-
Notifications
You must be signed in to change notification settings - Fork 0
/
interactivegraphics.html
307 lines (257 loc) · 153 KB
/
interactivegraphics.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
<!DOCTYPE html>
<html>
<head>
<title>Interactive Graphics</title>
<meta charset="utf-8">
<meta name="author" content="Elizabeth Borgognoni Souto" />
<meta name="date" content="2017-01-10" />
<link href="libs/remark-css-0.0.1/example.css" rel="stylesheet" />
<script src="libs/htmlwidgets-0.8/htmlwidgets.js"></script>
<link href="libs/plotlyjs-1.16.3/plotly-htmlwidgets.css" rel="stylesheet" />
<script src="libs/plotlyjs-1.16.3/plotly-latest.min.js"></script>
<script src="libs/plotly-binding-4.5.6/plotly.js"></script>
<script src="libs/jquery-1.11.1/jquery.min.js"></script>
<script src="libs/underscore-1.8.3/underscore-min.js"></script>
<link href="libs/highcharts-4.2.4/css/motion.css" rel="stylesheet" />
<script src="libs/highcharts-4.2.4/highstock.js"></script>
<script src="libs/highcharts-4.2.4/highcharts-more.js"></script>
<script src="libs/highcharts-4.2.4/highcharts-3d.js"></script>
<script src="libs/highcharts-4.2.4/modules/exporting.js"></script>
<script src="libs/highcharts-4.2.4/modules/drilldown.js"></script>
<script src="libs/highcharts-4.2.4/modules/data.js"></script>
<script src="libs/highcharts-4.2.4/modules/heatmap.js"></script>
<script src="libs/highcharts-4.2.4/modules/map.js"></script>
<script src="libs/highcharts-4.2.4/modules/treemap.js"></script>
<script src="libs/highcharts-4.2.4/modules/funnel.js"></script>
<script src="libs/highcharts-4.2.4/modules/solid-gauge.js"></script>
<script src="libs/highcharts-4.2.4/modules/reset.js"></script>
<script src="libs/highcharts-4.2.4/plugins/annotations.js"></script>
<script src="libs/highcharts-4.2.4/plugins/motion.js"></script>
<script src="libs/highcharts-4.2.4/plugins/draggable-points.js"></script>
<script src="libs/highcharts-4.2.4/plugins/pattern-fill-v2.js"></script>
<script src="libs/highcharts-4.2.4/plugins/text-symbols.js"></script>
<script src="libs/highcharts-4.2.4/plugins/symbols-extra.js"></script>
<link href="libs/fontawesome-4.5.0/font-awesome.min.css" rel="stylesheet" />
<link href="libs/htmlwdgtgrid-1/htmlwdgtgrid.css" rel="stylesheet" />
<script src="libs/highchart-binding-0.4.0/highchart.js"></script>
</head>
<body>
<textarea id="source">
class: center, middle, inverse
# Interactive Graphics
### Elizabeth Borgognoni Souto
### 2017-01-10
---
## Pre-requisites
To run this tutorial, you'll need:
- Packages: dplyr, tydir, broom, ggplot2, plotly, highcharter
```r
packages = c('dplyr', 'tydir', 'broom', 'ggplot2', 'plotly', 'highcharter')
install.packages(packages)
```
---
## Packages to Interactive Graphics
- The `plotly` is R package for creating interactive web-based graphs via plotly's JavaScript graphing library, plotly.js. The `ploty` R library contains a function ggplotly which will convert ggplot2 figures into graphs drawn with plotly.js which can be saved to your online plotly account or rendered locally.
- The `highcharter` package enables the creation of Highcharts type plots within R. `highcharter` provides a rich R interface to the popular Highcharts J. In Highcharter the functions use standar evaluation. Recommended to make the final graph instead of using the package to visually explore the data.
```r
library("dplyr") # for data manipulation
library("tidyr") # for data manipulation
library("broom") # for data statistical manipulation
library("ggplot2") # for plotting power curves
library("plotly") # for interactive power curves
library("highcharter") # for interactive power curves
```
---
## Plotly
Benefits:
- Using with shiny
- 100% Free and Open-Source, Forever (MIT license)
- Statistical and engineering charts
- Plotly’s ggplot2 converter turns ggplot2 plots into interactive, web-based plots. You can control the tooltip.
- Plotly objects are data frames with a class of plotly and an environment that tracks the mapping from data to visual properties.
- Plotly also supports interactive maps
- Plotly offline using the Plotly R client, Shiny and RStudio
Negative points
- Complicated to work with a large volume of data
- When use ggplot2 with plotly, ggplot2 doesn't know how to deal with data of class numeric
See more in :
[https://plot.ly/](About plotly)
---
## Using Plotly with ggplot2
```r
set.seed(1234)
dat <- data.frame(
cond = factor(rep(c("trace 0", "trace 1"), each = 50)),
rating = c(rnorm(50), rnorm(50, mean = 1))
)
p <- ggplot(dat, aes(x = cond, y = rating, fill = cond)) +
geom_boxplot() +
ggtitle("Box Plot")
ggplotly(p)
```
---
<div id="htmlwidget-a98751c486bb4e6734fc" style="width:504px;height:504px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-a98751c486bb4e6734fc">{"x":{"data":[{"x":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],"y":[-1.20706574938542,0.27742924211066,1.08444117668306,-2.34569770262935,0.42912468881105,0.506055892157574,-0.574739960134649,-0.546631855784187,-0.564451999093283,-0.890037829044104,-0.477192699753547,-0.998386444859704,-0.77625389463799,0.0644588172762693,0.959494058970771,-0.110285494390774,-0.511009505806642,-0.911195416629811,-0.83717168026894,2.41583517848934,0.134088220152031,-0.490685896690943,-0.440547872353227,0.459589441005854,-0.693720246937475,-1.44820491038647,0.574755720900728,-1.02365572296388,-0.0151383003641817,-0.935948601168394,1.10229754620026,-0.475593078869057,-0.709440037512506,-0.501258060594761,-1.6290934690787,-1.16761926209419,-2.18003964894867,-1.34099319210003,-0.294293858763713,-0.46589754040611,1.44949626528713,-1.06864272367458,-0.855364633737507,-0.280623001957454,-0.994340076295665,-0.968514317872049,-1.10731819264177,-1.25198588563894,-0.523828118987356,-0.4968499572667],"type":"box","hoverinfo":"y","fillcolor":"rgba(248,118,109,1)","marker":{"opacity":null,"outliercolor":"rgba(0,0,0,1)","line":{"width":1.88976377952756,"color":"rgba(0,0,0,1)"},"size":5.66929133858268},"line":{"color":"rgba(51,51,51,1)","width":1.88976377952756},"name":"trace 0","legendgroup":"trace 0","showlegend":true,"xaxis":"x","yaxis":"y"},{"x":[2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2],"y":[-0.806031256801949,0.417924075310667,-0.108889624426781,-0.0149620094920093,0.837690476443181,1.56305581899452,2.64781747281506,0.226646576056305,2.6059096288573,-0.15780854769441,1.65658846433281,3.54899107071786,0.965239610196162,0.330366420338043,0.992395244289025,2.77708444814343,-0.138607736750909,2.36782717942326,2.32956479078236,1.33647279720382,1.00689283844196,0.544531261838572,0.633476067126067,1.64828656750315,3.07027086133094,0.84660158753303,-0.390700946701491,0.276418222889846,1.25826176216785,0.682940885038801,0.822210042335706,0.830005923145459,-0.372301885876694,0.826212829585967,1.85023225712188,1.69760871166825,1.5499973510911,0.597268024552377,0.808406229521523,-0.194527879602513,0.946841181256676,1.25519600099583,2.70596400724008,2.00151325236345,0.50441655699854,1.35555029699975,-0.134608043533848,1.87820362695229,1.97291675337612,3.12111710537568],"type":"box","hoverinfo":"y","fillcolor":"rgba(0,191,196,1)","marker":{"opacity":null,"outliercolor":"rgba(0,0,0,1)","line":{"width":1.88976377952756,"color":"rgba(0,0,0,1)"},"size":5.66929133858268},"line":{"color":"rgba(51,51,51,1)","width":1.88976377952756},"name":"trace 1","legendgroup":"trace 1","showlegend":true,"xaxis":"x","yaxis":"y"}],"layout":{"margin":{"t":40.8401826484018,"r":7.30593607305936,"b":37.2602739726027,"l":37.2602739726027},"plot_bgcolor":"rgba(235,235,235,1)","paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"title":"Box Plot","titlefont":{"color":"rgba(0,0,0,1)","family":"","size":17.5342465753425},"xaxis":{"domain":[0,1],"type":"linear","autorange":false,"tickmode":"array","range":[0.4,2.6],"ticktext":["trace 0","trace 1"],"tickvals":[1,2],"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.65296803652968,"tickwidth":0.66417600664176,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":11.689497716895},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0.66417600664176,"zeroline":false,"anchor":"y","title":"cond","titlefont":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"type":"linear","autorange":false,"tickmode":"array","range":[-2.64043214129671,3.84372550938522],"ticktext":["-2","0","2"],"tickvals":[-2,0,2],"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.65296803652968,"tickwidth":0.66417600664176,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":11.689497716895},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0.66417600664176,"zeroline":false,"anchor":"x","title":"rating","titlefont":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":true,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":1.88976377952756,"font":{"color":"rgba(0,0,0,1)","family":"","size":11.689497716895},"y":0.953599550056243},"annotations":[{"text":"cond","x":1.02,"y":1,"showarrow":false,"ax":0,"ay":0,"font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"xref":"paper","yref":"paper","textangle":-0,"xanchor":"left","yanchor":"bottom","legendTitle":true}],"hovermode":"closest"},"source":"A","config":{"modeBarButtonsToAdd":[{"name":"Collaborate","icon":{"width":1000,"ascent":500,"descent":-50,"path":"M487 375c7-10 9-23 5-36l-79-259c-3-12-11-23-22-31-11-8-22-12-35-12l-263 0c-15 0-29 5-43 15-13 10-23 23-28 37-5 13-5 25-1 37 0 0 0 3 1 7 1 5 1 8 1 11 0 2 0 4-1 6 0 3-1 5-1 6 1 2 2 4 3 6 1 2 2 4 4 6 2 3 4 5 5 7 5 7 9 16 13 26 4 10 7 19 9 26 0 2 0 5 0 9-1 4-1 6 0 8 0 2 2 5 4 8 3 3 5 5 5 7 4 6 8 15 12 26 4 11 7 19 7 26 1 1 0 4 0 9-1 4-1 7 0 8 1 2 3 5 6 8 4 4 6 6 6 7 4 5 8 13 13 24 4 11 7 20 7 28 1 1 0 4 0 7-1 3-1 6-1 7 0 2 1 4 3 6 1 1 3 4 5 6 2 3 3 5 5 6 1 2 3 5 4 9 2 3 3 7 5 10 1 3 2 6 4 10 2 4 4 7 6 9 2 3 4 5 7 7 3 2 7 3 11 3 3 0 8 0 13-1l0-1c7 2 12 2 14 2l218 0c14 0 25-5 32-16 8-10 10-23 6-37l-79-259c-7-22-13-37-20-43-7-7-19-10-37-10l-248 0c-5 0-9-2-11-5-2-3-2-7 0-12 4-13 18-20 41-20l264 0c5 0 10 2 16 5 5 3 8 6 10 11l85 282c2 5 2 10 2 17 7-3 13-7 17-13z m-304 0c-1-3-1-5 0-7 1-1 3-2 6-2l174 0c2 0 4 1 7 2 2 2 4 4 5 7l6 18c0 3 0 5-1 7-1 1-3 2-6 2l-173 0c-3 0-5-1-8-2-2-2-4-4-4-7z m-24-73c-1-3-1-5 0-7 2-2 3-2 6-2l174 0c2 0 5 0 7 2 3 2 4 4 5 7l6 18c1 2 0 5-1 6-1 2-3 3-5 3l-174 0c-3 0-5-1-7-3-3-1-4-4-5-6z"},"click":"function(gd) { \n // is this being viewed in RStudio?\n if (location.search == '?viewer_pane=1') {\n alert('To learn about plotly for collaboration, visit:\\n https://cpsievert.github.io/plotly_book/plot-ly-for-collaboration.html');\n } else {\n window.open('https://cpsievert.github.io/plotly_book/plot-ly-for-collaboration.html', '_blank');\n }\n }"}],"modeBarButtonsToRemove":["sendDataToCloud"]},"base_url":"https://plot.ly"},"evals":["config.modeBarButtonsToAdd.0.click"],"jsHooks":[]}</script>
---
## Same example without ggplot2
```r
set.seed(1234)
plot_ly(y = rnorm(50), type = 'box' ) %>%
add_trace(y = rnorm(50, 1)) %>%
layout(title = 'Box Plot')
```
---
<div id="htmlwidget-90472fc291eea3b37ad9" style="width:504px;height:504px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-90472fc291eea3b37ad9">{"x":{"layout":{"margin":{"b":40,"l":60,"t":25,"r":10},"title":"Box Plot","xaxis":{"domain":[0,1]},"yaxis":{"domain":[0,1]}},"source":"A","config":{"modeBarButtonsToAdd":[{"name":"Collaborate","icon":{"width":1000,"ascent":500,"descent":-50,"path":"M487 375c7-10 9-23 5-36l-79-259c-3-12-11-23-22-31-11-8-22-12-35-12l-263 0c-15 0-29 5-43 15-13 10-23 23-28 37-5 13-5 25-1 37 0 0 0 3 1 7 1 5 1 8 1 11 0 2 0 4-1 6 0 3-1 5-1 6 1 2 2 4 3 6 1 2 2 4 4 6 2 3 4 5 5 7 5 7 9 16 13 26 4 10 7 19 9 26 0 2 0 5 0 9-1 4-1 6 0 8 0 2 2 5 4 8 3 3 5 5 5 7 4 6 8 15 12 26 4 11 7 19 7 26 1 1 0 4 0 9-1 4-1 7 0 8 1 2 3 5 6 8 4 4 6 6 6 7 4 5 8 13 13 24 4 11 7 20 7 28 1 1 0 4 0 7-1 3-1 6-1 7 0 2 1 4 3 6 1 1 3 4 5 6 2 3 3 5 5 6 1 2 3 5 4 9 2 3 3 7 5 10 1 3 2 6 4 10 2 4 4 7 6 9 2 3 4 5 7 7 3 2 7 3 11 3 3 0 8 0 13-1l0-1c7 2 12 2 14 2l218 0c14 0 25-5 32-16 8-10 10-23 6-37l-79-259c-7-22-13-37-20-43-7-7-19-10-37-10l-248 0c-5 0-9-2-11-5-2-3-2-7 0-12 4-13 18-20 41-20l264 0c5 0 10 2 16 5 5 3 8 6 10 11l85 282c2 5 2 10 2 17 7-3 13-7 17-13z m-304 0c-1-3-1-5 0-7 1-1 3-2 6-2l174 0c2 0 4 1 7 2 2 2 4 4 5 7l6 18c0 3 0 5-1 7-1 1-3 2-6 2l-173 0c-3 0-5-1-8-2-2-2-4-4-4-7z m-24-73c-1-3-1-5 0-7 2-2 3-2 6-2l174 0c2 0 5 0 7 2 3 2 4 4 5 7l6 18c1 2 0 5-1 6-1 2-3 3-5 3l-174 0c-3 0-5-1-7-3-3-1-4-4-5-6z"},"click":"function(gd) { \n // is this being viewed in RStudio?\n if (location.search == '?viewer_pane=1') {\n alert('To learn about plotly for collaboration, visit:\\n https://cpsievert.github.io/plotly_book/plot-ly-for-collaboration.html');\n } else {\n window.open('https://cpsievert.github.io/plotly_book/plot-ly-for-collaboration.html', '_blank');\n }\n }"}],"modeBarButtonsToRemove":["sendDataToCloud"]},"data":[{"y":[-1.20706574938542,0.27742924211066,1.08444117668306,-2.34569770262935,0.42912468881105,0.506055892157574,-0.574739960134649,-0.546631855784187,-0.564451999093283,-0.890037829044104,-0.477192699753547,-0.998386444859704,-0.77625389463799,0.0644588172762693,0.959494058970771,-0.110285494390774,-0.511009505806642,-0.911195416629811,-0.83717168026894,2.41583517848934,0.134088220152031,-0.490685896690943,-0.440547872353227,0.459589441005854,-0.693720246937475,-1.44820491038647,0.574755720900728,-1.02365572296388,-0.0151383003641817,-0.935948601168394,1.10229754620026,-0.475593078869057,-0.709440037512506,-0.501258060594761,-1.6290934690787,-1.16761926209419,-2.18003964894867,-1.34099319210003,-0.294293858763713,-0.46589754040611,1.44949626528713,-1.06864272367458,-0.855364633737507,-0.280623001957454,-0.994340076295665,-0.968514317872049,-1.10731819264177,-1.25198588563894,-0.523828118987356,-0.4968499572667],"type":"box","line":{"fillcolor":"rgba(31,119,180,1)","color":"rgba(31,119,180,1)"},"xaxis":"x","yaxis":"y"},{"y":[-0.806031256801949,0.417924075310667,-0.108889624426781,-0.0149620094920093,0.837690476443181,1.56305581899452,2.64781747281506,0.226646576056305,2.6059096288573,-0.15780854769441,1.65658846433281,3.54899107071786,0.965239610196162,0.330366420338043,0.992395244289025,2.77708444814343,-0.138607736750909,2.36782717942326,2.32956479078236,1.33647279720382,1.00689283844196,0.544531261838572,0.633476067126067,1.64828656750315,3.07027086133094,0.84660158753303,-0.390700946701491,0.276418222889846,1.25826176216785,0.682940885038801,0.822210042335706,0.830005923145459,-0.372301885876694,0.826212829585967,1.85023225712188,1.69760871166825,1.5499973510911,0.597268024552377,0.808406229521523,-0.194527879602513,0.946841181256676,1.25519600099583,2.70596400724008,2.00151325236345,0.50441655699854,1.35555029699975,-0.134608043533848,1.87820362695229,1.97291675337612,3.12111710537568],"type":"box","line":{"fillcolor":"rgba(255,127,14,1)","color":"rgba(255,127,14,1)"},"xaxis":"x","yaxis":"y"}],"base_url":"https://plot.ly"},"evals":["config.modeBarButtonsToAdd.0.click"],"jsHooks":[]}</script>
---
##Highcharter
Benefits:
- Using with shiny
- Plots are built like ggplot2 by layering, although they use the pipe operator (%>%) instead of +
- It is possible to configure your plots with pre-implemented themes like Economist, Financial Times, Google, and FiveThirtyEight among others
- There are some Plugins: Motion, drag points, fontawesome, url-pattern, annotations.
