-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathREADME.html
More file actions
646 lines (635 loc) · 162 KB
/
README.html
File metadata and controls
646 lines (635 loc) · 162 KB
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
<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
<meta name="viewport" content="width=device-width, initial-scale=1">
<style type="text/css">
@font-face {
font-family: octicons-link;
src: url(data:font/woff;charset=utf-8;base64,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) format('woff');
}
body {
-webkit-text-size-adjust: 100%;
text-size-adjust: 100%;
color: #333;
font-family: "Helvetica Neue", Helvetica, "Segoe UI", Arial, freesans, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";
font-size: 16px;
line-height: 1.6;
word-wrap: break-word;
}
a {
background-color: transparent;
}
a:active,
a:hover {
outline: 0;
}
strong {
font-weight: bold;
}
h1 {
font-size: 2em;
margin: 0.67em 0;
}
img {
border: 0;
}
hr {
box-sizing: content-box;
height: 0;
}
pre {
overflow: auto;
}
code,
kbd,
pre {
font-family: monospace, monospace;
font-size: 1em;
}
input {
color: inherit;
font: inherit;
margin: 0;
}
html input[disabled] {
cursor: default;
}
input {
line-height: normal;
}
input[type="checkbox"] {
box-sizing: border-box;
padding: 0;
}
table {
border-collapse: collapse;
border-spacing: 0;
}
td,
th {
padding: 0;
}
* {
box-sizing: border-box;
}
input {
font: 13px / 1.4 Helvetica, arial, nimbussansl, liberationsans, freesans, clean, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol";
}
a {
color: #4078c0;
text-decoration: none;
}
a:hover,
a:active {
text-decoration: underline;
}
hr {
height: 0;
margin: 15px 0;
overflow: hidden;
background: transparent;
border: 0;
border-bottom: 1px solid #ddd;
}
hr:before {
display: table;
content: "";
}
hr:after {
display: table;
clear: both;
content: "";
}
h1,
h2,
h3,
h4,
h5,
h6 {
margin-top: 15px;
margin-bottom: 15px;
line-height: 1.1;
}
h1 {
font-size: 30px;
}
h2 {
font-size: 21px;
}
h3 {
font-size: 16px;
}
h4 {
font-size: 14px;
}
h5 {
font-size: 12px;
}
h6 {
font-size: 11px;
}
blockquote {
margin: 0;
}
ul,
ol {
padding: 0;
margin-top: 0;
margin-bottom: 0;
}
ol ol,
ul ol {
list-style-type: lower-roman;
}
ul ul ol,
ul ol ol,
ol ul ol,
ol ol ol {
list-style-type: lower-alpha;
}
dd {
margin-left: 0;
}
code {
font-family: Consolas, "Liberation Mono", Menlo, Courier, monospace;
font-size: 12px;
}
pre {
margin-top: 0;
margin-bottom: 0;
font: 12px Consolas, "Liberation Mono", Menlo, Courier, monospace;
}
.select::-ms-expand {
opacity: 0;
}
.octicon {
font: normal normal normal 16px/1 octicons-link;
display: inline-block;
text-decoration: none;
text-rendering: auto;
-webkit-font-smoothing: antialiased;
-moz-osx-font-smoothing: grayscale;
-webkit-user-select: none;
-moz-user-select: none;
-ms-user-select: none;
user-select: none;
}
.octicon-link:before {
content: '\f05c';
}
.markdown-body:before {
display: table;
content: "";
}
.markdown-body:after {
display: table;
clear: both;
content: "";
}
.markdown-body>*:first-child {
margin-top: 0 !important;
}
.markdown-body>*:last-child {
margin-bottom: 0 !important;
}
a:not([href]) {
color: inherit;
text-decoration: none;
}
.anchor {
display: inline-block;
padding-right: 2px;
margin-left: -18px;
}
.anchor:focus {
outline: none;
}
h1,
h2,
h3,
h4,
h5,
h6 {
margin-top: 1em;
margin-bottom: 16px;
font-weight: bold;
line-height: 1.4;
}
h1 .octicon-link,
h2 .octicon-link,
h3 .octicon-link,
h4 .octicon-link,
h5 .octicon-link,
h6 .octicon-link {
color: #000;
vertical-align: middle;
visibility: hidden;
}
h1:hover .anchor,
h2:hover .anchor,
h3:hover .anchor,
h4:hover .anchor,
h5:hover .anchor,
h6:hover .anchor {
