html ul ul ul{list-style:circle;margin:0 2em}.rendered_html ol{list-style:decimal;margin:0 2em;padding-left:0}.rendered_html ol ol{list-style:upper-alpha;margin:0 2em}.rendered_html ol ol ol{list-style:lower-alpha;margin:0 2em}.rendered_html ol ol ol ol{list-style:lower-roman;margin:0 2em}.rendered_html ol ol ol ol ol{list-style:decimal;margin:0 2em}.rendered_html *+ul{margin-top:1em}.rendered_html *+ol{margin-top:1em}.rendered_html hr{color:black;background-color:black}.rendered_html pre{margin:1em 2em}.rendered_html pre,.rendered_html code{border:0;background-color:#fff;color:#000;font-size:100%;padding:0}.rendered_html blockquote{margin:1em 2em}.rendered_html table{margin-left:auto;margin-right:auto;border:1px solid black;border-collapse:collapse}.rendered_html tr,.rendered_html th,.rendered_html td{border:1px solid black;border-collapse:collapse;margin:1em 2em}.rendered_html td,.rendered_html th{text-align:left;vertical-align:middle;padding:4px}.rendered_html th{font-weight:bold}.rendered_html *+table{margin-top:1em}.rendered_html p{text-align:left}.rendered_html *+p{margin-top:1em}.rendered_html img{display:block;margin-left:auto;margin-right:auto}.rendered_html *+img{margin-top:1em}.rendered_html img,.rendered_html svg{max-width:100%;height:auto}.rendered_html img.unconfined,.rendered_html svg.unconfined{max-width:none}div.text_cell{display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}@media (max-width:540px){div.text_cell>div.prompt{display:none}}div.text_cell_render{outline:none;resize:none;width:inherit;border-style:none;padding:.5em .5em .5em .4em;color:#000;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}a.anchor-link:link{text-decoration:none;padding:0 20px;visibility:hidden}h1:hover .anchor-link,h2:hover .anchor-link,h3:hover .anchor-link,h4:hover .anchor-link,h5:hover .anchor-link,h6:hover .anchor-link{visibility:visible}.text_cell.rendered .input_area{display:none}.text_cell.rendered .rendered_html{overflow-x:auto}.text_cell.unrendered .text_cell_render{display:none}.cm-header-1,.cm-header-2,.cm-header-3,.cm-header-4,.cm-header-5,.cm-header-6{font-weight:bold;font-family:"Helvetica Neue",Helvetica,Arial,sans-serif}.cm-header-1{font-size:185.7%}.cm-header-2{font-size:157.1%}.cm-header-3{font-size:128.6%}.cm-header-4{font-size:110%}.cm-header-5{font-size:100%;font-style:italic}.cm-header-6{font-size:100%;font-style:italic}.widget-interact>div,.widget-interact>input{padding:2.5px}.widget-area{page-break-inside:avoid;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.widget-area .widget-subarea{padding:.44em .4em .4em 1px;margin-left:6px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;-webkit-box-flex:2;-moz-box-flex:2;box-flex:2;flex:2;-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}.widget-area.connection-problems .prompt:after{content:"\f127";font-family:'FontAwesome';color:#d9534f;font-size:14px;top:3px;padding:3px}.slide-track{border:1px solid #ccc;background:#fff;border-radius:2px}.widget-hslider{padding-left:8px;padding-right:2px;overflow:visible;width:350px;height:5px;max-height:5px;margin-top:13px;margin-bottom:10px;border:1px solid #ccc;background:#fff;border-radius:2px;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.widget-hslider .ui-slider{border:0;background:none;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.widget-hslider .ui-slider .ui-slider-handle{width:12px;height:28px;margin-top:-8px;border-radius:2px}.widget-hslider .ui-slider .ui-slider-range{height:12px;margin-top:-4px;background:#eee}.widget-vslider{padding-bottom:5px;overflow:visible;width:5px;max-width:5px;height:250px;margin-left:12px;border:1px solid #ccc;background:#fff;border-radius:2px;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}.widget-vslider .ui-slider{border:0;background:none;margin-left:-4px;margin-top:5px;display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}.widget-vslider .ui-slider .ui-slider-handle{width:28px;height:12px;margin-left:-9px;border-radius:2px}.widget-vslider .ui-slider .ui-slider-range{width:12px;margin-left:-1px;background:#eee}.widget-text{width:350px;margin:0}.widget-listbox{width:350px;margin-bottom:0}.widget-numeric-text{width:150px;margin:0}.widget-progress{margin-top:6px;min-width:350px}.widget-progress .progress-bar{-webkit-transition:none;-moz-transition:none;-ms-transition:none;-o-transition:none;transition:none}.widget-combo-btn{min-width:125px}.widget_item .dropdown-menu li a{color:inherit}.widget-hbox{display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.widget-hbox input[type="checkbox"]{margin-top:9px;margin-bottom:10px}.widget-hbox .widget-label{min-width:10ex;padding-right:8px;padding-top:5px;text-align:right;vertical-align:text-top}.widget-hbox .widget-readout{padding-left:8px;padding-top:5px;text-align:left;vertical-align:text-top}.widget-vbox{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch}.widget-vbox .widget-label{padding-bottom:5px;text-align:center;vertical-align:text-bottom}.widget-vbox .widget-readout{padding-top:5px;text-align:center;vertical-align:text-top}.widget-box{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;-webkit-box-align:start;-moz-box-align:start;box-align:start;align-items:flex-start}.widget-radio-box{display:-webkit-box;-webkit-box-orient:vertical;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:vertical;-moz-box-align:stretch;display:box;box-orient:vertical;box-align:stretch;display:flex;flex-direction:column;align-items:stretch;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;padding-top:4px}.widget-radio-box label{margin-top:0;margin-left:20px}/*!