- Has more tools than plotly
- The posibility to create or modify themes and customize in every way your chart: beatiful tooltips, titles, credits, legends,
add plotlines or plotbands.
Negative points:
- Because has more tools is more difficult, sometimes you need to use another package to modificate your data
- The grapich is interactive but doesn't have the bar with tools like plotly
- In Highcharts there is no function for calculate a simple linear regression, you need to calculate on your own
---
See more in:
[https://www.rstudio.com/rviews/2016/10/19/creating-interactive-plots-with-r-and-highcharts/](Examples Highcharts)
[http://jkunst.com/highcharter/](About Highcharts)
---
##Using Highcharter
Start with empty chart and add components
```r
set.seed(1234)
dat <- data.frame(
cond = (rep(c("trace 0", "trace 1"), each = 50)),
rating = c(rnorm(50), rnorm(50, mean = 1))
)
highchart() %>%
hc_title(text = "Box Plot") %>%
hc_add_series_boxplot(x = dat`\(rating, by = dat\)`cond, name = "cond")
```
---
<div id="htmlwidget-6c084255227fcd56827e" style="width:100%;height:500px;" class="highchart html-widget"></div>
<script type="application/json" data-for="htmlwidget-6c084255227fcd56827e">{"x":{"hc_opts":{"title":{"text":"Box Plot"},"yAxis":{"title":{"text":null}},"credits":{"enabled":false},"exporting":{"enabled":false},"plotOptions":{"series":{"turboThreshold":0}},"xAxis":{"categories":["trace 0","trace 1"]},"series":[{"data":[[-2.34569770262935,-0.994340076295665,-0.535229987385771,-0.0151383003641817,1.44949626528713],[-0.806031256801949,0.417924075310667,0.956040395726419,1.85023225712188,3.54899107071786]],"type":"boxplot","name":"cond"},{"data":[{"x":0,"y":2.41583517848934}],"name":"cond outliers","type":"scatter","marker":{"name":"cond"},"tooltip":{"headerFormat":"<span>{point.key}\u003c/span><br/>","pointFormat":"<span style='color:{point.color}'>\u003c/span> \n Outlier: <b>{point.y}\u003c/b><br/>"},"name.1":"cond"}]},"theme":{"chart":{"backgroundColor":"transparent"}},"conf_opts":{"global":{"Date":null,"VMLRadialGradientURL":"http =//code.highcharts.com/list(version)/gfx/vml-radial-gradient.png","canvasToolsURL":"http =//code.highcharts.com/list(version)/modules/canvas-tools.js","getTimezoneOffset":null,"timezoneOffset":0,"useUTC":true},"lang":{"contextButtonTitle":"Chart context menu","decimalPoint":".","downloadJPEG":"Download JPEG image","downloadPDF":"Download PDF document","downloadPNG":"Download PNG image","downloadSVG":"Download SVG vector image","drillUpText":"Back to {series.name}","invalidDate":null,"loading":"Loading...","months":["January","February","March","April","May","June","July","August","September","October","November","December"],"noData":"No data to display","numericSymbols":["k","M","G","T","P","E"],"printChart":"Print chart","resetZoom":"Reset zoom","resetZoomTitle":"Reset zoom level 1:1","shortMonths":["Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"],"thousandsSep":" ","weekdays":["Sunday","Monday","Tuesday","Wednesday","Thursday","Friday","Saturday"]}},"type":"chart","fonts":[],"debug":false},"evals":[],"jsHooks":[]}</script>
---
##It's possible modificate themes and colors
```r
set.seed(1234)
dat <- data.frame(
cond = (rep(c("trace 0", "trace 1"), each = 50)),
rating = c(rnorm(50), rnorm(50, mean = 1))
)
highchart() %>%
hc_title(text = "Box Plot") %>%
hc_add_series_boxplot(x = dat`\(rating, by = dat\)`cond, name = "cond") %>%
hc_add_theme(hc_theme_sandsignika())
```
---
<div id="htmlwidget-cc911bce9136bf4e7dfd" style="width:100%;height:500px;" class="highchart html-widget"></div>
<script type="application/json" data-for="htmlwidget-cc911bce9136bf4e7dfd">{"x":{"hc_opts":{"title":{"text":"Box Plot"},"yAxis":{"title":{"text":null}},"credits":{"enabled":false},"exporting":{"enabled":false},"plotOptions":{"series":{"turboThreshold":0}},"xAxis":{"categories":["trace 0","trace 1"]},"series":[{"data":[[-2.34569770262935,-0.994340076295665,-0.535229987385771,-0.0151383003641817,1.44949626528713],[-0.806031256801949,0.417924075310667,0.956040395726419,1.85023225712188,3.54899107071786]],"type":"boxplot","name":"cond"},{"data":[{"x":0,"y":2.41583517848934}],"name":"cond outliers","type":"scatter","marker":{"name":"cond"},"tooltip":{"headerFormat":"<span>{point.key}\u003c/span><br/>","pointFormat":"<span style='color:{point.color}'>\u003c/span> \n Outlier: <b>{point.y}\u003c/b><br/>"},"name.1":"cond"}]},"theme":{"colors":["#F45B5B","#8085E9","#8D4654","#7798BF","#AAEEEE","#FF0066","#EEAAEE","#55BF3B","#DF5353"],"chart":{"backgroundColor":null,"divBackgroundImage":"http://www.highcharts.com/samples/graphics/sand.png","style":{"fontFamily":"Signika, serif"}},"title":{"style":{"color":"black","fontSize":"16px","fontWeight":"bold"}},"subtitle":{"style":{"color":"black"}},"tooltip":{"borderWidth":0},"legend":{"itemStyle":{"fontWeight":"bold","fontSize":"13px"}},"xAxis":{"labels":{"style":{"color":"#6e6e70"}}},"yAxis":{"labels":{"style":{"color":"#6e6e70"}}},"plotOptions":{"series":{"shadow":false},"candlestick":{"lineColor":"#404048"},"map":{"shadow":false}},"navigator":{"xAxis":{"gridLineColor":"#D0D0D8"}},"rangeSelector":{"buttonTheme":{"fill":"white","stroke":"#C0C0C8","stroke-width":1,"states":{"select":{"fill":"#D0D0D8"}}}},"scrollbar":{"trackBorderColor":"#C0C0C8"},"background2":"#E0E0E8"},"conf_opts":{"global":{"Date":null,"VMLRadialGradientURL":"http =//code.highcharts.com/list(version)/gfx/vml-radial-gradient.png","canvasToolsURL":"http =//code.highcharts.com/list(version)/modules/canvas-tools.js","getTimezoneOffset":null,"timezoneOffset":0,"useUTC":true},"lang":{"contextButtonTitle":"Chart context menu","decimalPoint":".","downloadJPEG":"Download JPEG image","downloadPDF":"Download PDF document","downloadPNG":"Download PNG image","downloadSVG":"Download SVG vector image","drillUpText":"Back to {series.name}","invalidDate":null,"loading":"Loading...","months":["January","February","March","April","May","June","July","August","September","October","November","December"],"noData":"No data to display","numericSymbols":["k","M","G","T","P","E"],"printChart":"Print chart","resetZoom":"Reset zoom","resetZoomTitle":"Reset zoom level 1:1","shortMonths":["Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"],"thousandsSep":" ","weekdays":["Sunday","Monday","Tuesday","Wednesday","Thursday","Friday","Saturday"]}},"type":"chart","fonts":"Signika","debug":false},"evals":[],"jsHooks":[]}</script>
---
##Plotly with ggplot, geom_smooth Linear Regression
```r
set.seed(1234)
dat <- data.frame(cond = rep(c("A", "B"), each=50),
xvar = 1:50 + rnorm(50,sd=3),
yvar = 1:50 + rnorm(50,sd=3))
p<-ggplot(dat, aes(x=xvar, y=yvar)) +
geom_point(shape=1, colour = "red") +
geom_smooth(method=lm) +
ggtitle("Linear Regression")
ggplotly(p)
```
---
<div id="htmlwidget-6c3e37b0fa7ac693f7cc" style="width:504px;height:504px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-6c3e37b0fa7ac693f7cc">{"x":{"data":[{"x":[-2.62119724815626,2.83228772633198,6.25332353004917,-3.03709310788805,6.28737406643315,7.51816767647272,5.27578011959605,6.36010443264744,7.30664400272015,7.32988651286769,9.56842190073936,9.00484066542089,10.671238316086,14.1933764518288,17.8784821769123,15.6691435168277,15.4669714825801,15.2664137501106,16.4884849591932,27.247505535468,21.4022646604561,20.5279423099272,21.6783563829403,25.3787683230176,22.9188392591876,21.6553852688406,28.7242671627022,24.9290328311084,28.9545850989075,27.1921541964948,34.3068926386008,30.5732207633928,30.8716798874625,32.4962258182157,30.1127195927639,32.4971422137174,30.459881053154,33.9770204236999,38.1171184237089,38.6023073787817,45.3484887958614,38.7940718289763,40.4339060987875,43.1581309941276,42.016979771113,43.0944570463839,43.6780454220747,44.2440423430832,47.4285156430379,48.5094501281999,-2.62119724815626,2.83228772633198,6.25332353004917,-3.03709310788805,6.28737406643315,7.51816767647272,5.27578011959605,6.36010443264744,7.30664400272015,7.32988651286769,9.56842190073936,9.00484066542089,10.671238316086,14.1933764518288,17.8784821769123,15.6691435168277,15.4669714825801,15.2664137501106,16.4884849591932,27.247505535468,21.4022646604561,20.5279423099272,21.6783563829403,25.3787683230176,22.9188392591876,21.6553852688406,28.7242671627022,24.9290328311084,28.9545850989075,27.1921541964948,34.3068926386008,30.5732207633928,30.8716798874625,32.4962258182157,30.1127195927639,32.4971422137174,30.459881053154,33.9770204236999,38.1171184237089,38.6023073787817,45.3484887958614,38.7940718289763,40.4339060987875,43.1581309941276,42.016979771113,43.0944570463839,43.6780454220747,44.2440423430832,47.4285156430379,48.5094501281999],"y":[-4.41809377040585,0.253772225932002,-0.326668873280344,0.955113971523972,4.51307142932954,7.68916745698355,11.9434524184452,5.67993972816891,13.8177288865719,6.52657435691677,12.9697653929984,19.6469732121536,12.8957188305885,11.9910992610141,14.9771857328671,21.3312533444303,13.5841767897473,22.1034815382698,22.9886943723471,21.0094183916115,21.0206785153259,20.6335937855157,21.9004282013782,25.9448597025094,31.2108125839928,25.5398047625991,22.8278971598955,25.8292546686695,29.7747852865036,29.0488226551164,30.4666301270071,31.4900177694364,28.8830943423699,33.4786384887579,37.5506967713657,38.0928261350048,38.6499920532733,36.7918040736571,38.4252186885646,36.4164163611925,40.84052354377,42.7655880029875,48.1178920217202,47.0045397570903,43.5132496709956,47.0666508909992,43.5961758693985,50.6346108808569,51.9187502601284,56.363351316127,-4.41809377040585,0.253772225932002,-0.326668873280344,0.955113971523972,4.51307142932954,7.68916745698355,11.9434524184452,5.67993972816891,13.8177288865719,6.52657435691677,12.9697653929984,19.6469732121536,12.8957188305885,11.9910992610141,14.9771857328671,21.3312533444303,13.5841767897473,22.1034815382698,22.9886943723471,21.0094183916115,21.0206785153259,20.6335937855157,21.9004282013782,25.9448597025094,31.2108125839928,25.5398047625991,22.8278971598955,25.8292546686695,29.7747852865036,29.0488226551164,30.4666301270071,31.4900177694364,28.8830943423699,33.4786384887579,37.5506967713657,38.0928261350048,38.6499920532733,36.7918040736571,38.4252186885646,36.4164163611925,40.84052354377,42.7655880029875,48.1178920217202,47.0045397570903,43.5132496709956,47.0666508909992,43.5961758693985,50.6346108808569,51.9187502601284,56.363351316127],"text":["xvar: -2.62<br>yvar: -4.42","xvar: 2.83<br>yvar: 0.25","xvar: 6.25<br>yvar: -0.33","xvar: -3.04<br>yvar: 0.96","xvar: 6.29<br>yvar: 4.51","xvar: 7.52<br>yvar: 7.69","xvar: 5.28<br>yvar: 11.94","xvar: 6.36<br>yvar: 5.68","xvar: 7.31<br>yvar: 13.82","xvar: 7.33<br>yvar: 6.53","xvar: 9.57<br>yvar: 12.97","xvar: 9<br>yvar: 19.65","xvar: 10.67<br>yvar: 12.9","xvar: 14.19<br>yvar: 11.99","xvar: 17.88<br>yvar: 14.98","xvar: 15.67<br>yvar: 21.33","xvar: 15.47<br>yvar: 13.58","xvar: 15.27<br>yvar: 22.1","xvar: 16.49<br>yvar: 22.99","xvar: 27.25<br>yvar: 21.01","xvar: 21.4<br>yvar: 21.02","xvar: 20.53<br>yvar: 20.63","xvar: 21.68<br>yvar: 21.9","xvar: 25.38<br>yvar: 25.94","xvar: 22.92<br>yvar: 31.21","xvar: 21.66<br>yvar: 25.54","xvar: 28.72<br>yvar: 22.83","xvar: 24.93<br>yvar: 25.83","xvar: 28.95<br>yvar: 29.77","xvar: 27.19<br>yvar: 29.05","xvar: 34.31<br>yvar: 30.47","xvar: 30.57<br>yvar: 31.49","xvar: 30.87<br>yvar: 28.88","xvar: 32.5<br>yvar: 33.48","xvar: 30.11<br>yvar: 37.55","xvar: 32.5<br>yvar: 38.09","xvar: 30.46<br>yvar: 38.65","xvar: 33.98<br>yvar: 36.79","xvar: 38.12<br>yvar: 38.43","xvar: 38.6<br>yvar: 36.42","xvar: 45.35<br>yvar: 40.84","xvar: 38.79<br>yvar: 42.77","xvar: 40.43<br>yvar: 48.12","xvar: 43.16<br>yvar: 47","xvar: 42.02<br>yvar: 43.51","xvar: 43.09<br>yvar: 47.07","xvar: 43.68<br>yvar: 43.6","xvar: 44.24<br>yvar: 50.63","xvar: 47.43<br>yvar: 51.92","xvar: 48.51<br>yvar: 56.36","xvar: -2.62<br>yvar: -4.42","xvar: 2.83<br>yvar: 0.25","xvar: 6.25<br>yvar: -0.33","xvar: -3.04<br>yvar: 0.96","xvar: 6.29<br>yvar: 4.51","xvar: 7.52<br>yvar: 7.69","xvar: 5.28<br>yvar: 11.94","xvar: 6.36<br>yvar: 5.68","xvar: 7.31<br>yvar: 13.82","xvar: 7.33<br>yvar: 6.53","xvar: 9.57<br>yvar: 12.97","xvar: 9<br>yvar: 19.65","xvar: 10.67<br>yvar: 12.9","xvar: 14.19<br>yvar: 11.99","xvar: 17.88<br>yvar: 14.98","xvar: 15.67<br>yvar: 21.33","xvar: 15.47<br>yvar: 13.58","xvar: 15.27<br>yvar: 22.1","xvar: 16.49<br>yvar: 22.99","xvar: 27.25<br>yvar: 21.01","xvar: 21.4<br>yvar: 21.02","xvar: 20.53<br>yvar: 20.63","xvar: 21.68<br>yvar: 21.9","xvar: 25.38<br>yvar: 25.94","xvar: 22.92<br>yvar: 31.21","xvar: 21.66<br>yvar: 25.54","xvar: 28.72<br>yvar: 22.83","xvar: 24.93<br>yvar: 25.83","xvar: 28.95<br>yvar: 29.77","xvar: 27.19<br>yvar: 29.05","xvar: 34.31<br>yvar: 30.47","xvar: 30.57<br>yvar: 31.49","xvar: 30.87<br>yvar: 28.88","xvar: 32.5<br>yvar: 33.48","xvar: 30.11<br>yvar: 37.55","xvar: 32.5<br>yvar: 38.09","xvar: 30.46<br>yvar: 38.65","xvar: 33.98<br>yvar: 36.79","xvar: 38.12<br>yvar: 38.43","xvar: 38.6<br>yvar: 36.42","xvar: 45.35<br>yvar: 40.84","xvar: 38.79<br>yvar: 42.77","xvar: 40.43<br>yvar: 48.12","xvar: 43.16<br>yvar: 47","xvar: 42.02<br>yvar: 43.51","xvar: 43.09<br>yvar: 47.07","xvar: 43.68<br>yvar: 43.6","xvar: 44.24<br>yvar: 50.63","xvar: 47.43<br>yvar: 51.92","xvar: 48.51<br>yvar: 