text-decoration: none;
}
h1:hover .anchor .octicon-link,
h2:hover .anchor .octicon-link,
h3:hover .anchor .octicon-link,
h4:hover .anchor .octicon-link,
h5:hover .anchor .octicon-link,
h6:hover .anchor .octicon-link {
visibility: visible;
}
h1 {
padding-bottom: 0.3em;
font-size: 2.25em;
line-height: 1.2;
border-bottom: 1px solid #eee;
}
h1 .anchor {
line-height: 1;
}
h2 {
padding-bottom: 0.3em;
font-size: 1.75em;
line-height: 1.225;
border-bottom: 1px solid #eee;
}
h2 .anchor {
line-height: 1;
}
h3 {
font-size: 1.5em;
line-height: 1.43;
}
h3 .anchor {
line-height: 1.2;
}
h4 {
font-size: 1.25em;
}
h4 .anchor {
line-height: 1.2;
}
h5 {
font-size: 1em;
}
h5 .anchor {
line-height: 1.1;
}
h6 {
font-size: 1em;
color: #777;
}
h6 .anchor {
line-height: 1.1;
}
p,
blockquote,
ul,
ol,
dl,
table,
pre {
margin-top: 0;
margin-bottom: 16px;
}
hr {
height: 4px;
padding: 0;
margin: 16px 0;
background-color: #e7e7e7;
border: 0 none;
}
ul,
ol {
padding-left: 2em;
}
ul ul,
ul ol,
ol ol,
ol ul {
margin-top: 0;
margin-bottom: 0;
}
li>p {
margin-top: 16px;
}
dl {
padding: 0;
}
dl dt {
padding: 0;
margin-top: 16px;
font-size: 1em;
font-style: italic;
font-weight: bold;
}
dl dd {
padding: 0 16px;
margin-bottom: 16px;
}
blockquote {
padding: 0 15px;
color: #777;
border-left: 4px solid #ddd;
}
blockquote>:first-child {
margin-top: 0;
}
blockquote>:last-child {
margin-bottom: 0;
}
table {
display: block;
width: 100%;
overflow: auto;
word-break: normal;
word-break: keep-all;
}
table th {
font-weight: bold;
}
table th,
table td {
padding: 6px 13px;
border: 1px solid #ddd;
}
table tr {
background-color: #fff;
border-top: 1px solid #ccc;
}
table tr:nth-child(2n) {
background-color: #f8f8f8;
}
img {
max-width: 100%;
box-sizing: content-box;
background-color: #fff;
}
code {
padding: 0;
padding-top: 0.2em;
padding-bottom: 0.2em;
margin: 0;
font-size: 85%;
background-color: rgba(0,0,0,0.04);
border-radius: 3px;
}
code:before,
code:after {
letter-spacing: -0.2em;
content: "\00a0";
}
pre>code {
padding: 0;
margin: 0;
font-size: 100%;
word-break: normal;
white-space: pre;
background: transparent;
border: 0;
}
.highlight {
margin-bottom: 16px;
}
.highlight pre,
pre {
padding: 16px;
overflow: auto;
font-size: 85%;
line-height: 1.45;
background-color: #f7f7f7;
border-radius: 3px;
}
.highlight pre {
margin-bottom: 0;
word-break: normal;
}
pre {
word-wrap: normal;
}
pre code {
display: inline;
max-width: initial;
padding: 0;
margin: 0;
overflow: initial;
line-height: inherit;
word-wrap: normal;
background-color: transparent;
border: 0;
}
pre code:before,
pre code:after {
content: normal;
}
kbd {
display: inline-block;
padding: 3px 5px;
font-size: 11px;
line-height: 10px;
color: #555;
vertical-align: middle;
background-color: #fcfcfc;
border: solid 1px #ccc;
border-bottom-color: #bbb;
border-radius: 3px;
box-shadow: inset 0 -1px 0 #bbb;
}
.pl-c {
color: #969896;
}
.pl-c1,
.pl-s .pl-v {
color: #0086b3;
}
.pl-e,
.pl-en {
color: #795da3;
}
.pl-s .pl-s1,
.pl-smi {
color: #333;
}
.pl-ent {
color: #63a35c;
}
.pl-k {
color: #a71d5d;
}
.pl-pds,
.pl-s,
.pl-s .pl-pse .pl-s1,
.pl-sr,
.pl-sr .pl-cce,
.pl-sr .pl-sra,
.pl-sr .pl-sre {
color: #183691;
}
.pl-v {
color: #ed6a43;
}
.pl-id {
color: #b52a1d;
}
.pl-ii {
background-color: #b52a1d;
color: #f8f8f8;
}
.pl-sr .pl-cce {
color: #63a35c;
font-weight: bold;
}
.pl-ml {
color: #693a17;
}
.pl-mh,
.pl-mh .pl-en,
.pl-ms {
color: #1d3e81;
font-weight: bold;
}
.pl-mq {
color: #008080;
}
.pl-mi {
color: #333;
font-style: italic;
}
.pl-mb {
color: #333;
font-weight: bold;
}
.pl-md {
background-color: #ffecec;
color: #bd2c00;
}
.pl-mi1 {
background-color: #eaffea;
color: #55a532;
}
.pl-mdr {
color: #795da3;
font-weight: bold;