*
* IPython notebook webapp
*
*/@media (max-width:767px){.notebook_app{padding-left:0;padding-right:0}}#ipython-main-app{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;height:100%}div#notebook_panel{margin:0;padding:0;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;height:100%}#notebook{font-size:14px;line-height:20px;overflow-y:hidden;overflow-x:auto;width:100%;padding-top:20px;margin:0;outline:none;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;min-height:100%}@media not print{#notebook-container{padding:15px;background-color:#fff;min-height:0;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.2);box-shadow:0 0 12px 1px rgba(87,87,87,0.2)}}div.ui-widget-content{border:1px solid #ababab;outline:none}pre.dialog{background-color:#f7f7f7;border:1px solid #ddd;border-radius:2px;padding:.4em;padding-left:2em}p.dialog{padding:.2em}pre,code,kbd,samp{white-space:pre-wrap}#fonttest{font-family:monospace}p{margin-bottom:0}.end_space{min-height:100px;transition:height .2s ease}.notebook_app #header{-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.2);box-shadow:0 0 12px 1px rgba(87,87,87,0.2)}@media not print{.notebook_app{background-color:#eee}}.celltoolbar{border:thin solid #cfcfcf;border-bottom:none;background:#eee;border-radius:2px 2px 0 0;width:100%;height:29px;padding-right:4px;display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch;-webkit-box-pack:end;-moz-box-pack:end;box-pack:end;justify-content:flex-end}@media print{.celltoolbar{display:none}}.ctb_hideshow{display:none;vertical-align:bottom}.ctb_global_show .ctb_show.ctb_hideshow{display:block}.ctb_global_show .ctb_show+.input_area,.ctb_global_show .ctb_show+div.text_cell_input,.ctb_global_show .ctb_show~div.text_cell_render{border-top-right-radius:0;border-top-left-radius:0}.ctb_global_show .ctb_show~div.text_cell_render{border:1px solid #cfcfcf}.celltoolbar{font-size:87%;padding-top:3px}.celltoolbar select{display:block;width:100%;height:32px;padding:6px 12px;font-size:13px;line-height:1.42857143;color:#555;background-color:#fff;background-image:none;border:1px solid #ccc;border-radius:2px;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);box-shadow:inset 0 1px 1px rgba(0,0,0,0.075);-webkit-transition:border-color ease-in-out .15s, box-shadow ease-in-out .15s;-o-transition:border-color ease-in-out .15s, box-shadow ease-in-out .15s;transition:border-color ease-in-out .15s, box-shadow ease-in-out .15s;height:30px;padding:5px 10px;font-size:12px;line-height:1.5;border-radius:1px;width:inherit;font-size:inherit;height:22px;padding:0;display:inline-block}.celltoolbar select:focus{border-color:#66afe9;outline:0;-webkit-box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);box-shadow:inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6)}.celltoolbar select::-moz-placeholder{color:#999;opacity:1}.celltoolbar select:-ms-input-placeholder{color:#999}.celltoolbar select::-webkit-input-placeholder{color:#999}.celltoolbar select[disabled],.celltoolbar select[readonly],fieldset[disabled] .celltoolbar select{cursor:not-allowed;background-color:#eee;opacity:1}textarea.celltoolbar select{height:auto}select.celltoolbar select{height:30px;line-height:30px}textarea.celltoolbar select,select[multiple].celltoolbar select{height:auto}.celltoolbar label{margin-left:5px;margin-right:5px}.completions{position:absolute;z-index:10;overflow:hidden;border:1px solid #ababab;border-radius:2px;-webkit-box-shadow:0 6px 10px -1px #adadad;box-shadow:0 6px 10px -1px #adadad}.completions select{background:white;outline:none;border:none;padding:0;margin:0;overflow:auto;font-family:monospace;font-size:110%;color:#000;width:auto}.completions select option.context{color:#286090}#kernel_logo_widget{float:right !important;float:right}#kernel_logo_widget .current_kernel_logo{display:none;margin-top:-1px;margin-bottom:-1px;width:32px;height:32px}#menubar{box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box;margin-top:1px}#menubar .navbar{border-top:1px;border-radius:0 0 2px 2px;margin-bottom:0}#menubar .navbar-toggle{float:left;padding-top:7px;padding-bottom:7px;border:none}#menubar .navbar-collapse{clear:left}.nav-wrapper{border-bottom:1px solid #e7e7e7}i.menu-icon{padding-top:4px}ul#help_menu li a{overflow:hidden;padding-right:2.2em}ul#help_menu li a