56.36"],"key":null,"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(255,0,0,1)","opacity":1,"size":5.66929133858268,"symbol":"circle-open","line":{"width":1.88976377952756,"color":"rgba(255,0,0,1)"}},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","name":""},{"x":[-3.03709310788805,-2.38460521882364,-1.73211732975924,-1.07962944069483,-0.42714155163043,0.225346337433975,0.877834226498379,1.53032211556278,2.18281000462719,2.83529789369159,3.487785782756,4.1402736718204,4.79276156088481,5.44524944994921,6.09773733901362,6.75022522807802,7.40271311714242,8.05520100620683,8.70768889527123,9.36017678433564,10.0126646734,10.6651525624644,11.3176404515289,11.9701283405933,12.6226162296577,13.2751041187221,13.9275920077865,14.5800798968509,15.2325677859153,15.8850556749797,16.5375435640441,17.1900314531085,17.8425193421729,18.4950072312373,19.1474951203017,19.7999830093661,20.4524708984305,21.1049587874949,21.7574466765593,22.4099345656237,23.0624224546881,23.7149103437525,24.3673982328169,25.0198861218813,25.6723740109457,26.3248619000102,26.9773497890746,27.629837678139,28.2823255672034,28.9348134562678,29.5873013453322,30.2397892343966,30.892277123461,31.5447650125254,32.1972529015898,32.8497407906542,33.5022286797186,34.154716568783,34.8072044578474,35.4596923469118,36.1121802359762,36.7646681250406,37.417156014105,38.0696439031694,38.7221317922338,39.3746196812982,40.0271075703626,40.6795954594271,41.3320833484915,41.9845712375559,42.6370591266203,43.2895470156847,43.9420349047491,44.5945227938135,45.2470106828779,45.8994985719423,46.5519864610067,47.2044743500711,47.8569622391355,48.5094501281999],"y":[-2.14055609015332,-1.46691209548576,-0.793268100818194,-0.119624106150632,0.554019888516931,1.22766388318449,1.90130787785205,2.57495187251962,3.24859586718718,3.92223986185474,4.5958838565223,5.26952785118987,5.94317184585743,6.61681584052499,7.29045983519255,7.96410382986011,8.63774782452768,9.31139181919524,9.9850358138628,10.6586798085304,11.3323238031979,12.0059677978655,12.6796117925331,13.3532557872006,14.0268997818682,14.7005437765357,15.3741877712033,16.0478317658709,16.7214757605384,17.395119755206,18.0687637498735,18.7424077445411,19.4160517392087,20.0896957338762,20.7633397285438,21.4369837232114,22.1106277178789,22.7842717125465,23.457915707214,24.1315597018816,24.8052036965492,25.4788476912167,26.1524916858843,26.8261356805519,27.4997796752194,28.173423669887,28.8470676645545,29.5207116592221,30.1943556538897,30.8679996485572,31.5416436432248,32.2152876378924,32.8889316325599,33.5625756272275,34.236219621895,34.9098636165626,35.5835076112302,36.2571516058977,36.9307956005653,37.6044395952328,38.2780835899004,38.951727584568,39.6253715792355,40.2990155739031,40.9726595685707,41.6463035632382,42.3199475579058,42.9935915525733,43.6672355472409,44.3408795419085,45.014523536576,45.6881675312436,46.3618115259112,47.0354555205787,47.7090995152463,48.3827435099138,49.0563875045814,49.730031499249,50.4036754939165,51.0773194885841],"text":["xvar: -3.04<br>yvar: -2.14","xvar: -2.38<br>yvar: -1.47","xvar: -1.73<br>yvar: -0.79","xvar: -1.08<br>yvar: -0.12","xvar: -0.43<br>yvar: 0.55","xvar: 0.23<br>yvar: 1.23","xvar: 0.88<br>yvar: 1.9","xvar: 1.53<br>yvar: 2.57","xvar: 2.18<br>yvar: 3.25","xvar: 2.84<br>yvar: 3.92","xvar: 3.49<br>yvar: 4.6","xvar: 4.14<br>yvar: 5.27","xvar: 4.79<br>yvar: 5.94","xvar: 5.45<br>yvar: 6.62","xvar: 6.1<br>yvar: 7.29","xvar: 6.75<br>yvar: 7.96","xvar: 7.4<br>yvar: 8.64","xvar: 8.06<br>yvar: 9.31","xvar: 8.71<br>yvar: 9.99","xvar: 9.36<br>yvar: 10.66","xvar: 10.01<br>yvar: 11.33","xvar: 10.67<br>yvar: 12.01","xvar: 11.32<br>yvar: 12.68","xvar: 11.97<br>yvar: 13.35","xvar: 12.62<br>yvar: 14.03","xvar: 13.28<br>yvar: 14.7","xvar: 13.93<br>yvar: 15.37","xvar: 14.58<br>yvar: 16.05","xvar: 15.23<br>yvar: 16.72","xvar: 15.89<br>yvar: 17.4","xvar: 16.54<br>yvar: 18.07","xvar: 17.19<br>yvar: 18.74","xvar: 17.84<br>yvar: 19.42","xvar: 18.5<br>yvar: 20.09","xvar: 19.15<br>yvar: 20.76","xvar: 19.8<br>yvar: 21.44","xvar: 20.45<br>yvar: 22.11","xvar: 21.1<br>yvar: 22.78","xvar: 21.76<br>yvar: 23.46","xvar: 22.41<br>yvar: 24.13","xvar: 23.06<br>yvar: 24.81","xvar: 23.71<br>yvar: 25.48","xvar: 24.37<br>yvar: 26.15","xvar: 25.02<br>yvar: 26.83","xvar: 25.67<br>yvar: 27.5","xvar: 26.32<br>yvar: 28.17","xvar: 26.98<br>yvar: 28.85","xvar: 27.63<br>yvar: 29.52","xvar: 28.28<br>yvar: 30.19","xvar: 28.93<br>yvar: 30.87","xvar: 29.59<br>yvar: 31.54","xvar: 30.24<br>yvar: 32.22","xvar: 30.89<br>yvar: 32.89","xvar: 31.54<br>yvar: 33.56","xvar: 32.2<br>yvar: 34.24","xvar: 32.85<br>yvar: 34.91","xvar: 33.5<br>yvar: 35.58","xvar: 34.15<br>yvar: 36.26","xvar: 34.81<br>yvar: 36.93","xvar: 35.46<br>yvar: 37.6","xvar: 36.11<br>yvar: 38.28","xvar: 36.76<br>yvar: 38.95","xvar: 37.42<br>yvar: 39.63","xvar: 38.07<br>yvar: 40.3","xvar: 38.72<br>yvar: 40.97","xvar: 39.37<br>yvar: 41.65","xvar: 40.03<br>yvar: 42.32","xvar: 40.68<br>yvar: 42.99","xvar: 41.33<br>yvar: 43.67","xvar: 41.98<br>yvar: 44.34","xvar: 42.64<br>yvar: 45.01","xvar: 43.29<br>yvar: 45.69","xvar: 43.94<br>yvar: 46.36","xvar: 44.59<br>yvar: 47.04","xvar: 45.25<br>yvar: 47.71","xvar: 45.9<br>yvar: 48.38","xvar: 46.55<br>yvar: 49.06","xvar: 47.2<br>yvar: 49.73","xvar: 47.86<br>yvar: 50.4","xvar: 48.51<br>yvar: 51.08"],"key":null,"type":"scatter","mode":"lines","name":"fitted values","line":{"width":3.77952755905512,"color":"rgba(51,102,255,1)","dash":"solid"},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text"},{"x":[-3.03709310788805,-2.38460521882364,-1.73211732975924,-1.07962944069483,-0.42714155163043,0.225346337433975,0.877834226498379,1.53032211556278,2.18281000462719,2.83529789369159,3.487785782756,4.1402736718204,4.79276156088481,5.44524944994921,6.09773733901362,6.75022522807802,7.40271311714242,8.05520100620683,8.70768889527123,9.36017678433564,10.0126646734,10.6651525624644,11.3176404515289,11.9701283405933,12.6226162296577,13.2751041187221,13.9275920077865,14.5800798968509,15.2325677859153,15.8850556749797,16.5375435640441,17.1900314531085,17.8425193421729,18.4950072312373,19.1474951203017,19.7999830093661,20.4524708984305,21.1049587874949,21.7574466765593,22.4099345656237,23.0624224546881,23.7149103437525,24.3673982328169,25.0198861218813,25.6723740109457,26.3248619000102,26.9773497890746,27.629837678139,28.2823255672034,28.9348134562678,29.5873013453322,30.2397892343966,30.892277123461,31.5447650125254,32.1972529015898,32.8497407906542,33.5022286797186,34.154716568783,34.8072044578474,35.4596923469118,36.1121802359762,36.7646681250406,37.417156014105,38.0696439031694,38.7221317922338,39.3746196812982,40.0271075703626,40.6795954594271,41.3320833484915,41.9845712375559,42.6370591266203,43.2895470156847,43.9420349047491,44.5945227938135,45.2470106828779,45.8994985719423,46.5519864610067,47.2044743500711,47.8569622391355,48.5094501281999,48.5094501281999,48.5094501281999,47.8569622391355,47.2044743500711,46.5519864610067,45.8994985719423,45.2470106828779,44.5945227938135,43.9420349047491,43.2895470156847,42.6370591266203,41.9845712375559,41.3320833484915,40.6795954594271,40.0271075703626,39.3746196812982,38.7221317922338,38.0696439031694,37.417156014105,36.7646681250406,36.1121802359762,35.4596923469118,34.8072044578474,34.154716568783,33.5022286797186,32.8497407906542,32.1972529015898,31.5447650125254,30.892277123461,30.2397892343966,29.5873013453322,28.9348134562678,28.2823255672034,27.629837678139,26.9773497890746,26.3248619000102,25.6723740109457,25.0198861218813,24.3673982328169,23.7149103437525,23.0624224546881,22.4099345656237,21.7574466765593,21.1049587874949,20.4524708984305,19.7999830093661,19.1474951203017,18.4950072312373,17.8425193421729,17.1900314531085,16.5375435640441,15.8850556749797,15.2325677859153,14.5800798968509,13.9275920077865,13.2751041187221,12.6226162296577,11.9701283405933,11.3176404515289,10.6651525624644,10.0126646734,9.36017678433564,8.70768889527123,8.05520100620683,7.40271311714242,6.75022522807802,6.09773733901362,5.44524944994921,4.79276156088481,4.1402736718204,3.487785782756,2.83529789369159,2.18281000462719,1.53032211556278,0.877834226498379,0.225346337433975,-0.42714155163043,-1.07962944069483,-1.73211732975924,-2.38460521882364,-3.03709310788805,-3.03709310788805],"y":[-3.94120788702168,-3.23363796116073,-2.52625240110845,-1.81906218839661,-1.11207912278194,-0.405315891718457,0.301213854126908,1.0074954188956,1.71351297268862,2.41924945547006,3.12468647339707,3.82980418733194,4.53458119341142,5.23899439571733,5.94301887132316,6.64662772829981,7.34979195766747,8.05248028080006,8.75465899444639,9.45629181635073,10.1573397354565,10.8577608718794,11.5575103532477,12.2565402156242,12.9547993390188,13.6522334294031,14.3487850610544,15.0443937948015,15.7389963890935,16.4325271214436,17.1249182373239,17.8161005415709,18.5060041433562,19.1945593594132,19.8816977712931,20.5673534210654,21.2514641165991,21.9339728034296,22.614828946759,23.2939898563215,23.9714218806906,24.6471013978982,25.3210155369963,25.9931625803752,26.663552017943,27.3322042492255,27.9991499549094,28.6644291820632,29.328090204517,29.9901882299757,30.6507840279457,31.3099425482132,31.9677315900041,32.6242205690904,33.2794794159949,33.9335776247713,34.5865834598134,35.2385633184549,35.8895812399836,36.539698547008,37.1889736025271,37.8374616651639,38.4852148253537,39.1322820064477,39.7787090163451,40.4245386371497,41.0698107422698,41.7145624322151,42.3588281820184,43.0026399946898,43.6460275563701,44.2890183899198,44.9316380045431,45.5739100397588,46.2158564025831,46.8574973972308,47.4988518469731,48.1399372080462,48.7807696756887,49.4213642825209,49.4213642825209,52.7332746946472,52.0265813121443,51.3201257904517,50.6139231621897,49.9079896225969,49.2023426279095,48.4970010013987,47.7919850472792,47.0873166725674,46.3830195167819,45.6791190891272,44.9756429124634,44.2726206729316,43.5700843735417,42.8680684893268,42.1666101207962,41.4657491413585,40.7655283331174,40.065993503972,39.3671935772737,38.6691806434577,37.9720099611469,37.2757398933406,36.5804317626469,35.8861496083539,35.1929598277951,34.5009306853645,33.8101316751157,33.1206327275715,32.4325032585039,31.7458110671388,31.0606211032623,30.376994136381,29.6949853741997,29.0146430905485,28.3360073324959,27.6591087807285,26.9839678347723,26.3105939845353,25.6389855124078,24.9691295474417,24.3010024676691,23.6345706216634,22.9697913191587,22.3066140253573,21.6449816857945,20.9848321083393,20.3260993350611,19.6687149475114,19.0126092624232,18.3577123889683,17.7039551319833,17.0512697369402,16.3995904813522,15.7488541236684,15.0990002247176,14.449971358777,13.8017132318184,13.1541747238515,12.5073078709393,11.86106780071,11.2154126332792,10.5703033575904,9.92570369138788,9.28157993142042,8.63790079906195,7.99463728533265,7.35176249830343,6.70925151504779,6.06708123964753,5.42523026823942,4.78367876168574,4.14240832614364,3.5014019015772,2.86064365808744,2.2201188998158,1.57981397609534,0.939716199472064,0.299813770189214,-0.339904293284959,-3.94120788702168],"text":["xvar: -3.04<br>yvar: -2.14","xvar: -2.38<br>yvar: -1.47","xvar: -1.73<br>yvar: -0.79","xvar: -1.08<br>yvar: -0.12","xvar: -0.43<br>yvar: 0.55","xvar: 0.23<br>yvar: 1.23","xvar: 0.88<br>yvar: 1.9","xvar: 1.53<br>yvar: 2.57","xvar: 2.18<br>yvar: 3.25","xvar: 2.84<br>yvar: 3.92","xvar: 3.49<br>yvar: 4.6","xvar: 4.14<br>yvar: 5.27","xvar: 4.79<br>yvar: 5.94","xvar: 5.45<br>yvar: 6.62","xvar: 6.1<br>yvar: 7.29","xvar: 6.75<br>yvar: 7.96","xvar: 7.4<br>yvar: 8.64","xvar: 8.06<br>yvar: 9.31","xvar: 8.71<br>yvar: 9.99","xvar: 9.36<br>yvar: 10.66","xvar: 10.01<br>yvar: 11.33","xvar: 10.67<br>yvar: 12.01","xvar: 11.32<br>yvar: 12.68","xvar: 11.97<br>yvar: 13.35","xvar: 12.62<br>yvar: 14.03","xvar: 13.28<br>yvar: 14.7","xvar: 13.93<br>yvar: 15.37","xvar: 14.58<br>yvar: 16.05","xvar: 15.23<br>yvar: 16.72","xvar: 15.89<br>yvar: 17.4","xvar: 16.54<br>yvar: 18.07","xvar: 17.19<br>yvar: 18.74","xvar: 17.84<br>yvar: 19.42","xvar: 18.5<br>yvar: 20.09","xvar: 19.15<br>yvar: 20.76","xvar: 19.8<br>yvar: 21.44","xvar: 20.45<br>yvar: 22.11","xvar: 21.1<br>yvar: 22.78","xvar: 21.76<br>yvar: 23.46","xvar: 22.41<br>yvar: 24.13","xvar: 23.06<br>yvar: 24.81","xvar: 23.71<br>yvar: 25.48","xvar: 24.37<br>yvar: 26.15","xvar: 25.02<br>yvar: 26.83","xvar: 25.67<br>yvar: 27.5","xvar: 26.32<br>yvar: 28.17","xvar: 26.98<br>yvar: 28.85","xvar: 27.63<br>yvar: 29.52","xvar: 28.28<br>yvar: 30.19","xvar: 28.93<br>yvar: 30.87","xvar: 29.59<br>yvar: 31.54","xvar: 30.24<br>yvar: 32.22","xvar: 30.89<br>yvar: 32.89","xvar: 31.54<br>yvar: 33.56","xvar: 32.2<br>yvar: 34.24","xvar: 32.85<br>yvar: 34.91","xvar: 33.5<br>yvar: 35.58","xvar: 34.15<br>yvar: 36.26","xvar: 34.81<br>yvar: 36.93","xvar: 35.46<br>yvar: 37.6","xvar: 36.11<br>yvar: 38.28","xvar: 36.76<br>yvar: 38.95","xvar: 37.42<br>yvar: 39.63","xvar: 38.07<br>yvar: 40.3","xvar: 38.72<br>yvar: 40.97","xvar: 39.37<br>yvar: 41.65","xvar: 40.03<br>yvar: 42.32","xvar: 40.68<br>yvar: 42.99","xvar: 41.33<br>yvar: 43.67","xvar: 41.98<br>yvar: 44.34","xvar: 42.64<br>yvar: 45.01","xvar: 43.29<br>yvar: 45.69","xvar: 43.94<br>yvar: 46.36","xvar: 44.59<br>yvar: 47.04","xvar: 45.25<br>yvar: 47.71","xvar: 45.9<br>yvar: 48.38","xvar: 46.55<br>yvar: 49.06","xvar: 47.2<br>yvar: 49.73","xvar: 47.86<br>yvar: 50.4","xvar: 48.51<br>yvar: 51.08","xvar: 48.51<br>yvar: 51.08","xvar: 48.51<br>yvar: 51.08","xvar: 47.86<br>yvar: 50.4","xvar: 47.2<br>yvar: 49.73","xvar: 46.55<br>yvar: 49.06","xvar: 45.9<br>yvar: 48.38","xvar: 45.25<br>yvar: 47.71","xvar: 44.59<br>yvar: 47.04","xvar: 43.94<br>yvar: 46.36","xvar: 43.29<br>yvar: 45.69","xvar: 42.64<br>yvar: 45.01","xvar: 41.98<br>yvar: 44.34","xvar: 41.33<br>yvar: 43.67","xvar: 40.68<br>yvar: 42.99","xvar: 40.03<br>yvar: 42.32","xvar: 39.37<br>yvar: 41.65","xvar: 38.72<br>yvar: 40.97","xvar: 38.07<br>yvar: 40.3","xvar: 37.42<br>yvar: 39.63","xvar: 36.76<br>yvar: 38.95","xvar: 36.11<br>yvar: 38.28","xvar: 35.46<br>yvar: 37.6","xvar: 34.81<br>yvar: 36.93","xvar: 34.15<br>yvar: 36.26","xvar: 33.5<br>yvar: 35.58","xvar: 32.85<br>yvar: 34.91","xvar: 32.2<br>yvar: 34.24","xvar: 31.54<br>yvar: 33.56","xvar: 30.89<br>yvar: 32.89","xvar: 30.24<br>yvar: 32.22","xvar: 29.59<br>yvar: 31.54","xvar: 28.93<br>yvar: 30.87","xvar: 28.28<br>yvar: 30.19","xvar: 27.63<br>yvar: 29.52","xvar: 26.98<br>yvar: 28.85","xvar: 26.32<br>yvar: 28.17","xvar: 25.67<br>yvar: 27.5","xvar: 25.02<br>yvar: 26.83","xvar: 24.37<br>yvar: 26.15","xvar: 23.71<br>yvar: 25.48","xvar: 23.06<br>yvar: 24.81","xvar: 22.41<br>yvar: 24.13","xvar: 21.76<br>yvar: 23.46","xvar: 21.1<br>yvar: 22.78","xvar: 20.45<br>yvar: 22.11","xvar: 19.8<br>yvar: 21.44","xvar: 19.15<br>yvar: 20.76","xvar: 18.5<br>yvar: 20.09","xvar: 17.84<br>yvar: 19.42","xvar: 17.19<br>yvar: 18.74","xvar: 16.54<br>yvar: 18.07","xvar: 15.89<br>yvar: 17.4","xvar: 15.23<br>yvar: 16.72","xvar: 14.58<br>yvar: 16.05","xvar: 13.93<br>yvar: 15.37","xvar: 