}
.pl-mo {
color: #1d3e81;
}
kbd {
display: inline-block;
padding: 3px 5px;
font: 11px Consolas, "Liberation Mono", Menlo, Courier, monospace;
line-height: 10px;
color: #555;
vertical-align: middle;
background-color: #fcfcfc;
border: solid 1px #ccc;
border-bottom-color: #bbb;
border-radius: 3px;
box-shadow: inset 0 -1px 0 #bbb;
}
.task-list-item {
list-style-type: none;
}
.task-list-item+.task-list-item {
margin-top: 3px;
}
.task-list-item input {
margin: 0 0.35em 0.25em -1.6em;
vertical-align: middle;
}
:checked+.radio-label {
z-index: 1;
position: relative;
border-color: #4078c0;
}
.sourceLine {
display: inline-block;
}
code .kw { color: #000000; }
code .dt { color: #ed6a43; }
code .dv { color: #009999; }
code .bn { color: #009999; }
code .fl { color: #009999; }
code .ch { color: #009999; }
code .st { color: #183691; }
code .co { color: #969896; }
code .ot { color: #0086b3; }
code .al { color: #a61717; }
code .fu { color: #63a35c; }
code .er { color: #a61717; background-color: #e3d2d2; }
code .wa { color: #000000; }
code .cn { color: #008080; }
code .sc { color: #008080; }
code .vs { color: #183691; }
code .ss { color: #183691; }
code .im { color: #000000; }
code .va {color: #008080; }
code .cf { color: #000000; }
code .op { color: #000000; }
code .bu { color: #000000; }
code .ex { color: #000000; }
code .pp { color: #999999; }
code .at { color: #008080; }
code .do { color: #969896; }
code .an { color: #008080; }
code .cv { color: #008080; }
code .in { color: #008080; }
</style>
<style>
body {
box-sizing: border-box;
min-width: 200px;
max-width: 980px;
margin: 0 auto;
padding: 45px;
padding-top: 0px;
}
</style>
</head>
<body>
<!-- README.md is generated from README.Rmd. Please edit that file -->
<h1 id="behavioraleconomicsr-">BehavioralEconomicsR <img src="data:image/png;base64,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" align="right" height="140" width="139" /></h1>
<p><a href="https://www.tidyverse.org/lifecycle/#maturing"><img src="data:image/svg+xml;charset=utf-8;base64,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" alt="lifecycle" /></a></p>
<p>BehavioralEconomicsR es un paquete disenado para trabajar facilmente con data publica de investigaciones de Economia Conductual, de forma gratuita, libre y facil. Este proyecto es creado por <a href="http://besteamperu.org">Behavioral Economics & Data Science Team (BEST)</a>. Aprende a utilizarlo con nuestros ejemplos en <a href="https://bestdatascience.github.io/BehavioralEconomicsR/index.html" class="uri">https://bestdatascience.github.io/BehavioralEconomicsR/index.html</a>.</p>
<h2 id="instalacion">Instalacion</h2>
<p>Lo primero que debemos hacer es instalar primero R en este <a href="https://cran.r-project.org/bin/windows/base/">enlace</a> y luego RStudio en este <a href="https://download1.rstudio.org/RStudio-1.1.453.exe">enlace</a>. Posteriormente dentro de la consola se debera poner los siguientes scripts</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb1-1" data-line-number="1"><span class="co"># Los paquetes nuevos son instalados a traves de la funcion install.packages(), siempre entre comillas</span></a>
<a class="sourceLine" id="cb1-2" data-line-number="2"></a>
<a class="sourceLine" id="cb1-3" data-line-number="3"><span class="kw">install.packages</span>(<span class="st">"xts"</span>)</a>
<a class="sourceLine" id="cb1-4" data-line-number="4"><span class="kw">install.packages</span>(<span class="st">"zoo"</span>)</a>
<a class="sourceLine" id="cb1-5" data-line-number="5"><span class="kw">install.packages</span>(<span class="st">"dygraphs"</span>)</a>
<a class="sourceLine" id="cb1-6" data-line-number="6"><span class="kw">install.packages</span>(<span class="st">"devtools"</span>)</a>