i{margin-right:-1.2em}.dropdown-submenu{position:relative}.dropdown-submenu>.dropdown-menu{top:0;left:100%;margin-top:-6px;margin-left:-1px}.dropdown-submenu:hover>.dropdown-menu{display:block}.dropdown-submenu>a:after{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);display:block;content:"\f0da";float:right;color:#333;margin-top:2px;margin-right:-10px}.dropdown-submenu>a:after.pull-left{margin-right:.3em}.dropdown-submenu>a:after.pull-right{margin-left:.3em}.dropdown-submenu:hover>a:after{color:#262626}.dropdown-submenu.pull-left{float:none}.dropdown-submenu.pull-left>.dropdown-menu{left:-100%;margin-left:10px}#notification_area{float:right !important;float:right;z-index:10}.indicator_area{float:right !important;float:right;color:#777;margin-left:5px;margin-right:5px;width:11px;z-index:10;text-align:center;width:auto}#kernel_indicator{float:right !important;float:right;color:#777;margin-left:5px;margin-right:5px;width:11px;z-index:10;text-align:center;width:auto;border-left:1px solid}#kernel_indicator .kernel_indicator_name{padding-left:5px;padding-right:5px}#modal_indicator{float:right !important;float:right;color:#777;margin-left:5px;margin-right:5px;width:11px;z-index:10;text-align:center;width:auto}#readonly-indicator{float:right !important;float:right;color:#777;margin-left:5px;margin-right:5px;width:11px;z-index:10;text-align:center;width:auto;margin-top:2px;margin-bottom:0;margin-left:0;margin-right:0;display:none}.modal_indicator:before{width:1.28571429em;text-align:center}.edit_mode .modal_indicator:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f040"}.edit_mode .modal_indicator:before.pull-left{margin-right:.3em}.edit_mode .modal_indicator:before.pull-right{margin-left:.3em}.command_mode .modal_indicator:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:' '}.command_mode .modal_indicator:before.pull-left{margin-right:.3em}.command_mode .modal_indicator:before.pull-right{margin-left:.3em}.kernel_idle_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f10c"}.kernel_idle_icon:before.pull-left{margin-right:.3em}.kernel_idle_icon:before.pull-right{margin-left:.3em}.kernel_busy_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f111"}.kernel_busy_icon:before.pull-left{margin-right:.3em}.kernel_busy_icon:before.pull-right{margin-left:.3em}.kernel_dead_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f1e2"}.kernel_dead_icon:before.pull-left{margin-right:.3em}.kernel_dead_icon:before.pull-right{margin-left:.3em}.kernel_disconnected_icon:before{display:inline-block;font:normal normal normal 14px/1 FontAwesome;font-size:inherit;text-rendering:auto;-webkit-font-smoothing:antialiased;-moz-osx-font-smoothing:grayscale;transform:translate(0, 0);content:"\f127"}.kernel_disconnected_icon:before.pull-left{margin-right:.3em}.kernel_disconnected_icon:before.pull-right{margin-left:.3em}.notification_widget{color:#777;z-index:10;background:rgba(240,240,240,0.5);margin-right:4px;color:#333;background-color:#fff;border-color:#ccc}.notification_widget:hover,.notification_widget:focus,.notification_widget.focus,.notification_widget:active,.notification_widget.active,.open>.dropdown-toggle.notification_widget{color:#333;background-color:#e6e6e6;border-color:#adadad}.notification_widget:active,.notification_widget.active,.open>.dropdown-toggle.notification_widget{background-image:none}.notification_widget.disabled,.notification_widget[disabled],fieldset[disabled] .notification_widget,.notification_widget.disabled:hover,.notification_widget[disabled]:hover,fieldset[disabled] .notification_widget:hover,.notification_widget.disabled:focus,.notification_widget[disabled]:focus,fieldset[disabled] .notification_widget:focus,.notification_widget.disabled.focus,.notification_widget[disabled].focus,fieldset[disabled] .notification_widget.focus,.notification_widget.disabled:active,.notification_widget[disabled]:active,fieldset[disabled] .notification_widget:active,.notification_widget.disabled.active,.notification_widget[disabled].active,fieldset[disabled] .notification_widget.active{background-color:#fff;border-color:#ccc}.notification_widget .badge{color:#fff;background-color:#333}.notification_widget.warning{color:#fff;background-color:#f0ad4e;border-color:#eea236}.notification_widget.warning:hover,.notification_widget.warning:focus,.notification_widget.warning.focus,.notification_widget.warning:active,.notification_widget.warning.active,.open>.dropdown-toggle.notification_widget.warning{color:#fff;background-color:#ec971f;border-color:#d58512}.notification_widget.warning:active,.notification_widget.warning.active,.open>.dropdown-toggle.notification_widget.warning{background-image:none}.notification_widget.warning.disabled,.notification_widget.warning[disabled],fieldset[disabled] .notification_widget.warning,.notification_widget.warning.disabled:hover,.notification_widget.warning[disabled]:hover,fieldset[disabled] .notification_widget.warning:hover,.notification_widget.warning.disabled:focus,.notification_widget.warning[disabled]:focus,fieldset[disabled] .notification_widget.warning:focus,.notification_widget.warning.disabled.focus,.notification_widget.warning[disabled].focus,fieldset[disabled] .notification_widget.warning.focus,.notification_widget.warning.disabled:active,.notification_widget.warning[disabled]:active,fieldset[disabled] .notification_widget.warning:active,.notification_widget.warning.disabled.active,.notification_widget.warning[disabled].active,fieldset[disabled] .notification_widget.warning.active{background-color:#f0ad4e;border-color:#eea236}.notification_widget.warning .badge{color:#f0ad4e;background-color:#fff}.notification_widget.success{color:#fff;background-color:#5cb85c;border-color:#4cae4c}.notification_widget.success:hover,.notification_widget.success:focus,.notification_widget.success.focus,.notification_widget.success:active,.notification_widget.success.active,.open>.dropdown-toggle.notification_widget.success{color:#fff;background-color:#449d44;border-color:#398439}.notification_widget.success:active,.notification_widget.success.active,.open>.dropdown-toggle.notification_widget.success{background-image:none}.notification_widget.success.disabled,.notification_widget.success[disabled],fieldset[disabled] .notification_widget.success,.notification_widget.success.disabled:hover,.notification_widget.success[disabled]:hover,fieldset[disabled] .notification_widget.success:hover,.notification_widget.success.disabled:focus,.notification_widget.success[disabled]:focus,fieldset[disabled] .notification_widget.success:focus,.notification_widget.success.disabled.focus,.notification_widget.success[disabled].focus,fieldset[disabled] .notification_widget.success.focus,.notification_widget.success.disabled:active,.notification_widget.success[disabled]:active,fieldset[disabled] .notification_widget.success:active,.notification_widget.success.disabled.active,.notification_widget.success[disabled].active,fieldset[disabled] .notification_widget.success.active{background-color:#5cb85c;border-color:#4cae4c}.notification_widget.success .badge{color:#5cb85c;background-color:#fff}.notification_widget.info{color:#fff;background-color:#5bc0de;border-color:#46b8da}.notification_widget.info:hover,.notification_widget.info:focus,.notification_widget.info.focus,.notification_widget.info:active,.notification_widget.info.active,.open>.dropdown-toggle.notification_widget.info{color:#fff;background-color:#31b0d5;border-color:#269abc}.notification_widget.info:active,.notification_widget.info.active,.open>.dropdown-toggle.notification_widget.info{background-image:none}.notification_widget.info.disabled,.notification_widget.info[disabled],fieldset[disabled] .notification_widget.info,.notification_widget.info.disabled:hover,.notification_widget.info[disabled]:hover,fieldset[disabled] .notification_widget.info:hover,.notification_widget.info.disabled:focus,.notification_widget.info[disabled]:focus,fieldset[disabled] .notification_widget.info:focus,.notification_widget.info.disabled.focus,.notification_widget.info[disabled].focus,fieldset[disabled] .notification_widget.info.focus,.notification_widget.info.disabled:active,.notification_widget.info[disabled]:active,fieldset[disabled] .notification_widget.info:active,.notification_widget.info.disabled.active,.notification_widget.info[disabled].active,fieldset[disabled] .notification_widget.info.active{background-color:#5bc0de;border-color:#46b8da}.notification_widget.info .badge{color:#5bc0de;background-color:#fff}.notification_widget.danger{color:#fff;background-color:#d9534f;border-color:#d43f3a}.notification_widget.danger:hover,.notification_widget.danger:focus,.notification_widget.danger.focus,.notification_widget.danger:active,.notification_widget.danger.active,.open>.dropdown-toggle.notification_widget.danger{color:#fff;background-color:#c9302c;border-color:#ac2925}.notification_widget.danger:active,.notification_widget.danger.active,.open>.dropdown-toggle.notification_widget.danger{background-image:none}.notification_widget.danger.disabled,.notification_widget.danger[disabled],fieldset[disabled] .notification_widget.danger,.notification_widget.danger.disabled:hover,.notification_widget.danger[disabled]:hover,fieldset[disabled] .notification_widget.danger:hover,.notification_widget.danger.disabled:focus,.notification_widget.danger[disabled]:focus,fieldset[disabled] .notification_widget.danger:focus,.notification_widget.danger.disabled.focus,.notification_widget.danger[disabled].focus,fieldset[disabled] .notification_widget.danger.focus,.notification_widget.danger.disabled:active,.notification_widget.danger[disabled]:active,fieldset[disabled] .notification_widget.danger:active,.notification_widget.danger.disabled.active,.notification_widget.danger[disabled].active,fieldset[disabled] .notification_widget.danger.active{background-color:#d9534f;border-color:#d43f3a}.notification_widget.danger .badge{color:#d9534f;background-color:#fff}div#pager{background-color:#fff;font-size:14px;line-height:20px;overflow:hidden;display:none;position:fixed;bottom:0;width:100%;max-height:50%;padding-top:8px;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.2);box-shadow:0 0 12px 1px rgba(87,87,87,0.2);z-index:100;top:auto !important}div#pager pre{line-height:1.21429em;color:#000;background-color:#f7f7f7;padding:.4em}div#pager #pager-button-area{position:absolute;top:8px;right:20px}div#pager #pager-contents{position:relative;overflow:auto;width:100%;height:100%}div#pager #pager-contents #pager-container{position:relative;padding:15px 0;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}div#pager .ui-resizable-handle{top:0;height:8px;background:#f7f7f7;border-top:1px solid #cfcfcf;border-bottom:1px solid #cfcfcf}div#pager .ui-resizable-handle::after{content:'';top:2px;left:50%;height:3px;width:30px;margin-left:-15px;position:absolute;border-top:1px solid #cfcfcf}.quickhelp{display:-webkit-box;-webkit-box-orient:horizontal;-webkit-box-align:stretch;display:-moz-box;-moz-box-orient:horizontal;-moz-box-align:stretch;display:box;box-orient:horizontal;box-align:stretch;display:flex;flex-direction:row;align-items:stretch}.shortcut_key{display:inline-block;width:20ex;text-align:right;font-family:monospace}.shortcut_descr{display:inline-block;-webkit-box-flex:1;-moz-box-flex:1;box-flex:1;flex:1}span.save_widget{margin-top:6px}span.save_widget span.filename{height:1em;line-height:1em;padding:3px;margin-left:16px;border:none;font-size:146.5%;border-radius:2px}span.save_widget span.filename:hover{background-color:#e6e6e6}span.checkpoint_status,span.autosave_status{font-size:small}@media (max-width:767px){span.save_widget{font-size:small}span.checkpoint_status,span.autosave_status{display:none}}@media (min-width:768px) and (max-width:991px){span.checkpoint_status{display:none}span.autosave_status{font-size:x-small}}.toolbar{padding:0;margin-left:-5px;margin-top:2px;margin-bottom:5px;box-sizing:border-box;-moz-box-sizing:border-box;-webkit-box-sizing:border-box}.toolbar select,.toolbar label{width:auto;vertical-align:middle;margin-right:2px;margin-bottom:0;display:inline;font-size:92%;margin-left:.3em;margin-right:.3em;padding:0;padding-top:3px}.toolbar .btn{padding:2px 8px}.toolbar .btn-group{margin-top:0;margin-left:5px}#maintoolbar{margin-bottom:-3px;margin-top:-8px;border:0;min-height:27px;margin-left:0;padding-top:11px;padding-bottom:3px}#maintoolbar .navbar-text{float:none;vertical-align:middle;text-align:right;margin-left:5px;margin-right:0;margin-top:0}.select-xs{height:24px}@-moz-keyframes fadeOut{from{opacity:1}to{opacity:0}}@-webkit-keyframes fadeOut{from{opacity:1}to{opacity:0}}@-moz-keyframes fadeIn{from{opacity:0}to{opacity:1}}@-webkit-keyframes fadeIn{from{opacity:0}to{opacity:1}}.bigtooltip{overflow:auto;height:200px;-webkit-transition-property:height;-webkit-transition-duration:500ms;-moz-transition-property:height;-moz-transition-duration:500ms;transition-property:height;transition-duration:500ms}.smalltooltip{-webkit-transition-property:height;-webkit-transition-duration:500ms;-moz-transition-property:height;-moz-transition-duration:500ms;transition-property:height;transition-duration:500ms;text-overflow:ellipsis;overflow:hidden;height:80px}.tooltipbuttons{position:absolute;padding-right:15px;top:0;right:0}.tooltiptext{padding-right:30px}.ipython_tooltip{max-width:700px;-webkit-animation:fadeOut 