13.28<br>yvar: 14.7","xvar: 12.62<br>yvar: 14.03","xvar: 11.97<br>yvar: 13.35","xvar: 11.32<br>yvar: 12.68","xvar: 10.67<br>yvar: 12.01","xvar: 10.01<br>yvar: 11.33","xvar: 9.36<br>yvar: 10.66","xvar: 8.71<br>yvar: 9.99","xvar: 8.06<br>yvar: 9.31","xvar: 7.4<br>yvar: 8.64","xvar: 6.75<br>yvar: 7.96","xvar: 6.1<br>yvar: 7.29","xvar: 5.45<br>yvar: 6.62","xvar: 4.79<br>yvar: 5.94","xvar: 4.14<br>yvar: 5.27","xvar: 3.49<br>yvar: 4.6","xvar: 2.84<br>yvar: 3.92","xvar: 2.18<br>yvar: 3.25","xvar: 1.53<br>yvar: 2.57","xvar: 0.88<br>yvar: 1.9","xvar: 0.23<br>yvar: 1.23","xvar: -0.43<br>yvar: 0.55","xvar: -1.08<br>yvar: -0.12","xvar: -1.73<br>yvar: -0.79","xvar: -2.38<br>yvar: -1.47","xvar: -3.04<br>yvar: -2.14","xvar: -3.04<br>yvar: -2.14"],"key":null,"type":"scatter","mode":"lines","line":{"width":3.77952755905512,"color":"transparent","dash":"solid"},"fill":"toself","fillcolor":"rgba(153,153,153,0.4)","hoveron":"points","hoverinfo":"x+y","showlegend":false,"xaxis":"x","yaxis":"y","name":""}],"layout":{"margin":{"t":40.8401826484018,"r":7.30593607305936,"b":37.2602739726027,"l":37.2602739726027},"plot_bgcolor":"rgba(235,235,235,1)","paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"title":"Linear Regression","titlefont":{"color":"rgba(0,0,0,1)","family":"","size":17.5342465753425},"xaxis":{"domain":[0,1],"type":"linear","autorange":false,"tickmode":"array","range":[-5.61442026969245,51.0867772900043],"ticktext":["0","10","20","30","40","50"],"tickvals":[0,10,20,30,40,50],"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.65296803652968,"tickwidth":0.66417600664176,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":11.689497716895},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0.66417600664176,"zeroline":false,"anchor":"y","title":"xvar","titlefont":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"type":"linear","autorange":false,"tickmode":"array","range":[-7.45716602473249,59.4024235704537],"ticktext":["0","20","40"],"tickvals":[0,20,40],"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.65296803652968,"tickwidth":0.66417600664176,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":11.689497716895},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0.66417600664176,"zeroline":false,"anchor":"x","title":"yvar","titlefont":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":false,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":1.88976377952756,"font":{"color":"rgba(0,0,0,1)","family":"","size":11.689497716895}},"hovermode":"closest"},"source":"A","config":{"modeBarButtonsToAdd":[{"name":"Collaborate","icon":{"width":1000,"ascent":500,"descent":-50,"path":"M487 375c7-10 9-23 5-36l-79-259c-3-12-11-23-22-31-11-8-22-12-35-12l-263 0c-15 0-29 5-43 15-13 10-23 23-28 37-5 13-5 25-1 37 0 0 0 3 1 7 1 5 1 8 1 11 0 2 0 4-1 6 0 3-1 5-1 6 1 2 2 4 3 6 1 2 2 4 4 6 2 3 4 5 5 7 5 7 9 16 13 26 4 10 7 19 9 26 0 2 0 5 0 9-1 4-1 6 0 8 0 2 2 5 4 8 3 3 5 5 5 7 4 6 8 15 12 26 4 11 7 19 7 26 1 1 0 4 0 9-1 4-1 7 0 8 1 2 3 5 6 8 4 4 6 6 6 7 4 5 8 13 13 24 4 11 7 20 7 28 1 1 0 4 0 7-1 3-1 6-1 7 0 2 1 4 3 6 1 1 3 4 5 6 2 3 3 5 5 6 1 2 3 5 4 9 2 3 3 7 5 10 1 3 2 6 4 10 2 4 4 7 6 9 2 3 4 5 7 7 3 2 7 3 11 3 3 0 8 0 13-1l0-1c7 2 12 2 14 2l218 0c14 0 25-5 32-16 8-10 10-23 6-37l-79-259c-7-22-13-37-20-43-7-7-19-10-37-10l-248 0c-5 0-9-2-11-5-2-3-2-7 0-12 4-13 18-20 41-20l264 0c5 0 10 2 16 5 5 3 8 6 10 11l85 282c2 5 2 10 2 17 7-3 13-7 17-13z m-304 0c-1-3-1-5 0-7 1-1 3-2 6-2l174 0c2 0 4 1 7 2 2 2 4 4 5 7l6 18c0 3 0 5-1 7-1 1-3 2-6 2l-173 0c-3 0-5-1-8-2-2-2-4-4-4-7z m-24-73c-1-3-1-5 0-7 2-2 3-2 6-2l174 0c2 0 5 0 7 2 3 2 4 4 5 7l6 18c1 2 0 5-1 6-1 2-3 3-5 3l-174 0c-3 0-5-1-7-3-3-1-4-4-5-6z"},"click":"function(gd) { \n // is this being viewed in RStudio?\n if (location.search == '?viewer_pane=1') {\n alert('To learn about plotly for collaboration, visit:\\n https://cpsievert.github.io/plotly_book/plot-ly-for-collaboration.html');\n } else {\n window.open('https://cpsievert.github.io/plotly_book/plot-ly-for-collaboration.html', '_blank');\n }\n }"}],"modeBarButtonsToRemove":["sendDataToCloud"]},"base_url":"https://plot.ly"},"evals":["config.modeBarButtonsToAdd.0.click"],"jsHooks":[]}</script>
---
##Linear regression using highcharts
```r
set.seed(1234)
dat <- data.frame(cond = rep(c("A", "B"), each=50),
xvar = 1:50 + rnorm(50,sd=3),
yvar = 1:50 + rnorm(50,sd=3))
library("broom")
fit<-lm(yvar ~ xvar, data = dat) %>%
augment() %>%
arrange(xvar)
highchart() %>%
hc_add_theme(hc_theme_google()) %>%
hc_title("scatter regression") %>%
hc_add_series_df(dat, type = "scatter",x = xvar, y = yvar, group = cond) %>%
hc_add_series_df(fit, type = "arearange",
x = xvar,
low = .fitted + .se.fit,
high = .fitted - .se.fit)
```
---
<div id="htmlwidget-88984347109043009685" style="width:100%;height:500px;" class="highchart html-widget"></div>
<script type="application/json" data-for="htmlwidget-88984347109043009685">{"x":{"hc_opts":{"title":{"text":"scatter regression"},"yAxis":{"title":{"text":null}},"credits":{"enabled":false},"exporting":{"enabled":false},"plotOptions":{"series":{"turboThreshold":0}},"series":[{"name":"A","type":"scatter","data":[{"cond":"A","xvar":-2.62119724815626,"yvar":-4.41809377040585,"x":-2.62119724815626,"y":-4.41809377040585},{"cond":"A","xvar":2.83228772633198,"yvar":0.253772225932002,"x":2.83228772633198,"y":0.253772225932002},{"cond":"A","xvar":6.25332353004917,"yvar":-0.326668873280344,"x":6.25332353004917,"y":-0.326668873280344},{"cond":"A","xvar":-3.03709310788805,"yvar":0.955113971523972,"x":-3.03709310788805,"y":0.955113971523972},{"cond":"A","xvar":6.28737406643315,"yvar":4.51307142932954,"x":6.28737406643315,"y":4.51307142932954},{"cond":"A","xvar":7.51816767647272,"yvar":7.68916745698355,"x":7.51816767647272,"y":7.68916745698355},{"cond":"A","xvar":5.27578011959605,"yvar":11.9434524184452,"x":5.27578011959605,"y":11.9434524184452},{"cond":"A","xvar":6.36010443264744,"yvar":5.67993972816891,"x":6.36010443264744,"y":5.67993972816891},{"cond":"A","xvar":7.30664400272015,"yvar":13.8177288865719,"x":7.30664400272015,"y":13.8177288865719},{"cond":"A","xvar":7.32988651286769,"yvar":6.52657435691677,"x":7.32988651286769,"y":6.52657435691677},{"cond":"A","xvar":9.56842190073936,"yvar":12.9697653929984,"x":9.56842190073936,"y":12.9697653929984},{"cond":"A","xvar":9.00484066542089,"yvar":19.6469732121536,"x":9.00484066542089,"y":19.6469732121536},{"cond":"A","xvar":10.671238316086,"yvar":12.8957188305885,"x":10.671238316086,"y":12.8957188305885},{"cond":"A","xvar":14.1933764518288,"yvar":11.9910992610141,"x":14.1933764518288,"y":11.9910992610141},{"cond":"A","xvar":17.8784821769123,"yvar":14.9771857328671,"x":17.8784821769123,"y":14.9771857328671},{"cond":"A","xvar":15.6691435168277,"yvar":21.3312533444303,"x":15.6691435168277,"y":21.3312533444303},{"cond":"A","xvar":15.4669714825801,"yvar":13.5841767897473,"x":15.4669714825801,"y":13.5841767897473},{"cond":"A","xvar":15.2664137501106,"yvar":22.1034815382698,"x":15.2664137501106,"y":22.1034815382698},{"cond":"A","xvar":16.4884849591932,"yvar":22.9886943723471,"x":16.4884849591932,"y":22.9886943723471},{"cond":"A","xvar":27.247505535468,"yvar":21.0094183916115,"x":27.247505535468,"y":21.0094183916115},{"cond":"A","xvar":21.4022646604561,"yvar":21.0206785153259,"x":21.4022646604561,"y":21.0206785153259},{"cond":"A","xvar":20.5279423099272,"yvar":20.6335937855157,"x":20.5279423099272,"y":20.6335937855157},{"cond":"A","xvar":21.6783563829403,"yvar":21.9004282013782,"x":21.6783563829403,"y":21.9004282013782},{"cond":"A","xvar":25.3787683230176,"yvar":25.9448597025094,"x":25.3787683230176,"y":25.9448597025094},{"cond":"A","xvar":22.9188392591876,"yvar":31.2108125839928,"x":22.9188392591876,"y":31.2108125839928},{"cond":"A","xvar":21.6553852688406,"yvar":25.5398047625991,"x":21.6553852688406,"y":25.5398047625991},{"cond":"A","xvar":28.7242671627022,"yvar":22.8278971598955,"x":28.7242671627022,"y":22.8278971598955},{"cond":"A","xvar":24.9290328311084,"yvar":25.8292546686695,"x":24.9290328311084,"y":25.8292546686695},{"cond":"A","xvar":28.9545850989075,"yvar":29.7747852865036,"x":28.9545850989075,"y":29.7747852865036},{"cond":"A","xvar":27.1921541964948,"yvar":29.0488226551164,"x":27.1921541964948,"y":29.0488226551164},{"cond":"A","xvar":34.3068926386008,"yvar":30.4666301270071,"x":34.3068926386008,"y":30.4666301270071},{"cond":"A","xvar":30.5732207633928,"yvar":31.4900177694364,"x":30.5732207633928,"y":31.4900177694364},{"cond":"A","xvar":30.8716798874625,"yvar":28.8830943423699,"x":30.8716798874625,"y":28.8830943423699},{"cond":"A","xvar":32.4962258182157,"yvar":33.4786384887579,"x":32.4962258182157,"y":33.4786384887579},{"cond":"A","xvar":30.1127195927639,"yvar":37.5506967713657,"x":30.1127195927639,"y":37.5506967713657},{"cond":"A","xvar":32.4971422137174,"yvar":38.0928261350048,"x":32.4971422137174,"y":38.0928261350048},{"cond":"A","xvar":30.459881053154,"yvar":38.6499920532733,"x":30.459881053154,"y":38.6499920532733},{"cond":"A","xvar":33.9770204236999,"yvar":36.7918040736571,"x":33.9770204236999,"y":36.7918040736571},{"cond":"A","xvar":38.1171184237089,"yvar":38.4252186885646,"x":38.1171184237089,"y":38.4252186885646},{"cond":"A","xvar":38.6023073787817,"yvar":36.4164163611925,"x":38.6023073787817,"y":36.4164163611925},{"cond":"A","xvar":45.3484887958614,"yvar":40.84052354377,"x":45.3484887958614,"y":40.84052354377},{"cond":"A","xvar":38.7940718289763,"yvar":42.7655880029875,"x":38.7940718289763,"y":42.7655880029875},{"cond":"A","xvar":40.4339060987875,"yvar":48.1178920217202,"x":40.4339060987875,"y":48.1178920217202},{"cond":"A","xvar":43.1581309941276,"yvar":47.0045397570903,"x":43.1581309941276,"y":47.0045397570903},{"cond":"A","xvar":42.016979771113,"yvar":43.5132496709956,"x":42.016979771113,"y":43.5132496709956},{"cond":"A","xvar":43.0944570463839,"yvar":47.0666508909992,"x":43.0944570463839,"y":47.0666508909992},{"cond":"A","xvar":43.6780454220747,"yvar":43.5961758693985,"x":43.6780454220747,"y":43.5961758693985},{"cond":"A","xvar":44.2440423430832,"yvar":50.6346108808569,"x":44.2440423430832,"y":50.6346108808569},{"cond":"A","xvar":47.4285156430379,"yvar":51.9187502601284,"x":47.4285156430379,"y":51.9187502601284},{"cond":"A","xvar":48.5094501281999,"yvar":56.363351316127,"x":48.5094501281999,"y":56.363351316127}]},{"name":"B","type":"scatter","data":[{"cond":"B","xvar":-2.62119724815626,"yvar":-4.41809377040585,"x":-2.62119724815626,"y":-4.41809377040585},{"cond":"B","xvar":2.83228772633198,"yvar":0.253772225932002,"x":2.83228772633198,"y":0.253772225932002},{"cond":"B","xvar":6.25332353004917,"yvar":-0.326668873280344,"x":6.25332353004917,"y":-0.326668873280344},{"cond":"B","xvar":-3.03709310788805,"yvar":0.955113971523972,"x":-3.03709310788805,"y":0.955113971523972},{"cond":"B","xvar":6.28737406643315,"yvar":4.51307142932954,"x":6.28737406643315,"y":4.51307142932954},{"cond":"B","xvar":7.51816767647272,"yvar":7.68916745698355,"x":7.51816767647272,"y":7.68916745698355},{"cond":"B","xvar":5.27578011959605,"yvar":11.9434524184452,"x":5.27578011959605,"y":11.9434524184452},{"cond":"B","xvar":6.36010443264744,"yvar":5.67993972816891,"x":6.36010443264744,"y":5.67993972816891},{"cond":"B","xvar":7.30664400272015,"yvar":13.8177288865719,"x":7.30664400272015,"y":13.8177288865719},{"cond":"B","xvar":7.32988651286769,"yvar":6.52657435691677,"x":7.32988651286769,"y":6.52657435691677},{"cond":"B","xvar":9.56842190073936,"yvar":12.9697653929984,"x":9.56842190073936,"y":12.9697653929984},{"cond":"B","xvar":9.00484066542089,"yvar":19.6469732121536,"x":9.00484066542089,"y":19.6469732121536},{"cond":"B","xvar":10.671238316086,"yvar":12.8957188305885,"x":10.671238316086,"y":12.8957188305885},{"cond":"B","xvar":14.1933764518288,"yvar":11.9910992610141,"x":14.1933764518288,"y":11.9910992610141},{"cond":"B","xvar":17.8784821769123,"yvar":14.9771857328671,"x":17.8784821769123,"y":14.9771857328671},{"cond":"B","xvar":15.6691435168277,"yvar":21.3312533444303,"x":15.6691435168277,"y":21.3312533444303},{"cond":"B","xvar":15.4669714825801,"yvar":13.5841767897473,"x":15.4669714825801,"y":13.5841767897473},{"cond":"B","xvar":15.2664137501106,"yvar":22.1034815382698,"x":15.2664137501106,"y":22.1034815382698},{"cond":"B","xvar":16.4884849591932,"yvar":22.9886943723471,"x":16.4884849591932,"y":22.9886943723471},{"cond":"B","xvar":27.247505535468,"yvar":21.0094183916115,"x":27.247505535468,"y":21.0094183916115},{"cond":"B","xvar":21.4022646604561,"yvar":21.0206785153259,"x":21.4022646604561,"y":21.0206785153259},{"cond":"B","xvar":20.5279423099272,"yvar":20.6335937855157,"x":20.5279423099272,"y":20.6335937855157},{"cond":"B","xvar":21.6783563829403,"yvar":21.9004282013782,"x":21.6783563829403,"y":21.9004282013782},{"cond":"B","xvar":25.3787683230176,"yvar":25.9448597025094,"x":25.3787683230176,"y":25.9448597025094},{"cond":"B","xvar":22.9188392591876,"yvar":31.2108125839928,"x":22.9188392591876,"y":31.2108125839928},{"cond":"B","xvar":21.6553852688406,"yvar":25.5398047625991,"x":21.6553852688406,"y":25.5398047625991},{"cond":"B","xvar":28.7242671627022,"yvar":22.8278971598955,"x":28.7242671627022,"y":22.8278971598955},{"cond":"B","xvar":24.9290328311084,"yvar":25.8292546686695,"x":24.9290328311084,"y":25.8292546686695},{"cond":"B","xvar":28.9545850989075,"yvar":29.7747852865036,"x":28.9545850989075,"y":29.7747852865036},{"cond":"B","xvar":27.1921541964948,"yvar":29.0488226551164,"x":27.1921541964948,"y":29.0488226551164},{"cond":"B","xvar":34.3068926386008,"yvar":30.4666301270071,"x":34.3068926386008,"y":30.4666301270071},{"cond":"B","xvar":30.5732207633928,"yvar":31.4900177694364,"x":30.5732207633928,"y":31.4900177694364},{"cond":"B","xvar":30.8716798874625,"yvar":28.8830943423699,"x":30.8716798874625,"y":28.8830943423699},{"cond":"B","xvar":32.4962258182157,"yvar":33.4786384887579,"x":32.4962258182157,"y":33.4786384887579},{"cond":"B","xvar":30.1127195927639,"yvar":37.5506967713657,"x":30.1127195927639,"y":37.5506967713657},{"cond":"B","xvar":32.4971422137174,"yvar":38.0928261350048,"x":32.4971422137174,"y":38.0928261350048},{"cond":"B","