<a class="sourceLine" id="cb1-7" data-line-number="7"><span class="kw">install.packages</span>(<span class="st">"lubridate"</span>)</a>
<a class="sourceLine" id="cb1-8" data-line-number="8">devtools<span class="op">::</span><span class="kw">install_github</span>(<span class="st">"BESTDATASCIENCE/BehavioralEconomicsR"</span>)</a></code></pre></div>
<h2 id="activacion-de-paquetes">Activacion de paquetes</h2>
<p>Utilicemos la funcion <code>library()</code> para activar los paquetes instalados.</p>
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb2-1" data-line-number="1"><span class="kw">library</span>(BehavioralEconomicsR)</a>
<a class="sourceLine" id="cb2-2" data-line-number="2"><span class="kw">library</span>(xts)</a>
<a class="sourceLine" id="cb2-3" data-line-number="3"><span class="kw">library</span>(dygraphs)</a>
<a class="sourceLine" id="cb2-4" data-line-number="4"><span class="kw">library</span>(lubridate)</a></code></pre></div>
<h2 id="a-probar-el-paquete-con-el-trabajo-de-shiller">A probar el paquete con el trabajo de Shiller!!</h2>
<p>El paquete cuenta con data del libro de Shiller Irrational Exuberance y lo puedes usar facilmente utilizando el siguiente script:</p>
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb3-1" data-line-number="1"><span class="kw">data</span>(<span class="st">"ie_data"</span>)</a>
<a class="sourceLine" id="cb3-2" data-line-number="2">be=xts<span class="op">::</span><span class="kw">xts</span>(ie_data[,<span class="kw">c</span>(<span class="dv">8</span>,<span class="dv">10</span>)],<span class="dt">order.by =</span> ie_data<span class="op">$</span>Date)</a>
<a class="sourceLine" id="cb3-3" data-line-number="3">be2=xts<span class="op">::</span><span class="kw">xts</span>(ie_data[,<span class="kw">c</span>(<span class="dv">7</span>,<span class="dv">11</span>)],<span class="dt">order.by =</span> ie_data<span class="op">$</span>Date)</a></code></pre></div>
<h3 id="hora-de-graficar">Hora de Graficar</h3>
<p>Veamos la relacion entre precio y ganancias:</p>
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb4-1" data-line-number="1">dygraphs<span class="op">::</span><span class="kw">dygraph</span>(be, </a>
<a class="sourceLine" id="cb4-2" data-line-number="2"> <span class="dt">main =</span> <span class="st">"Relacion historica entre Precio y ganancias"</span>) <span class="op">%>%</span><span class="st"> </span></a>
<a class="sourceLine" id="cb4-3" data-line-number="3"><span class="st"> </span><span class="kw">dyRangeSelector</span>()</a></code></pre></div>
<img src="data:image/png;base64,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" align="center" />
<p>Veamos la relacion entre CAPE y tasas de interes:</p>
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb5-1" data-line-number="1">dygraphs<span class="op">::</span><span class="kw">dygraph</span>(be2, </a>
<a class="sourceLine" id="cb5-2" data-line-number="2"> <span class="dt">main =</span> <span class="st">"Relacion historica entre tasas de interes y CAPE"</span>) <span class="op">%>%</span><span class="st"> </span></a>
<a class="sourceLine" id="cb5-3" data-line-number="3"><span class="st"> </span><span class="kw">dyRangeSelector</span>()</a></code></pre></div>
<img src="data:image/png;base64,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" align="center" />
<h2 id="codigo-de-conducta">Codigo de conducta</h2>
<p>Por favor considerar que este paquete cuenta con un <a href="CODE_OF_CONDUCT.md">Codigo de Conducta del Contribuidor</a>. Al participar en este proyecto o utilizarlo, se asume que estas de acuerdo con estos terminos.</p>
</body>
</html>