400ms;-moz-animation:fadeOut 400ms;animation:fadeOut 400ms;-webkit-animation:fadeIn 400ms;-moz-animation:fadeIn 400ms;animation:fadeIn 400ms;vertical-align:middle;background-color:#f7f7f7;overflow:visible;border:#ababab 1px solid;outline:none;padding:3px;margin:0;padding-left:7px;font-family:monospace;min-height:50px;-moz-box-shadow:0 6px 10px -1px #adadad;-webkit-box-shadow:0 6px 10px -1px #adadad;box-shadow:0 6px 10px -1px #adadad;border-radius:2px;position:absolute;z-index:1000}.ipython_tooltip a{float:right}.ipython_tooltip .tooltiptext pre{border:0;border-radius:0;font-size:100%;background-color:#f7f7f7}.pretooltiparrow{left:0;margin:0;top:-16px;width:40px;height:16px;overflow:hidden;position:absolute}.pretooltiparrow:before{background-color:#f7f7f7;border:1px #ababab solid;z-index:11;content:"";position:absolute;left:15px;top:10px;width:25px;height:25px;-webkit-transform:rotate(45deg);-moz-transform:rotate(45deg);-ms-transform:rotate(45deg);-o-transform:rotate(45deg)}.terminal-app{background:#eee}.terminal-app #header{background:#fff;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.2);box-shadow:0 0 12px 1px rgba(87,87,87,0.2)}.terminal-app .terminal{float:left;font-family:monospace;color:white;background:black;padding:.4em;border-radius:2px;-webkit-box-shadow:0 0 12px 1px rgba(87,87,87,0.4);box-shadow:0 0 12px 1px rgba(87,87,87,0.4)}.terminal-app .terminal,.terminal-app .terminal dummy-screen{line-height:1em;font-size:14px}.terminal-app .terminal-cursor{color:black;background:white}.terminal-app #terminado-container{margin-top:20px}/*# sourceMappingURL=style.min.css.map */
</style>
<style type="text/css">
.highlight .hll { background-color: #ffffcc }
.highlight { background: #f8f8f8; }
.highlight .c { color: #408080; font-style: italic } /* Comment */
.highlight .err { border: 1px solid #FF0000 } /* Error */
.highlight .k { color: #008000; font-weight: bold } /* Keyword */
.highlight .o { color: #666666 } /* Operator */
.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
.highlight .gd { color: #A00000 } /* Generic.Deleted */
.highlight .ge { font-style: italic } /* Generic.Emph */
.highlight .gr { color: #FF0000 } /* Generic.Error */
.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
.highlight .gi { color: #00A000 } /* Generic.Inserted */
.highlight .go { color: #888888 } /* Generic.Output */
.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
.highlight .gs { font-weight: bold } /* Generic.Strong */
.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
.highlight .gt { color: #0044DD } /* Generic.Traceback */
.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
.highlight .kp { color: #008000 } /* Keyword.Pseudo */
.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
.highlight .kt { color: #B00040 } /* Keyword.Type */
.highlight .m { color: #666666 } /* Literal.Number */
.highlight .s { color: #BA2121 } /* Literal.String */
.highlight .na { color: #7D9029 } /* Name.Attribute */
.highlight .nb { color: #008000 } /* Name.Builtin */
.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
.highlight .no { color: #880000 } /* Name.Constant */
.highlight .nd { color: #AA22FF } /* Name.Decorator */
.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
.highlight .nf { color: #0000FF } /* Name.Function */
.highlight .nl { color: #A0A000 } /* Name.Label */
.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
.highlight .nv { color: #19177C } /* Name.Variable */
.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
.highlight .w { color: #bbbbbb } /* Text.Whitespace */
.highlight .mf { color: #666666 } /* Literal.Number.Float */
.highlight .mh { color: #666666 } /* Literal.Number.Hex */
.highlight .mi { color: #666666 } /* Literal.Number.Integer */
.highlight .mo { color: #666666 } /* Literal.Number.Oct */
.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
.highlight .sc { color: #BA2121 } /* Literal.String.Char */
.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
.highlight .sx { color: #008000 } /* Literal.String.Other */
.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
.highlight .ss { color: #19177C } /* Literal.String.Symbol */