xvar":30.459881053154,"yvar":38.6499920532733,"x":30.459881053154,"y":38.6499920532733},{"cond":"B","xvar":33.9770204236999,"yvar":36.7918040736571,"x":33.9770204236999,"y":36.7918040736571},{"cond":"B","xvar":38.1171184237089,"yvar":38.4252186885646,"x":38.1171184237089,"y":38.4252186885646},{"cond":"B","xvar":38.6023073787817,"yvar":36.4164163611925,"x":38.6023073787817,"y":36.4164163611925},{"cond":"B","xvar":45.3484887958614,"yvar":40.84052354377,"x":45.3484887958614,"y":40.84052354377},{"cond":"B","xvar":38.7940718289763,"yvar":42.7655880029875,"x":38.7940718289763,"y":42.7655880029875},{"cond":"B","xvar":40.4339060987875,"yvar":48.1178920217202,"x":40.4339060987875,"y":48.1178920217202},{"cond":"B","xvar":43.1581309941276,"yvar":47.0045397570903,"x":43.1581309941276,"y":47.0045397570903},{"cond":"B","xvar":42.016979771113,"yvar":43.5132496709956,"x":42.016979771113,"y":43.5132496709956},{"cond":"B","xvar":43.0944570463839,"yvar":47.0666508909992,"x":43.0944570463839,"y":47.0666508909992},{"cond":"B","xvar":43.6780454220747,"yvar":43.5961758693985,"x":43.6780454220747,"y":43.5961758693985},{"cond":"B","xvar":44.2440423430832,"yvar":50.6346108808569,"x":44.2440423430832,"y":50.6346108808569},{"cond":"B","xvar":47.4285156430379,"yvar":51.9187502601284,"x":47.4285156430379,"y":51.9187502601284},{"cond":"B","xvar":48.5094501281999,"yvar":56.363351316127,"x":48.5094501281999,"y":56.363351316127}]},{"type":"arearange","data":[{"yvar":0.955113971523972,"xvar":-3.03709310788805,".fitted":-2.14055609015332,".se.fit":0.907372803105178,".resid":3.0956700616773,".hat":0.0469106299147631,".sigma":4.19859666174668,".cooksd":0.0140988308592805,".std.resid":0.756898646498436,"x":-3.03709310788805,"low":-1.23318328704814,"high":-3.0479288932585},{"yvar":0.955113971523972,"xvar":-3.03709310788805,".fitted":-2.14055609015332,".se.fit":0.907372803105178,".resid":3.0956700616773,".hat":0.0469106299147631,".sigma":4.19859666174668,".cooksd":0.0140988308592805,".std.resid":0.756898646498436,"x":-3.03709310788805,"low":-1.23318328704814,"high":-3.0479288932585},{"yvar":-4.41809377040585,"xvar":-2.62119724815626,".fitted":-1.71117532614075,".se.fit":0.896465521331424,".resid":-2.70691844426513,".hat":0.0457896085457762,".sigma":4.20151246271221,".cooksd":0.0104978108405196,".std.resid":-0.66145906830725,"x":-2.62119724815626,"low":-0.81470980480933,"high":-2.60764084747218},{"yvar":-4.41809377040585,"xvar":-2.62119724815626,".fitted":-1.71117532614075,".se.fit":0.896465521331424,".resid":-2.70691844426509,".hat":0.0457896085457762,".sigma":4.20151246271221,".cooksd":0.0104978108405192,".std.resid":-0.661459068307239,"x":-2.62119724815626,"low":-0.81470980480933,"high":-2.60764084747218},{"yvar":0.253772225932002,"xvar":2.83228772633198,".fitted":3.9191320935747,".se.fit":0.757451468681231,".resid":-3.66535986764267,".hat":0.0326895824186707,".sigma":4.19388695875742,".cooksd":0.0133715156480777,".std.resid":-0.889577034073665,"x":2.83228772633198,"low":4.67658356225593,"high":3.16168062489347},{"yvar":0.253772225932002,"xvar":2.83228772633198,".fitted":3.9191320935747,".se.fit":0.757451468681231,".resid":-3.66535986764269,".hat":0.0326895824186707,".sigma":4.19388695875742,".cooksd":0.0133715156480779,".std.resid":-0.889577034073671,"x":2.83228772633198,"low":4.67658356225593,"high":3.16168062489347},{"yvar":11.9434524184452,"xvar":5.27578011959605,".fitted":6.44185167860555,".se.fit":0.698311647159727,".resid":5.50160073983963,".hat":0.0277842271103113,".sigma":4.17263915288693,".cooksd":0.0253466686615885,".std.resid":1.33185704667217,"x":5.27578011959605,"low":7.14016332576528,"high":5.74354003144582},{"yvar":11.9434524184452,"xvar":5.27578011959605,".fitted":6.44185167860555,".se.fit":0.698311647159727,".resid":5.50160073983963,".hat":0.0277842271103113,".sigma":4.17263915288693,".cooksd":0.0253466686615885,".std.resid":1.33185704667217,"x":5.27578011959605,"low":7.14016332576528,"high":5.74354003144582},{"yvar":-0.326668873280344,"xvar":6.25332353004917,".fitted":7.45109071432594,".se.fit":0.675373652918339,".resid":-7.77775958760628,".hat":0.0259889047536412,".sigma":4.13419727496665,".cooksd":0.0472105382906172,".std.resid":-1.88114571334289,"x":6.25332353004917,"low":8.12646436724427,"high":6.7757170614076},{"yvar":-0.326668873280344,"xvar":6.25332353004917,".fitted":7.45109071432594,".se.fit":0.675373652918339,".resid":-7.77775958760628,".hat":0.0259889047536412,".sigma":4.13419727496665,".cooksd":0.0472105382906172,".std.resid":-1.88114571334289,"x":6.25332353004917,"low":8.12646436724427,"high":6.7757170614076},{"yvar":4.51307142932954,"xvar":6.28737406643315,".fitted":7.48624529686258,".se.fit":0.67458299345798,".resid":-2.97317386753304,".hat":0.025928089987368,".sigma":4.19979938371086,".cooksd":0.00688174939653094,".std.resid":-0.71907579755156,"x":6.28737406643315,"low":8.16082829032056,"high":6.8116623034046},{"yvar":4.51307142932954,"xvar":6.28737406643315,".fitted":7.48624529686258,".se.fit":0.67458299345798,".resid":-2.97317386753304,".hat":0.025928089987368,".sigma":4.19979938371086,".cooksd":0.00688174939653094,".std.resid":-0.71907579755156,"x":6.28737406643315,"low":8.16082829032056,"high":6.8116623034046},{"yvar":5.67993972816891,"xvar":6.36010443264744,".fitted":7.56133385444559,".se.fit":0.67289613124421,".resid":-1.88139412627668,".hat":0.0257985805535875,".sigma":4.20647294981063,".cooksd":0.00274111727339167,".std.resid":-0.454993590968985,"x":6.36010443264744,"low":8.2342299856898,"high":6.88843772320138},{"yvar":5.67993972816891,"xvar":6.36010443264744,".fitted":7.56133385444559,".se.fit":0.67289613124421,".resid":-1.88139412627668,".hat":0.0257985805535875,".sigma":4.20647294981063,".cooksd":0.00274111727339167,".std.resid":-0.454993590968985,"x":6.36010443264744,"low":8.2342299856898,"high":6.88843772320138},{"yvar":13.8177288865719,"xvar":7.30664400272015,".fitted":8.53856378894904,".se.fit":0.651193940656525,".resid":5.27916509762285,".hat":0.0241613084916491,".sigma":4.17581646026706,".cooksd":0.0201448772062376,".std.resid":1.27563404560373,"x":7.30664400272015,"low":9.18975772960556,"high":7.88736984829251},{"yvar":13.8177288865719,"xvar":7.30664400272015,".fitted":8.53856378894904,".se.fit":0.651193940656525,".resid":5.27916509762285,".hat":0.0241613084916491,".sigma":4.17581646026706,".cooksd":0.0201448772062376,".std.resid":1.27563404560373,"x":7.30664400272015,"low":9.18975772960556,"high":7.88736984829251},{"yvar":6.52657435691677,"xvar":7.32988651286769,".fitted":8.5625599084852,".se.fit":0.650667123749402,".resid":-2.03598555156843,".hat":0.0241222312328037,".sigma":4.20572008914884,".cooksd":0.0029912021457891,".std.resid":-0.491956670771919,"x":7.32988651286769,"low":9.2132270322346,"high":7.9118927847358},{"yvar":6.52657435691677,"xvar":7.32988651286769,".fitted":8.5625599084852,".se.fit":0.650667123749402,".resid":-2.03598555156843,".hat":0.0241222312328037,".sigma":4.20572008914884,".cooksd":0.0029912021457891,".std.resid":-0.491956670771919,"x":7.32988651286769,"low":9.2132270322346,"high":7.9118927847358},{"yvar":7.68916745698355,"xvar":7.51816767647272,".fitted":8.75694585387557,".se.fit":0.646410716610885,".resid":-1.06777839689202,".hat":0.0238076672814472,".sigma":4.20949301080977,".cooksd":0.000811480472221858,".std.resid":-0.257966498205986,"x":7.51816767647272,"low":9.40335657048646,"high":8.11053513726469},{"yvar":7.68916745698355,"xvar":7.51816767647272,".fitted":8.75694585387557,".se.fit":0.646410716610885,".resid":-1.06777839689202,".hat":0.0238076672814472,".sigma":4.20949301080977,".cooksd":0.000811480472221858,".std.resid":-0.257966498205986,"x":7.51816767647272,"low":9.40335657048646,"high":8.11053513726469},{"yvar":19.6469732121536,"xvar":9.00484066542089,".fitted":10.291822359362,".se.fit":0.613545136329389,".resid":9.35515085279154,".hat":0.0214482954946404,".sigma":4.09998049069396,".cooksd":0.0558465786424854,".std.resid":2.25740135026408,"x":9.00484066542089,"low":10.9053674956914,"high":9.67827722303264},{"yvar":19.6469732121536,"xvar":9.00484066542089,".fitted":10.291822359362,".se.fit":0.613545136329389,".resid":9.35515085279154,".hat":0.0214482954946404,".sigma":4.09998049069396,".cooksd":0.0558465786424854,".std.resid":2.25740135026408,"x":9.00484066542089,"low":10.9053674956914,"high":9.67827722303264},{"yvar":12.9697653929984,"xvar":9.56842190073936,".fitted":10.8736770129771,".se.fit":0.601459290875638,".resid":2.0960883800213,".hat":0.0206116246302078,".sigma":4.20542795095642,".cooksd":0.00268962212579587,".std.resid":0.505570811273058,"x":9.56842190073936,"low":11.4751363038528,"high":10.2722177221015},{"yvar":12.9697653929984,"xvar":9.56842190073936,".fitted":10.8736770129771,".se.fit":0.601459290875638,".resid":2.0960883800213,".hat":0.0206116246302078,".sigma":4.20542795095642,".cooksd":0.00268962212579587,".std.resid":0.505570811273058,"x":9.56842190073936,"low":11.4751363038528,"high":10.2722177221015},{"yvar":12.8957188305885,"xvar":10.671238316086,".fitted":12.0122508744542,".se.fit":0.578472709318712,".resid":0.883467956134279,".hat":0.0190662594647565,".sigma":4.20994884170271,".cooksd":0.000440592916099045,".std.resid":0.212922148597201,"x":10.671238316086,"low":12.5907235837729,"high":11.4337781651355},{"yvar":12.8957188305885,"xvar":10.671238316086,".fitted":12.0122508744542,".se.fit":0.578472709318712,".resid":0.883467956134279,".hat":0.0190662594647565,".sigma":4.20994884170271,".cooksd":0.000440592916099045,".std.resid":0.212922148597201,"x":10.671238316086,"low":12.5907235837729,"high":11.4337781651355},{"yvar":11.9910992610141,"xvar":14.1933764518288,".fitted":15.6485899441875,".se.fit":0.512146598748324,".resid":-3.65749068317342,".hat":0.0149447389915425,".sigma":4.19426635281298,".cooksd":0.0058695303831238,".std.resid":-0.879635616212287,"x":14.1933764518288,"low":16.1607365429359,"high":15.1364433454392},{"yvar":11.9910992610141,"xvar":14.1933764518288,".fitted":15.6485899441875,".se.fit":0.512146598748324,".resid":-3.65749068317342,".hat":0.0149447389915425,".sigma":4.19426635281298,".cooksd":0.0058695303831238,".std.resid":-0.879635616212287,"x":14.1933764518288,"low":16.1607365429359,"high":15.1364433454392},{"yvar":22.1034815382698,"xvar":15.2664137501106,".fitted":16.7564191378884,".se.fit":0.494551254303988,".resid":5.34706240038136,".hat":0.0139354938574507,".sigma":4.17527882362918,".cooksd":0.0116737924918064,".std.resid":1.28532354615501,"x":15.2664137501106,"low":17.2509703921924,"high":16.2618678835844},{"yvar":22.1034815382698,"xvar":15.2664137501106,".fitted":16.7564191378884,".se.fit":0.494551254303988,".resid":5.34706240038136,".hat":0.0139354938574507,".sigma":4.17527882362918,".cooksd":0.0116737924918064,".std.resid":1.28532354615501,"x":15.2664137501106,"low":17.2509703921924,"high":16.2618678835844},{"yvar":13.5841767897473,"xvar":15.4669714825801,".fitted":16.9634797045695,".se.fit":0.491420646470043,".resid":-3.37930291482225,".hat":0.0137596233751113,".sigma":4.19672502728247,".cooksd":0.0046021947068684,".std.resid":-0.812242309564874,"x":15.4669714825801,"low":17.4549003510396,"high":16.4720590580995},{"yvar":13.5841767897473,"xvar":15.4669714825801,".fitted":16.9634797045695,".se.fit":0.491420646470043,".resid":-3.37930291482225,".hat":0.0137596233751113,".sigma":4.19672502728247,".cooksd":0.0046021947068684,".std.resid":-0.812242309564874,"x":15.4669714825801,"low":17.4549003510396,"high":16.4720590580995},{"yvar":21.3312533444303,"xvar":15.6691435168277,".fitted":17.1722069147495,".se.fit":0.488317647193742,".resid":4.15904642968079,".hat":0.0135864059788397,".sigma":4.18940205157276,".cooksd":0.00688087677933966,".std.resid":0.999572084080151,"x":15.6691435168277,"low":17.6605245619432,"high":16.6838892675557},{"yvar":21.3312533444303,"xvar":15.6691435168277,".fitted":17.1722069147495,".se.fit":0.488317647193742,".resid":4.15904642968079,".hat":0.0135864059788397,".sigma":4.18940205157276,".cooksd":0.00688087677933966,".std.resid":0.999572084080151,"x":15.6691435168277,"low":17.6605245619432,"high":16.6838892675557},{"yvar":22.9886943723471,"xvar":16.4884849591932,".fitted":18.0181144809776,".se.fit":0.476306069850313,".resid":4.9705798913695,".hat":0.0129262330272393,".sigma":4.18017090464131,".cooksd":0.00933805937754347,".std.resid":1.19421391686386,"x":16.4884849591932,"low":18.4944205508279,"high":17.5418084111273},{"yvar":22.9886943723471,"xvar":16.4884849591932,".fitted":18.0181144809776,".se.fit":0.476306069850313,".resid":4.9705798913695,".hat":0.0129262330272393,".sigma":4.18017090464131,".cooksd":0.00933805937754347,".std.resid":1.19421391686386,"x":16.4884849591932,"low":18.4944205508279,"high":17.5418084111273},{"yvar":14.9771857328671,"xvar":17.8784821769123,".fitted":19.4531806239887,".se.fit":0.458153140493405,".resid":-4.47599489112162,".hat":0.0119597219956355,".sigma":4.18602801870246,".cooksd":0.00699231047363548,".std.resid":-1.0748605709528,"x":17.8784821769123,"low":19.9113337644821,"high":18.9950274834953},{"yvar":14.9771857328671,"xvar":17.8784821769123,".fitted":19.4531806239887,".se.fit":0.458153140493405,".resid":-4.47599489112162,".hat":0.0119597219956355,".sigma":4.18602801870246,".cooksd":0.00699231047363548,".std.resid":-1.0748605709528,"x":17.8784821769123,"low":19.9113337644821,"high":18.9950274834953},{"yvar":20.6335937855157,"xvar":20.5279423099272,".fitted":22.1885461957172,".se.fit":0.432385669810108,".resid":-1.55495241020149,".hat":0.0106522740996235,".sigma":4.20793028123662,".cooksd":0.000749632436542447,".std.resid":-0.373157776267483,"x":20.5279423099272,"low":22.6209318655273,"high":21.7561605259071},{"yvar":20.6335937855157,"xvar":20.5279423099272,".fitted":22.1885461957172,".se.fit":0.432385669810108,".resid":-1.55495241020149,".hat":0.0106522740996235,".sigma":4.20793028123662,".cooksd":0.000749632436542447,".std.resid":-0.373157776267483,"x":20.5279423099272,"low":22.6209318655273,"high":21.7561605259071},{"yvar":21.0206785153259,"xvar":21.4022646604561,".fitted":23.0912173574486,".se.fit":0.426716490