.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
.highlight .vc { color: #19177C } /* Name.Variable.Class */
.highlight .vg { color: #19177C } /* Name.Variable.Global */
.highlight .vi { color: #19177C } /* Name.Variable.Instance */
.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
</style>
<style type="text/css">
/*
Placeholder for custom user CSS
mainly to be overridden in profile/static/custom/custom.css
This will always be an empty file in IPython
*/
</style>
<style type="text/css">
/* Overrides of notebook CSS for static HTML export */
body {
overflow: visible;
padding: 8px;
}
div#notebook {
overflow: visible;
border-top: none;
}
@media print {
div.cell {
display: block;
page-break-inside: avoid;
}
div.output_wrapper {
display: block;
page-break-inside: avoid;
}
div.output {
display: block;
page-break-inside: avoid;
}
}
</style>
<!-- Custom stylesheet, it must be in the same directory as the html file -->
<link rel="stylesheet" href="custom.css">
<!-- Loading mathjax macro -->
<!-- Load mathjax -->
<script src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS_HTML"></script>
<!-- MathJax configuration -->
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
tex2jax: {
inlineMath: [ ['$','$'], ["\\(","\\)"] ],
displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
processEscapes: true,
processEnvironments: true
},
// Center justify equations in code and markdown cells. Elsewhere
// we use CSS to left justify single line equations in code cells.
displayAlign: 'center',
"HTML-CSS": {
styles: {'.MathJax_Display': {"margin": 0}},
linebreaks: { automatic: true }
}
});
</script>
<!-- End of mathjax configuration -->
</head>
<body>
<div tabindex="-1" id="notebook" class="border-box-sizing">
<div class="container" id="notebook-container">
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [1]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">numpy</span><span class="o">,</span> <span class="nn">scipy</span><span class="o">,</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span><span class="o">,</span> <span class="nn">sklearn</span><span class="o">,</span> <span class="nn">librosa</span><span class="o">,</span> <span class="nn">urllib</span><span class="o">,</span> <span class="nn">IPython.display</span><span class="o">,</span> <span class="nn">stanford_mir</span>
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s">'figure.figsize'</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">14</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p><a href="index.html">← Back to Index</a></p>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h1 id="K-Nearest-Neighbor">K-Nearest Neighbor<a class="anchor-link" href="#K-Nearest-Neighbor">¶</a></h1>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>We can appreciate why we need additional intelligence in our systems -- heuristics don't go very far in the world of complex audio signals. We'll be using scikit-learn's implementation of the k-NN algorithm for our work here. It proves be a straightforward and easy-to-use implementation. The steps and skills of working with one classifier will scale nicely to working with other, more complex classifiers.</p>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Training-Data">Training Data<a class="anchor-link" href="#Training-Data">¶</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Let's begin by loading some training data. We will use the following shortcut:</p>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [2]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">training_features</span><span class="p">,</span> <span class="n">training_labels</span><span class="p">,</span> <span class="n">scaler</span> <span class="o">=</span> <span class="n">stanford_mir</span><span class="o">.</span><span class="n">get_features</span><span class="p">(</span><span class="n">collection</span><span class="o">=</span><span class="s">"drum_samples_train"</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Show the training labels. <code>0</code> is a kick drum, and <code>1</code> is a snare drum.</p>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [3]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="k">print</span> <span class="n">training_labels</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>[ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1.
1. 1.]
</pre>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Plot the training data:</p>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [4]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">training_features</span><span class="p">[:</span><span class="mi">10</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">training_features</span><span class="p">[:</span><span class="mi">10</span><span class="p">,</span><span class="mi">1</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">training_features</span><span class="p">[</span><span class="mi">10</span><span class="p">:,</span><span class="mi">0</span><span class="p">],</span> <span class="n">training_features</span><span class="p">[</span><span class="mi">10</span><span class="p">:,</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s">'r'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">'Zero Crossing Rate'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">'Spectral Centroid'</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">Out[4]:</div>
<div class="output_text output_subarea output_execute_result">
<pre><matplotlib.text.Text at 0x10c5e4950></pre>
</div>
</div>
<div class="output_area"><div class="prompt"></div>
<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0oAAAFICAYAAABujQ7PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Test-Data">Test Data<a class="anchor-link" href="#Test-Data">¶</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Compute features from a test data set of 30 kick drum samples and 30 snare drum samples. We will re-use the <code>MinMaxScaler</code> used during training.</p>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [6]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">test_features</span><span class="p">,</span> <span class="n">test_labels</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">stanford_mir</span><span class="o">.</span><span class="n">get_features</span><span class="p">(</span><span class="n">collection</span><span class="o">=</span><span class="s">"drum_samples_test"</span><span class="p">,</span> <span class="n">scaler</span><span class="o">=</span><span class="n">scaler</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>Directory drum_samples_test already exists.
</pre>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Show the test labels:</p>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [7]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="k">print</span> <span class="n">test_labels</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt"></div>
<div class="output_subarea output_stream output_stdout output_text">
<pre>[ 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.
0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.]
</pre>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Plot the test feature vectors. Note that this uses the same scaling function used during training. Therefore, some test feature vectors may exceed the range [-1, 1].</p>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [18]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">test_features</span><span class="p">[</span><span class="n">test_labels</span><span class="o">==</span><span class="mi">0</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">test_features</span><span class="p">[</span><span class="n">test_labels</span><span class="o">==</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">])</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">test_features</span><span class="p">[</span><span class="n">test_labels</span><span class="o">==</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">],</span> <span class="n">test_features</span><span class="p">[</span><span class="n">test_labels</span><span class="o">==</span><span class="mi">1</span><span class="p">,</span><span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s">'r'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s">'Zero Crossing Rate'</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s">'Spectral Centroid'</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">Out[18]:</div>
<div class="output_text output_subarea output_execute_result">
<pre><matplotlib.text.Text at 0x1072c8210></pre>
</div>
</div>
<div class="output_area"><div class="prompt"></div>
<div class="output_png output_subarea ">
<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAA0YAAAFICAYAAAB0se5BAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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"
>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<h2 id="Building-the-K-NN-Model">Building the K-NN Model<a class="anchor-link" href="#Building-the-K-NN-Model">¶</a></h2>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>Build a k-NN model for the snare drums using scikit.learn's <a href="http://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html">KNeighborsClassifier</a> class.</p>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [19]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">model</span> <span class="o">=</span> <span class="n">sklearn</span><span class="o">.</span><span class="n">neighbors</span><span class="o">.</span><span class="n">KNeighborsClassifier</span><span class="p">(</span><span class="n">n_neighbors</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>To train a scikit-learn classifier, use the classifier object's <code>fit</code> method:</p>
</div>
</div>
</div>
<div class="cell border-box-sizing code_cell rendered">
<div class="input">
<div class="prompt input_prompt">In [20]:</div>
<div class="inner_cell">
<div class="input_area">
<div class=" highlight hl-ipython2"><pre><span class="n">model</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">training_features</span><span class="p">,</span> <span class="n">training_labels</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="output_wrapper">
<div class="output">
<div class="output_area"><div class="prompt output_prompt">Out[20]:</div>
<div class="output_text output_subarea output_execute_result">
<pre>KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',
metric_params=None, n_neighbors=1, p=2, weights='uniform')</pre>
</div>
</div>
</div>
</div>
</div>
<div class="cell border-box-sizing text_cell rendered">
<div class="prompt input_prompt">
</div>
<div class="inner_cell">
<div class="text_cell_render border-box-sizing rendered_html">
<p>To test the classifier on a set of (test) feature vectors, use the <code>predict</code> method:</p>
</div>
</div>