598125,".resid":-2.07053884212273,".hat":0.0103747729759821,".sigma":4.20561667668001,".cooksd":0.00129381923731214,".std.resid":-0.49681863544605,"x":21.4022646604561,"low":23.5179338480467,"high":22.6645008668505},{"yvar":21.0206785153259,"xvar":21.4022646604561,".fitted":23.0912173574486,".se.fit":0.426716490598125,".resid":-2.07053884212273,".hat":0.0103747729759821,".sigma":4.20561667668001,".cooksd":0.00129381923731214,".std.resid":-0.49681863544605,"x":21.4022646604561,"low":23.5179338480467,"high":22.6645008668505},{"yvar":25.5398047625991,"xvar":21.6553852688406,".fitted":23.3525450857062,".se.fit":0.425355434879996,".resid":2.18725967689287,".hat":0.0103086957337032,".sigma":4.20500152266469,".cooksd":0.00143441447434411,".std.resid":0.52480787573046,"x":21.6553852688406,"low":23.7779005205862,"high":22.9271896508262},{"yvar":25.5398047625991,"xvar":21.6553852688406,".fitted":23.3525450857062,".se.fit":0.425355434879996,".resid":2.18725967689287,".hat":0.0103086957337032,".sigma":4.20500152266469,".cooksd":0.00143441447434411,".std.resid":0.52480787573046,"x":21.6553852688406,"low":23.7779005205862,"high":22.9271896508262},{"yvar":21.9004282013782,"xvar":21.6783563829403,".fitted":23.3762610095164,".se.fit":0.425238241471742,".resid":-1.47583280813819,".hat":0.0103030160378066,".sigma":4.20822812911512,".cooksd":0.000652685488132133,".std.resid":-0.354108141209762,"x":21.6783563829403,"low":23.8014992509881,"high":22.9510227680446},{"yvar":21.9004282013782,"xvar":21.6783563829403,".fitted":23.3762610095164,".se.fit":0.425238241471742,".resid":-1.47583280813819,".hat":0.0103030160378066,".sigma":4.20822812911512,".cooksd":0.000652685488132133,".std.resid":-0.354108141209762,"x":21.6783563829403,"low":23.8014992509881,"high":22.9510227680446},{"yvar":31.2108125839928,"xvar":22.9188392591876,".fitted":24.6569649951032,".se.fit":0.420498536299205,".resid":6.55384758888963,".hat":0.0100746211949285,".sigma":4.15746942635767,".cooksd":0.0125801620970645,".std.resid":1.57233464114892,"x":22.9188392591876,"low":25.0774635314024,"high":24.236466458804},{"yvar":31.2108125839928,"xvar":22.9188392591876,".fitted":24.6569649951032,".se.fit":0.420498536299205,".resid":6.55384758888963,".hat":0.0100746211949285,".sigma":4.15746942635767,".cooksd":0.0125801620970645,".std.resid":1.57233464114892,"x":22.9188392591876,"low":25.0774635314024,"high":24.236466458804},{"yvar":25.8292546686695,"xvar":24.9290328311084,".fitted":26.7323365851958,".se.fit":0.41958813680329,".resid":-0.903081916526293,".hat":0.0100310443430145,".sigma":4.20991439402722,".cooksd":0.000237808319405916,".std.resid":-0.216653760962307,"x":24.9290328311084,"low":27.1519247219991,"high":26.3127484483925},{"yvar":25.8292546686695,"xvar":24.9290328311084,".fitted":26.7323365851958,".se.fit":0.41958813680329,".resid":-0.903081916526293,".hat":0.0100310443430145,".sigma":4.20991439402722,".cooksd":0.000237808319405916,".std.resid":-0.216653760962307,"x":24.9290328311084,"low":27.1519247219991,"high":26.3127484483925},{"yvar":25.9448597025094,"xvar":25.3787683230176,".fitted":27.1966541892327,".se.fit":0.420539389217394,".resid":-1.25179448672331,".hat":0.0100765788600952,".sigma":4.20898482209112,".cooksd":0.000459034926632171,".std.resid":-0.300318515889534,"x":25.3787683230176,"low":27.6171935784501,"high":26.7761148000154},{"yvar":25.9448597025094,"xvar":25.3787683230176,".fitted":27.1966541892327,".se.fit":0.420539389217394,".resid":-1.25179448672331,".hat":0.0100765788600952,".sigma":4.20898482209112,".cooksd":0.000459034926632171,".std.resid":-0.300318515889534,"x":25.3787683230176,"low":27.6171935784501,"high":26.7761148000154},{"yvar":29.0488226551164,"xvar":27.1921541964948,".fitted":29.0688368368441,".se.fit":0.42857324733753,".resid":-0.020014181727715,".hat":0.0104652561900908,".sigma":4.21092246770478,".cooksd":1.219644327792e-07,".std.resid":-0.00480255325653655,"x":27.1921541964948,"low":29.4974100841816,"high":28.6402635895066},{"yvar":29.0488226551164,"xvar":27.1921541964948,".fitted":29.0688368368441,".se.fit":0.42857324733753,".resid":-0.020014181727715,".hat":0.0104652561900908,".sigma":4.21092246770478,".cooksd":1.219644327792e-07,".std.resid":-0.00480255325653655,"x":27.1921541964948,"low":29.4974100841816,"high":28.6402635895066},{"yvar":21.0094183916115,"xvar":27.247505535468,".fitted":29.125982873914,".se.fit":0.42892186823916,".resid":-8.11656448230252,".hat":0.0104822889421876,".sigma":4.12862163487857,".cooksd":0.0200920024606998,".std.resid":-1.94764738335237,"x":27.247505535468,"low":29.5549047421531,"high":28.6970610056748},{"yvar":21.0094183916115,"xvar":27.247505535468,".fitted":29.125982873914,".se.fit":0.42892186823916,".resid":-8.11656448230252,".hat":0.0104822889421876,".sigma":4.12862163487857,".cooksd":0.0200920024606998,".std.resid":-1.94764738335237,"x":27.247505535468,"low":29.5549047421531,"high":28.6970610056748},{"yvar":22.8278971598955,"xvar":28.7242671627022,".fitted":30.6506266541506,".se.fit":0.440379381990132,".resid":-7.8227294942551,".hat":0.0110497818524516,".sigma":4.13448255173196,".cooksd":0.0196965980273922,".std.resid":-1.87767736926441,"x":28.7242671627022,"low":31.0910060361408,"high":30.2102472721605},{"yvar":22.8278971598955,"xvar":28.7242671627022,".fitted":30.6506266541506,".se.fit":0.440379381990132,".resid":-7.8227294942551,".hat":0.0110497818524516,".sigma":4.13448255173196,".cooksd":0.0196965980273922,".std.resid":-1.87767736926441,"x":28.7242671627022,"low":31.0910060361408,"high":30.2102472721605},{"yvar":29.7747852865036,"xvar":28.9545850989075,".fitted":30.8884123620377,".se.fit":0.442529329632595,".resid":-1.11362707553413,".hat":0.0111579360637332,".sigma":4.20938745271787,".cooksd":0.000403161748098644,".std.resid":-0.267316760583357,"x":28.9545850989075,"low":31.3309416916703,"high":30.4458830324051},{"yvar":29.7747852865036,"xvar":28.9545850989075,".fitted":30.8884123620377,".se.fit":0.442529329632595,".resid":-1.11362707553413,".hat":0.0111579360637332,".sigma":4.20938745271787,".cooksd":0.000403161748098644,".std.resid":-0.267316760583357,"x":28.9545850989075,"low":31.3309416916703,"high":30.4458830324051},{"yvar":37.5506967713657,"xvar":30.1127195927639,".fitted":32.0840979216922,".se.fit":0.454738910453026,".resid":5.46659884967349,".hat":0.0117821346755429,".sigma":4.17374168820419,".cooksd":0.0102712368790908,".std.resid":1.31262517560321,"x":30.1127195927639,"low":32.5388368321452,"high":31.6293590112391},{"yvar":37.5506967713657,"xvar":30.1127195927639,".fitted":32.0840979216922,".se.fit":0.454738910453026,".resid":5.46659884967349,".hat":0.0117821346755429,".sigma":4.17374168820419,".cooksd":0.0102712368790908,".std.resid":1.31262517560321,"x":30.1127195927639,"low":32.5388368321452,"high":31.6293590112391},{"yvar":38.6499920532733,"xvar":30.459881053154,".fitted":32.4425156592338,".se.fit":0.458835202335292,".resid":6.20747639403947,".hat":0.0119953578616273,".sigma":4.16290815083498,".cooksd":0.0134894780334588,".std.resid":1.49068354856786,"x":30.459881053154,"low":32.9013508615691,"high":31.9836804568985},{"yvar":38.6499920532733,"xvar":30.459881053154,".fitted":32.4425156592338,".se.fit":0.458835202335292,".resid":6.20747639403947,".hat":0.0119953578616273,".sigma":4.16290815083498,".cooksd":0.0134894780334588,".std.resid":1.49068354856786,"x":30.459881053154,"low":32.9013508615691,"high":31.9836804568985},{"yvar":31.4900177694364,"xvar":30.5732207633928,".fitted":32.5595302681475,".se.fit":0.460214380995234,".resid":-1.06951249871111,".hat":0.0120675781503014,".sigma":4.20950541263077,".cooksd":0.000402909145253117,".std.resid":-0.256845593658364,"x":30.5732207633928,"low":33.0197446491427,"high":32.0993158871522},{"yvar":31.4900177694364,"xvar":30.5732207633928,".fitted":32.5595302681475,".se.fit":0.460214380995234,".resid":-1.06951249871111,".hat":0.0120675781503014,".sigma":4.20950541263077,".cooksd":0.000402909145253117,".std.resid":-0.256845593658364,"x":30.5732207633928,"low":33.0197446491427,"high":32.0993158871522},{"yvar":28.8830943423699,"xvar":30.8716798874625,".fitted":32.8676665568862,".se.fit":0.46394275920295,".resid":-3.98457221451628,".hat":0.0122638985967544,".sigma":4.19120047592977,".cooksd":0.0056856464923801,".std.resid":-0.956998182374937,"x":30.8716798874625,"low":33.3316093160891,"high":32.4037237976832},{"yvar":28.8830943423699,"xvar":30.8716798874625,".fitted":32.8676665568862,".se.fit":0.46394275920295,".resid":-3.98457221451628,".hat":0.0122638985967544,".sigma":4.19120047592977,".cooksd":0.0056856464923801,".std.resid":-0.956998182374937,"x":30.8716798874625,"low":33.3316093160891,"high":32.4037237976832},{"yvar":33.4786384887579,"xvar":32.4962258182157,".fitted":34.5448863622725,".se.fit":0.486556864866406,".resid":-1.06624787351463,".hat":0.013488602537682,".sigma":4.20951202504377,".cooksd":0.000448899221943779,".std.resid":-0.256245943418932,"x":32.4962258182157,"low":35.0314432271389,"high":34.0583294974061},{"yvar":33.4786384887579,"xvar":32.4962258182157,".fitted":34.5448863622725,".se.fit":0.486556864866406,".resid":-1.06624787351463,".hat":0.013488602537682,".sigma":4.20951202504377,".cooksd":0.000448899221943779,".std.resid":-0.256245943418932,"x":32.4962258182157,"low":35.0314432271389,"high":34.0583294974061},{"yvar":38.0928261350048,"xvar":32.4971422137174,".fitted":34.5458324707549,".se.fit":0.486570667192533,".resid":3.54699366424987,".hat":0.0134893678202021,".sigma":4.19528258267561,".cooksd":0.00496796623012612,".std.resid":0.852431327567251,"x":32.4971422137174,"low":35.0324031379474,"high":34.0592618035624},{"yvar":38.0928261350048,"xvar":32.4971422137174,".fitted":34.5458324707549,".se.fit":0.486570667192533,".resid":3.54699366424987,".hat":0.0134893678202021,".sigma":4.19528258267561,".cooksd":0.00496796623012612,".std.resid":0.852431327567251,"x":32.4971422137174,"low":35.0324031379474,"high":34.0592618035624},{"yvar":36.7918040736571,"xvar":33.9770204236999,".fitted":36.0736938850465,".se.fit":0.510258002346998,".resid":0.718110188610656,".hat":0.0148347215092862,".sigma":4.21028215644697,".cooksd":0.000224550038617077,".std.resid":0.172697644669639,"x":33.9770204236999,"low":36.5839518873935,"high":35.5634358826995},{"yvar":36.7918040736571,"xvar":33.9770204236999,".fitted":36.0736938850465,".se.fit":0.510258002346998,".resid":0.718110188610656,".hat":0.0148347215092862,".sigma":4.21028215644697,".cooksd":0.000224550038617077,".std.resid":0.172697644669639,"x":33.9770204236999,"low":36.5839518873935,"high":35.5634358826995},{"yvar":30.4666301270071,"xvar":34.3068926386008,".fitted":36.4142617948881,".se.fit":0.515897363184616,".resid":-5.94763166788102,".hat":0.0151644395824515,".sigma":4.16672210340794,".cooksd":0.0157563930256812,".std.resid":-1.43057976803109,"x":34.3068926386008,"low":36.9301591580727,"high":35.8983644317035},{"yvar":30.4666301270071,"xvar":34.3068926386008,".fitted":36.4142617948881,".se.fit":0.515897363184616,".resid":-5.94763166788102,".hat":0.0151644395824515,".sigma":4.16672210340794,".cooksd":0.0157563930256812,".std.resid":-1.43057976803109,"x":34.3068926386008,"low":36.9301591580727,"high":35.8983644317035},{"yvar":38.4252186885646,"xvar":38.1171184237089,".fitted":40.3480293965305,".se.fit":0.588920110798634,".resid":-1.9228107079659,".hat":0.0197611638481189,".sigma":4.20630340529698,".cooksd":0.00216616496097753,".std.resid":-0.463575477161012,"x":38.1171184237089,"low":40.9369495073291,"high":39.7591092857318},{"yvar":38.4252186885646,"xvar":38.1171184237089,".fitted":40.3480293965305,".se.fit":0.588920110798634,".resid":-1.9228107079659,".hat":0.0197611638481189,".sigma":4.20630340529698,".cooksd":0.00216616496097753,".std.resid":-0.463575477161012,"x":38.1171184237089,"low":40.9369495073291,"high":39.7591092857318},{"yvar":36.4164163611925,"xvar":38.6023073787817,".fitted":40.8489499980339,".se.fit":0.599105998540245,".resid":-4.43253363684141,".hat":0.0204506485262534,".sigma":4.18629829273683,".cooksd":0.0119296657362669,".std.resid":-1.06902719579283,"x":38.6023073787817,"low":41.4480559965741,"high":40.2498439994936},{"yvar":36.4164163611925,"xvar":38.6023073787817,".fitted":40.8489499980339,".se.fit":0.599105998540245,".resid":-4.43253363684141,".hat":0.0204506485262534,".sigma":4.18629829273683,".cooksd":0.0119296657362669,".std.resid":-1.06902719579283,"x":38.6023073787817,"low":41.4480559965741,"high":40.2498439994936},{"yvar":42.7655880029875,"xvar":38.7940718289763,".fitted":41.0469321712349,".se.fit":0.603178787001658,".resid":1.71865583175262,".hat":0.020729645153897,".sigma":4.20722904968618,".cooksd":0.00181900644733799,".std.resid":0.41456008697232,"x":38.7940718289763,"low":41.6501109582365,"high":40.4437533842332},{"yvar":42.7655880029875,"xvar":38.7940718289763,".fitted":41.0469321712349,".se.fit":0.603178787001658,".resid":1.71865583175262,".hat":0.020729645153897,".sigma":4.20722904968618,".cooksd":0.00181900644733799,".std.resid":0.41456008697232,"x":38.7940718289763,"low":41.6501109582365,"high":40.4437533842332},{"yvar":48.1178920217202,"xvar":40.4339060987875,".fitted":42.7399360209958,".se.fit":0.639008263465752,".resid":5.37795600072444,".hat":0.0232655164548487,".sigma":4.17451802255444,".cooksd":0.0200938843716868,".std.resid":1.29890939727555,"x":40.4339060987875,"low":43.3789442844615,"high":42.10092775753},{"yvar":48.1178920217202,"xvar":40.4339060987875,".fitted":42.7399360209958,".se.fit":0.639008263465752,".resid":5.37795600072444,".hat":0.0232655164548487,".sigma":4.17451802255444,".cooksd":0.0200938843716868,".std.resid":1.29890939727555,"x":40.4339060987875,"low":43.3789442844615,"high":42.10092775753},{"yvar":43.5132496709956,"xvar":42.016979771113,".fitted":44.3743388817256,".se.fit":0.675109374620555,".resid":-0.861089210729968,".hat":0.0259685694631751,".sigma":4.20999101377419,".cooksd":0.000578186746607504,".std.resid":-0.208262720161794,"x":42.016979771113,"low":45.0494482563461,"high":43.699229507105},{"yvar":43.5132496709956,"xvar":42.016979771113,".fitted":44.3743388817256,".se.fit":0.675109374620555,".resid":-0.861089210729968,".hat":0.0259685694631751,".sigma":4.20999101377419,".cooksd":0.000578186746607504,".std.resid":-0.208262720161794,"x":42.016979771113,"low":45.0494482563461,"high":43.699229507105},{"yvar":47.0666508909992,"xvar":43.0944570463839,".fitted":45.486752013129,".se.fit":0.700411590693815,".resid":1.57989887787019,".hat":0.027951582289073,".sigma":4.20777844698368,".cooksd":0.00210357953313169,".std.resid":0.382503326332184,"x":43.0944570463839,"low":46.1871636038229,"high":44.7863404224352},{"yvar":47.0666508909992,"xvar":43.0944570463839,".fitted":45.486752013129,".se.fit":0.700411590693815,".resid":1.57989887787019,".hat":0.027951582289073,".sigma":4.20777844698368,".cooksd":0.00210357953313169,".std.resid":0.382503326332184,"x":43.0944570463839,"low":46.1871636038229,"high":44.7863404224352},{"yvar":47.0045397570903,"xvar":43.1581309941276,".fitted":45.5524905091736,".se.fit":0.701923687876983,".resid":1.45204924791673,".hat":0.0280724001974697,".sigma":4.20826660431233,".cooksd":0.00178502442152019,".std.resid":0.35157198671461,"x":43.1581309941276,"low":46.2544141970506,"high":44.8505668212966},{"yvar":47.0045397570903,"xvar":43.1581309941276,".fitted":45.5524905091736,".se.fit":0.701923687876983,".resid":1.45204924791673,".hat":0.0280724001974697,".sigma":4.20826660431233,".cooksd":0.00178502442152019,".std.resid":0.35157198671461,"x":43.1581309941276,"low":46.2544141970506,"high":44.8505668212966},{"yvar":43.5961758693985,"xvar":43.6780454220747,".fitted":46.0892625136774,".se.fit":0.714336853606878,".resid":-2.49308664427896,".hat":0.0290740720222355,".sigma":4.20307938409786,".cooksd":0.00546107526198161,".std.resid":-0.603940559775553,"x":43.6780454220747,"low":46.8035993672843,"high":45.3749256600705},{"yvar":43.5961758693985,"xvar":43.6780454220747,".fitted":46.0892625136774,".se.fit":0.714336853606878,".resid":-2.49308664427896,".hat":0.0290740720222355,".sigma":4.20307938409786,".cooksd":0.00546107526198161,".std.resid":-0.603940559775553,"x":43.6780454220747,"low":46.8035993672843,"high":45.3749256600705},{"yvar":50.6346108808569,"xvar":44.2440423430832,".fitted":46.6736111785766,".se.fit":0.727979868353124,".resid":3.96099970228024,".hat":0.0301952401314144,".sigma":4.19107247776453,".cooksd":0.0143499119997051,".std.resid":0.960091287243874,"x":44.2440423430832,"low":47.4015910469297,"high":45.9456313102235},{"yvar":50.6346108808569,"xvar":44.2440423430832,".fitted":46.6736111785766,".se.fit":0.727979868353124,".resid":3.96099970228024,".hat":0.0301952401314144,".sigma":4.19107247776453,".cooksd":0.0143499119997051,".std.resid":0.960091287243874,"x":44.2440423430832,"low":47.4015910469297,"high":45.9456313102235},{"yvar":40.84052354377,"xvar":45.3484887958614,".fitted":47.813867929415,".se.fit":0.754963661581232,".resid":-6.97334438564494,".hat":0.0324752008397449,".sigma":4.14894332216403,".cooksd":0.0480595406416447,".std.resid":-1.69223212554491,"x":45.3484887958614,"low":48.5688315909962,"high":47.0589042678337},{"yvar":40.84052354377,"xvar":45.3484887958614,".fitted":47.813867929415,".se.fit":0.754963661581232,".resid":-6.97334438564494,".hat":0.0324752008397449,".sigma":4.14894332216403,".cooksd":0.0480595406416447,".std.resid":-1.69223212554491,"x":45.3484887958614,"low":48.5688315909962,"high":47.0589042678337},{"yvar":51.9187502601284,"xvar":47.4285156430379,".fitted":49.9613370515728,".se.fit":0.806933305863886,".resid":1.95741320855554,".hat":0.0371000958125357,".sigma":4.20604929169908,".cooksd":0.00436764695809716,".std.resid":0.47614783861972,"x":47.4285156430379,"low":50.7682703574367,"high":49.1544037457089},{"yvar":51.9187502601284,"xvar":47.4285156430379,".fitted":49.9613370515728,".se.fit":0.806933305863886,".resid":1.95741320855554,".hat":0.0371000958125357,".sigma":4.20604929169908,".cooksd":0.00436764695809716,".std.resid":0.47614783861972,"x":47.4285156430379,"low":50.7682703574367,"high":49.1544037457089},{"yvar":56.363351316127,"xvar":48.5094501281999,".fitted":51.0773194885841,".se.fit":0.834458233266065,".resid":5.28603182754292,".hat":0.039674271128327,".sigma":4.17515366479498,".cooksd":0.0342453120871976,".std.resid":1.28756856704167,"x":48.5094501281999,"low":51.9117777218502,"high":50.242861255318},{"yvar":56.363351316127,"xvar":48.5094501281999,".fitted":51.0773194885841,".se.fit":0.834458233266065,".resid":5.28603182754292,".hat":0.039674271128327,".sigma":4.17515366479498,".cooksd":0.0342453120871976,".std.resid":1.28756856704167,"x":48.5094501281999,"low":51.9117777218502,"high":50.242861255318}]}]},"theme":{"colors":["#0266C8","#F90101","#F2B50F","#00933B"],"chart":{"style":{"fontFamily":"Arial, sans-serif","color":"#444444"}},"xAxis":{"gridLineWidth":1,"gridLineColor":"#F3F3F3","lineColor":"#F3F3F3","minorGridLineColor":"#F3F3F3","tickColor":"#F3F3F3","tickWidth":1},"yAxis":{"gridLineColor":"#F3F3F3","lineColor":"#F3F3F3","minorGridLineColor":"#F3F3F3","tickColor":"#F3F3F3","tickWidth":1},"legendBackgroundColor":"rgba(0, 0, 0, 0.5)","background2":"#505053","dataLabelsColor":"#B0B0B3","textColor":"#C0C0C0","contrastTextColor":"#F0F0F3","maskColor":"rgba(255,255,255,0.3)"},"conf_opts":{"global":{"Date":null,"VMLRadialGradientURL":"http =//code.highcharts.com/list(version)/gfx/vml-radial-gradient.png","canvasToolsURL":"http =//code.highcharts.com/list(version)/modules/canvas-tools.js","getTimezoneOffset":null,"timezoneOffset":0,"useUTC":true},"lang":{"contextButtonTitle":"Chart context menu","decimalPoint":".","downloadJPEG":"Download JPEG image","downloadPDF":"Download PDF document","downloadPNG":"Download PNG image","downloadSVG":"Download SVG vector image","drillUpText":"Back to {series.name}","invalidDate":null,"loading":"Loading...","months":["January","February","March","April","May","June","July","August","September","October","November","December"],"noData":"No data to display","numericSymbols":["k","M","G","T","P","E"],"printChart":"Print chart","resetZoom":"Reset zoom","resetZoomTitle":"Reset zoom level 1:1","shortMonths":["Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"],"thousandsSep":" ","weekdays":["Sunday","Monday","Tuesday","Wednesday","Thursday","Friday","Saturday"]}},"type":"chart","fonts":"Arial","debug":false},"evals":[],"jsHooks":[]}</script>
---
##Last Example
##three clusters, within which points are distributed according to a multivariate gaussian
Plotly
```r
library("dplyr")
set.seed(1234)
centers <- data.frame(cluster=factor(1:3), size=c(100, 150, 50), x1=c(5, 0, -3), x2=c(-1, 1, -2))
points <- centers %>% group_by(cluster) %>%
do(data.frame(x1=rnorm(.`\(size[1], .\)`x1[1]),
x2=rnorm(.`\(size[1], .\)`x2[1])))
p<-ggplot(points, aes(x1, x2, color=cluster)) + geom_point() + ggtitle("Multivariate gaussian")
ggplotly(p)
```
---
<div id="htmlwidget-d80799441e19bf040cbf" style="width:504px;height:504px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-d80799441e19bf040cbf">{"x":{"data":[{"x":[3.79293425061458,5.27742924211066,6.08444117668306,2.65430229737065,5.42912468881105,5.50605589215757,4.42526003986535,4.45336814421581,4.43554800090672,4.1099621709559,4.52280730024645,4.0016135551403,4.22374610536201,5.06445881727627,5.95949405897077,4.88971450560923,4.48899049419336,4.08880458337019,4.16282831973106,7.41583517848934,5.13408822015203,4.50931410330906,4.55945212764677,5.45958944100585,4.30627975306252,3.55179508961353,5.57475572090073,3.97634427703612,4.98486169963582,4.06405139883161,6.10229754620026,4.52440692113094,4.29055996248749,4.49874193940524,3.3709065309213,3.83238073790581,2.81996035105133,3.65900680789997,4.70570614123629,4.53410245959389,6.44949626528713,3.93135727632542,4.14463536626249,4.71937699804255,4.00565992370433,4.03148568212795,3.89268180735823,3.74801411436106,4.47617188101264,4.5031500427333,3.19396874319805,4.41792407531067,3.89111037557322,3.98503799050799,4.83769047644318,5.56305581899452,6.64781747281506,4.2266465760563,6.6059096288573,3.84219145230559,5.65658846433281,7.54899107071786,4.96523961019616,4.33036642033804,4.99239524428903,6.77708444814343,3.86139226324909,6.36782717942326,6.32956479078236,5.33647279720382,5.00689283844196,4.54453126183857,4.63347606712607,5.64828656750315,7.07027086133094,4.84660158753303,3.60929905329851,4.27641822288985,5.25826176216785,4.6829408850388,4.82221004233571,4.83000592314546,3.62769811412331,4.82621282958597,5.85023225712188,5.69760871166825,5.5499973510911,4.59726802455238,4.80840622952152,3.80547212039749,4.94684118125668,5.25519600099583,6.70596400724008,6.00151325236345,4.50441655699854,5.35555029699975,3.86539195646615,5.87820362695229,5.97291675337612,7.12111710537568],"y":[-0.585476465625015,-1.47471847352936,-0.934006506295539,-1.50247778239387,-1.82599858712934,-0.833010720247016,-1.89626462624476,-0.831814612344243,-0.645031738985146,-1.05210511687113,-1.19593461871625,-1.64906975160576,-2.10976723139873,-0.150725797344942,-0.977637473923976,-0.168859382693165,-2.24428785134423,-0.830973586233825,-0.326833693052321,-1.02627637644853,-1.19139216855602,-1.78190664669988,1.05816198776349,-0.249498546844169,0.824208302378289,-0.919940358908012,-1.63140929896637,-2.51328812003373,-1.63609983108505,-0.773698467502839,0.0136903474657484,-0.747249864933658,-2.17194831284112,-0.331285671474966,-2.65010093484436,-1.3658522481919,-1.31611832883308,-2.94824604732137,-0.0799424776090948,-1.62287159487887,-1.33403664999746,0.395147892529623,-0.36332558896105,-1.10843169699038,-0.486237221595326,-0.600728192726042,0.662856447430405,-0.724106596414517,-0.493727376792313,-0.652448024976189,-1.37723764749631,-0.902380536890763,0.638744645121728,-1.87559247418957,-0.878240001358954,0.362130660844982,-1.23462108692271,-2.05338280794309,-1.86978360563591,-1.39012702964705,-1.84735007312957,-1.2606393920994,-1.41441970634189,-1.18305079771943,-0.592943902119422,-0.375366871797853,0.678205743704712,-1.06869365356499,-1.32083991265818,0.471005717048905,0.704329397827098,-0.956755962442471,-1.33265731913352,-2.8222354175631,0.41126239874678,-1.83758243407686,-2.12376279439532,2.04376588609529,-0.764978691749329,-1.03325861011331,-3.7322195229558,-1.0997905884419,-0.0239682650776036,-0.586131084548903,-0.0876778383898865,0.983732200684385,0.169108514013626,-1.50873701541522,-0.295819821534488,-1.19841627382208,-1.53807078888486,-3.85575865501923,-1.78964685226376,-0.512185364836315,1.16803253951933,-0.499305385719214,-0.37978979633268,-1.96590321013358,-0.837345291881735,-3.07823754188738],"text":["x1: 3.79<br>x2: -0.59<br>cluster: 1","x1: 5.28<br>x2: -1.47<br>cluster: 1","x1: 6.08<br>x2: -0.93<br>cluster: 1","x1: 2.65<br>x2: -1.5<br>cluster: 1","x1: 5.43<br>x2: -1.83<br>cluster: 1","x1: 5.51<br>x2: -0.83<br>cluster: 1","x1: 4.43<br>x2: -1.9<br>cluster: 1","x1: 4.45<br>x2: -0.83<br>cluster: 1","x1: 4.44<br>x2: -0.65<br>cluster: 1","x1: 4.11<br>x2: -1.05<br>cluster: 1","x1: 4.52<br>x2: -1.2<br>cluster: 1","x1: 4<br>x2: -1.65<br>cluster: 1","x1: 4.22<br>x2: -2.11<br>cluster: 1","x1: 5.06<br>x2: -0.15<br>cluster: 1","x1: 5.96<br>x2: -0.98<br>cluster: 1","x1: 4.89<br>x2: -0.17<br>cluster: 1","x1: 4.49<br>x2: -2.24<br>cluster: 1","x1: 4.09<br>x2: -0.83<br>cluster: 1","x1: 4.16<br>x2: -0.33<br>cluster: 1","x1: 7.42<br>x2: -1.03<br>cluster: 1","x1: 5.13<br>x2: -1.19<br>cluster: 1","x1: 4.51<br>x2: -1.78<br>cluster: 1","x1: 4.56<br>x2: 1.06<br>cluster: 1","x1: 5.46<br>x2: -0.25<br>cluster: 1","x1: 4.31<br>x2: 0.82<br>cluster: 1","x1: 3.55<br>x2: -0.92<br>cluster: 1","x1: 5.57<br>x2: -1.63<br>cluster: 1","x1: 3.98<br>x2: -2.51<br>cluster: 1","x1: 4.98<br>x2: -1.64<br>cluster: 1","x1: 4.06<br>x2: -0.77<br>cluster: 1","x1: 6.1<br>x2: 0.01<br>cluster: 1","x1: 4.52<br>x2: -0.75<br>cluster: 1","x1: 4.29<br>x2: -2.17<br>cluster: 1","x1: 4.5<br>x2: -0.33<br>cluster: 1","x1: 3.37<br>x2: -2.65<br>cluster: 1","x1: 3.83<br>x2: -1.37<br>cluster: 1","x1: 2.82<br>x2: -1.32<br>cluster: 1","x1: 3.66<br>x2: -2.95<br>cluster: 1","x1: 4.71<br>x2: -0.08<br>cluster: 1","x1: 4.53<br>x2: -1.62<br>cluster: 1","x1: 6.45<br>x2: -1.33<br>cluster: 1","x1: 3.93<br>x2: 0.4<br>cluster: 1","x1: 4.14<br>x2: -0.36<br>cluster: 1","x1: 4.72<br>x2: -1.11<br>cluster: 1","x1: 4.01<br>x2: -0.49<br>cluster: 1","x1: 4.03<br>x2: -0.6<br>cluster: 1","x1: 3.89<br>x2: 0.66<br>cluster: 1","x1: 3.75<br>x2: -0.72<br>cluster: 1","x1: 4.48<br>x2: -0.49<br>cluster: 1","x1: 4.5<br>x2: -0.65<br>cluster: 1","x1: 3.19<br>x2: -1.38<br>cluster: 1","x1: 4.42<br>x2: -0.9<br>cluster: 1","x1: 3.89<br>x2: 0.64<br>cluster: 1","x1: 3.99<br>x2: -1.88<br>cluster: 1","x1: 4.84<br>x2: -0.88<br>cluster: 1","x1: 5.56<br>x2: 0.36<br>cluster: 1","x1: 6.65<br>x2: -1.23<br>cluster: 1","x1: 4.23<br>x2: -2.05<br>cluster: 1","x1: 6.61<br>x2: -1.87<br>cluster: 1","x1: 3.84<br>x2: -1.39<br>cluster: 1","x1: 5.66<br>x2: -1.85<br>cluster: 1","x1: 7.55<br>x2: -1.26<br>cluster: 1","x1: 4.97<br>x2: -1.41<br>cluster: 1","x1: 4.33<br>x2: -1.18<br>cluster: 1","x1: 4.99<br>x2: -0.59<br>cluster: 1","x1: 6.78<br>x2: -0.38<br>cluster: 1","x1: 3.86<br>x2: 0.68<br>cluster: 1","x1: 6.37<br>x2: -1.07<br>cluster: 1","x1: 6.33<br>x2: -1.32<br>cluster: 1","x1: 5.34<br>x2: 0.47<br>cluster: 1","x1: 5.01<br>x2: 0.7<br>cluster: 1","x1: 4.54<br>x2: -0.96<br>cluster: 1","x1: 4.63<br>x2: -1.33<br>cluster: 1","x1: 5.65<br>x2: -2.82<br>cluster: 1","x1: 7.07<br>x2: 0.41<br>cluster: 1","x1: 4.85<br>x2: -1.84<br>cluster: 1","x1: 3.61<br>x2: -2.12<br>cluster: 1","x1: 4.28<br>x2: 2.04<br>cluster: 1","x1: 5.26<br>x2: -0.76<br>cluster: 1","x1: 4.68<br>x2: -1.03<br>cluster: 1","x1: 4.82<br>x2: -3.73<br>cluster: 1","x1: 4.83<br>x2: -1.1<br>cluster: 1","x1: 3.63<br>x2: -0.02<br>cluster: 1","x1: 4.83<br>x2: -0.59<br>cluster: 1","x1: 5.85<br>x2: -0.09<br>cluster: 1","x1: 5.7<br>x2: 0.98<br>cluster: 1","x1: 5.55<br>x2: 0.17<br>cluster: 1","x1: 4.6<br>x2: -1.51<br>cluster: 1","x1: 4.81<br>x2: -0.3<br>cluster: 1","x1: 3.81<br>x2: -1.2<br>cluster: 1","x1: 4.95<br>x2: -1.54<br>cluster: 1","x1: 5.26<br>x2: -3.86<br>cluster: 1","x1: 6.71<br>x2: -1.79<br>cluster: 1","x1: 6<br>x2: -0.51<br>cluster: 1","x1: 4.5<br>x2: 1.17<br>cluster: 1","x1: 5.36<br>x2: -0.5<br>cluster: 1","x1: 3.87<br>x2: -0.38<br>cluster: 1","x1: 5.88<br>x2: -1.97<br>cluster: 1","x1: 5.97<br>x2: -0.84<br>cluster: 1","x1: 7.12<br>x2: -3.08<br>cluster: 1"],"key":null,"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(248,118,109,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(248,118,109,1)"}},"hoveron":"points","name":"1","legendgroup":"1","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text"},{"x":[0.485226820569252,0.696768778564913,0.185513915583057,0.700733515544461,0.311681028661359,0.760462361967838,1.84246362620766,1.1123628412626,0.0326639575014441,-1.11444896479736,0.418057822385083,-0.400235237343163,1.49349310261748,-1.60708093984972,-0.415751788401515,0.42200837321742,-0.151736536534977,-0.60615111526422,-0.304721068966714,0.629536099884472,0.895171980275539,0.660212631820405,2.27348352044748,1.17349757263239,0.287709728313787,-0.659770093821306,2.91914013071762,0.677415500438328,-0.684320344136007,0.186492083080971,-0.324393300483657,-0.274704218225806,-0.933503340589868,0.116845344986082,0.319160238648117,-1.07754212275943,-3.23315213292314,-0.254874652654534,0.0295178303214797,0.594273774110513,0.0591351681787969,0.413398894737046,-1.09777217457042,0.711175257270441,0.718888729854143,0.251651069028968,1.35727443615177,0.404468471278607,0.264364269837939,0.268043904143697,0.436930577039483,1.06012390548736,0.452190396528715,0.663198615687065,-1.13637355399084,-0.370497517092117,1.47696958979247,-1.22390375051376,0.258068387396106,0.405002805433516,0.97580332180945,-0.348876736539909,0.158625439491262,-1.76325506654115,0.338596047099905,-0.666565029559273,-0.238646624327644,-1.18776528245719,0.384935321768578,0.66657951565448,-0.304613889457735,1.8250110640863,0.670559370567588,0.948632573255153,2.04940300167091,-0.651113609237535,0.808619272846293,0.986580613954563,-0.00617079609070003,0.319052357931912,-1.01182190274184,0.470167547726389,-0.700970331629097,0.813682862526491,-0.811430783992772,0.31939748709946,-0.846522653163624,-0.245763179128733,-1.55285901110546,0.128434032925753,0.985443389404868,0.183247523067191,-1.76622921343046,-0.620533696615944,1.65604303699874,1.80980538558388,-1.17503676801214,-0.366703258827641,0.353625448927287,0.319156220867898,-0.579956989019402,-0.953278701946907,-0.179428586945621,1.0098082149443,0.0236266149214088,-0.649028219583901,-0.504374222048191,1.61439149545836,-0.446959811255663,0.763176761113315,1.4717186861858,0.443664903687416,-0.421721870070189,-0.0400016262060736,-0.492279968227887,1.22771711731275,-0.149553565244392,1.54998338398246,-0.561612535381314,-0.647117250632361,0.143132159050427,0.0241886479910512,-0.504451524580869,-1.58139680993034,0.030066421255418,-0.716576699070701,1.08261095547612,-0.952685454939293,1.12648272900916,-0.649043017379116,0.292470078406726,0.898702724402737,-0.518742356791874,0.554438552345125,-0.0879736711840128,-1.13521292940752,-0.270079610999902,1.61978987753494,-0.21413117369664,-0.817782462924957,-0.0540229240816071,0.330141609857869,0.955324614657399,1.14395987779244,0.100522398375063,1.16457524565738,-0.764259947799148,-2.3445134046903,-0.471683425529536,-0.51585548950739],"y":[-1.31603615150256,1.56247175696953,0.216224860577619,0.773946013771835,-0.587102987654042,1.54752420186832,2.89122701735548,0.121922889775956,0.887441088955213,2.94871306497599,1.93381633220773,2.91305942169705,0.99476594206806,0.847739951078365,0.490368342820882,2.43457370342612,-0.285838532332988,1.30731421525502,0.953681466722617,3.25184180012688,0.391966271390292,-0.509288169851036,1.23263176950858,0.960351303948907,0.160874932494655,1.13229108824416,0.724475253294061,0.321241358731968,1.50083593177583,0.668337687993211,-0.834980250772526,-1.65174124837268,0.419417827915585,2.45418687087119,1.83812937996469,2.21505358044614,1.98250544273279,1.31576402401843,-0.507062627716321,1.20556978716628,2.59722809034381,-2.39606353457436,0.218647715697918,2.10246464075191,1.52874501944529,1.78939440351485,1.45709950585608,1.53883311565812,1.0146431224111,0.0835108642969066,-0.226815090767655,1.03615286813022,0.57860688642861,0.100635591537095,1.41744131748656,1.15344473686401,2.46328304519325,-0.121502497325542,0.482211916944976,0.925052911661477,-0.407790081439081,0.715294131889523,0.291828821786624,-1.14763900113752,0.716162839388642,0.465927836023913,2.1330101941542,0.395931077152344,1.55751159559247,1.14262929325509,-0.236860214845324,1.37414397250319,0.893913876533546,1.16606198650905,1.65803484834241,1.11396291997139,2.58515916403119,1.11555344044332,-0.253999039283515,1.74186477930074,-0.222901614999849,-0.918894131762114,0.190063610079206,0.255322771214722,0.392494077306801,2.60675956606494,2.63559944628363,1.72609109669849,-0.273834925043458,1.02314655543334,1.48712123382648,0.862972496730269,1.17174548245601,0.0552060851000133,-0.287620306006212,2.40776573875103,1.26737268905316,0.591602357853988,1.32527121991694,3.06248097311935,1.36266695566395,2.4114046447039,2.36754431457543,0.592823852878461,1.76254173088585,0.348799176968277,-0.473655779468318,-0.20166579640511,0.851279521869908,2.79706242855231,1.10480871785557,0.197162026648524,1.23037496416367,1.69797519321809,-0.295201731945881,-0.0546802179776649,-0.941607489675071,-0.269560593003722,0.112561189183892,0.708084237296806,2.41009405297303,1.88864143026394,1.27297431969026,0.433358533973811,0.959793062563426,1.54761224530106,0.495966678394464,2.0590701295588,2.09745356643579,-0.166504629625586,0.25308868991394,2.20673873333927,-0.68721988054335,1.41970989490633,1.2334987616388,4.19590119785739,-1.72968034122695,0.159204198575953,1.67402866865046,2.67432650967139,1.83968708384049,-0.428368435555191,3.23938816916782,-0.757266224101755,-0.113016087904658,0.956859609386666,3.2255869089066,1.50631658733822,1.73039605143577,2.72807759473682],"text":["x1: 0.49<br>x2: -1.32<br>cluster: 2","x1: 0.7<br>x2: 1.56<br>cluster: 2","x1: 0.19<br>x2: 0.22<br>cluster: 2","x1: 0.7<br>x2: 0.77<br>cluster: 2","x1: 0.31<br>x2: -0.59<br>cluster: 2","x1: 0.76<br>x2: 1.55<br>cluster: 2","x1: 1.84<br>x2: 2.89<br>cluster: 2","x1: 1.11<br>x2: 0.12<br>cluster: 2","x1: 0.03<br>x2: 0.89<br>cluster: 2","x1: -1.11<br>x2: 2.95<br>cluster: 2","x1: 0.42<br>x2: 1.93<br>cluster: 2","x1: -0.4<br>x2: 2.91<br>cluster: 2","x1: 1.49<br>x2: 0.99<br>cluster: 2","x1: -1.61<br>x2: 0.85<br>cluster: 2","x1: -0.42<br>x2: 0.49<br>cluster: 2","x1: 0.42<br>x2: 2.43<br>cluster: 2","x1: -0.15<br>x2: -0.29<br>cluster: 2","x1: -0.61<br>x2: 1.31<br>cluster: 2","x1: -0.3<br>x2: 0.95<br>cluster: 2","x1: 0.63<br>x2: 3.25<br>cluster: 2","x1: 0.9<br>x2: 0.39<br>cluster: 2","x1: 0.66<br>x2: -0.51<br>cluster: 2","x1: 2.27<br>x2: 1.23<br>cluster: 2","x1: 1.17<br>x2: 0.96<br>cluster: 2","x1: 0.29<br>x2: 0.16<br>cluster: 2","x1: -0.66<br>x2: 1.13<br>cluster: 2","x1: 2.92<br>x2: 0.72<br>cluster: 2","x1: 0.68<br>x2: 0.32<br>cluster: 2","x1: -0.68<br>x2: 1.5<br>cluster: 2","x1: 0.19<br>x2: 0.67<br>cluster: 2","x1: -0.32<br>x2: -0.83<br>cluster: 2","x1: -0.27<br>x2: -1.65<br>cluster: 2","x1: -0.93<br>x2: 0.42<br>cluster: 2","x1: 0.12<br>x2: 2.45<br>cluster: 2","x1: 0.32<br>x2: 1.84<br>cluster: 2","x1: -1.08<br>x2: 2.22<br>cluster: 2","x1: -3.23<br>x2: 1.98<br>cluster: 2","x1: -0.25<br>x2: 1.32<br>cluster: 2","x1: 0.03<br>x2: -0.51<br>cluster: 2","x1: 0.59<br>x2: 1.21<br>cluster: 2","x1: 0.06<br>x2: 2.6<br>cluster: 2","x1: 0.41<br>x2: -2.4<br>cluster: 2","x1: -1.1<br>x2: 0.22<br>cluster: 2","x1: 0.71<br>x2: 2.1<br>cluster: 2","x1: 0.72<br>x2: 1.53<br>cluster: 2","x1: 0.25<br>x2: 1.79<br>cluster: 2","x1: 1.36<br>x2: 1.46<br>cluster: 2","x1: 0.4<br>x2: 1.54<br>cluster: 2","x1: 0.26<br>x2: 1.01<br>cluster: 2","x1: 0.27<br>x2: 0.08<br>cluster: 2","x1: 0.44<br>x2: -0.23<br>cluster: 2","x1: 1.06<br>x2: 1.04<br>cluster: 2","x1: 0.45<br>x2: 0.58<br>cluster: 2","x1: 0.66<br>x2: 0.1<br>cluster: 2","x1: -1.14<br>x2: 1.42<br>cluster: 2","x1: -0.37<br>x2: 1.15<br>cluster: 2","x1: 1.48<br>x2: 2.46<br>cluster: 2","x1: -1.22<br>x2: -0.12<br>cluster: 2","x1: 0.26<br>x2: 0.48<br>cluster: 2","x1: 0.41<br>x2: 0.93<br>cluster: 2","x1: 0.98<br>x2: -0.41<br>cluster: 2","x1: -0.35<br>x2: 0.72<br>cluster: 2","x1: 0.16<br>x2: 0.29<br>cluster: 2","x1: -1.76<br>x2: -1.15<br>cluster: 2","x1: 0.34<br>x2: 0.72<br>cluster: 2","x1: -0.67<br>x2: 0.47<br>cluster: 2","x1: -0.24<br>x2: 2.13<br>cluster: 2","x1: -1.19<br>x2: 0.4<br>cluster: 2","x1: 0.38<br>x2: 1.56<br>cluster: 2","x1: 0.67<br>x2: 1.14<br>cluster: 2","x1: -0.3<br>x2: -0.24<br>cluster: 2","x1: 1.83<br>x2: 1.37<br>cluster: 2","x1: 0.67<br>x2: 0.89<br>cluster: 2","x1: 0.95<br>x2: 1.17<br>cluster: 2","x1: 2.05<br>x2: 1.66<br>cluster: 2","x1: -0.65<br>x2: 1.11<br>cluster: 2","x1: 0.81<br>x2: 2.59<br>cluster: 2","x1: 0.99<br>x2: 1.12<br>cluster: 2","x1: -0.01<br>x2: -0.25<br>cluster: 2","x1: 0.32<br>x2: 1.74<br>cluster: 2","x1: -1.01<br>x2: -0.22<br>cluster: 2","x1: 0.47<br>x2: -0.92<br>cluster: 2","x1: -0.7<br>x2: 0.19<br>cluster: 2","x1: 0.81<br>x2: 0.26<br>cluster: 2","x1: -0.81<br>x2: 0.39<br>cluster: 2","x1: 0.32<br>x2: 2.61<br>cluster: 2","x1: -0.85<br>x2: 2.64<br>cluster: 2","x1: -0.25<br>x2: 1.73<br>cluster: 2","x1: -1.55<br>x2: -0.27<br>cluster: 2","x1: 0.13<br>x2: 1.02<br>cluster: 2","x1: 0.99<br>x2: 1.49<br>cluster: 2","x1: 0.18<br>x2: 0.86<br>cluster: 2","x1: -1.77<br>x2: 1.17<br>cluster: 2","x1: -0.62<br>x2: 0.06<br>cluster: 2","x1: 1.66<br>x2: -0.29<br>cluster: 2","x1: 1.81<br>x2: 2.41<br>cluster: 2","x1: -1.18<br>x2: 1.27<br>cluster: 2","x1: -0.37<br>x2: 0.59<br>cluster: 2","x1: 0.35<br>x2: 1.33<br>cluster: 2","x1: 0.32<br>x2: 3.06<br>cluster: 2","x1: -0.58<br>x2: 1.36<br>cluster: 2","x1: -0.95<br>x2: 2.41<br>cluster: 2","x1: -0.18<br>x2: 2.37<br>cluster: 2","x1: 1.01<br>x2: 0.59<br>cluster: 2","x1: 0.02<br>x2: 1.76<br>cluster: 2","x1: -0.65<br>x2: 0.35<br>cluster: 2","x1: -0.5<br>x2: -0.47<br>cluster: 2","x1: 1.61<br>x2: -0.2<br>cluster: 2","x1: -0.45<br>x2: 0.85<br>cluster: 2","x1: 0.76<br>x2: 2.8<br>cluster: 2","x1: 1.47<br>x2: 1.1<br>cluster: 2","x1: 0.44<br>x2: 0.2<br>cluster: 2","x1: -0.42<br>x2: 1.23<br>cluster: 2","x1: -0.04<br>x2: 1.7<br>cluster: 2","x1: -0.49<br>x2: -0.3<br>cluster: 2","x1: 1.23<br>x2: -0.05<br>cluster: 2","x1: -0.15<br>x2: -0.94<br>cluster: 2","x1: 1.55<br>x2: -0.27<br>cluster: 2","x1: -0.56<br>x2: 0.11<br>cluster: 2","x1: -0.65<br>x2: 0.71<br>cluster: 2","x1: 0.14<br>x2: 2.41<br>cluster: 2","x1: 0.02<br>x2: 1.89<br>cluster: 2","x1: -0.5<br>x2: 1.27<br>cluster: 2","x1: -1.58<br>x2: 0.43<br>cluster: 2","x1: 0.03<br>x2: 0.96<br>cluster: 2","x1: -0.72<br>x2: 1.55<br>cluster: 2","x1: 1.08<br>x2: 0.5<br>cluster: 2","x1: -0.95<br>x2: 2.06<br>cluster: 2","x1: 1.13<br>x2: 2.1<br>cluster: 2","x1: -0.65<br>x2: -0.17<br>cluster: 2","x1: 0.29<br>x2: 0.25<br>cluster: 2","x1: 0.9<br>x2: 2.21<br>cluster: 2","x1: -0.52<br>x2: -0.69<br>cluster: 2","x1: 0.55<br>x2: 1.42<br>cluster: 2","x1: -0.09<br>x2: 1.23<br>cluster: 2","x1: -1.14<br>x2: 4.2<br>cluster: 2","x1: -0.27<br>x2: -1.73<br>cluster: 2","x1: 1.62<br>x2: 0.16<br>cluster: 2","x1: -0.21<br>x2: 1.67<br>cluster: 2","x1: -0.82<br>x2: 2.67<br>cluster: 2","x1: -0.05<br>x2: 1.84<br>cluster: 2","x1: 0.33<br>x2: -0.43<br>cluster: 2","x1: 0.96<br>x2: 3.24<br>cluster: 2","x1: 1.14<br>x2: -0.76<br>cluster: 2","x1: 0.1<br>x2: -0.11<br>cluster: 2","x1: 1.16<br>x2: 0.96<br>cluster: 2","x1: -0.76<br>x2: 3.23<br>cluster: 2","x1: -2.34<br>x2: 1.51<br>cluster: 2","x1: -0.47<br>x2: 1.73<br>cluster: 2","x1: -0.52<br>x2: 2.73<br>cluster: 2"],"key":null,"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,186,56,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(0,186,56,1)"}},"hoveron":"points","name":"2","legendgroup":"2","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text"},{"x":[-2.01522003168544,-4.22473787596427,-2.29027378193417,-3.10921999257806,-1.21739210461167,-3.24344467960298,-4.52710702225461,-2.50816562853338,-2.64549633907301,-3.01762634763038,-4.05655032211722,-3.83891466607827,-3.01262571649043,-1.96188985399567,-3.36445771390506,-3.87144947218539,-5.7042030254467,-2.50575016345935,-2.57265967500089,-1.69080913989032,-1.5332773576893,-3.14305606629462,-1.70148627378926,-2.99868645244408,-3.67641007568558,-3.84819659688547,-3.34694110040744,-2.77252055697293,-3.02740140361111,-2.79912220941497,-2.8010573281772,-2.28540064391631,-3.27318177488985,-1.36465254206827,-2.56230611352036,-4.19353585074908,-3.27664980419918,-2.48411694946488,-3.41105533208634,-2.65500495052743,-2.56560413916886,-1.69652231699497,-3.65169591073308,-3.01688086232799,-3.56769245529359,-4.12713286976328,-4.84897031117903,-2.80447094481811,-2.39843477480441,-2.36084184021007],"y":[-3.38999281746208,-3.12967785339758,-3.14115419483757,-2.68867149960089,-1.82980218184787,-1.40551657274259,-2.81503265072496,-4.86434683706673,-1.04617651829174,-1.38471522938656,-2.70087070055026,-3.07366134146979,-2.29999119679974,-1.89189343719743,-1.27679923641233,-0.609904903925734,-2.8488833983784,-1.7092771553565,-0.665823966297578,-2.90134215525908,-2.22276341293285,-3.7714680282034,-1.71257774988555,-2.641191762324,-2.92493764223895,-2.77997746918532,-1.55549662640563,-4.16246900261166,-2.42551089992095,-3.01371765920455,-2.96211902830375,-1.52536537272264,-1.64824573039546,-2.10702035624698,-1.46248274339965,-2.60210489844813,-4.02329764533368,-0.845578719401861,-2.23069299769411,-2.36508876821491,-1.84248207062428,-1.2340677770156,-1.57391303379769,-1.07273460003469,-1.95386540715951,-2.50428564309111,-2.30044940835556,-1.17708402135413,-2.84926879612904,-2.9536100956812],"text":["x1: -2.02<br>x2: -3.39<br>cluster: 3","x1: -4.22<br>x2: -3.13<br>cluster: 3","x1: -2.29<br>x2: -3.14<br>cluster: 3","x1: -3.11<br>x2: -2.69<br>cluster: 3","x1: -1.22<br>x2: -1.83<br>cluster: 3","x1: -3.24<br>x2: -1.41<br>cluster: 3","x1: -4.53<br>x2: -2.82<br>cluster: 3","x1: -2.51<br>x2: -4.86<br>cluster: 3","x1: -2.65<br>x2: -1.05<br>cluster: 3","x1: -3.02<br>x2: -1.38<br>cluster: 3","x1: -4.06<br>x2: -2.7<br>cluster: 3","x1: -3.84<br>x2: -3.07<br>cluster: 3","x1: -3.01<br>x2: -2.3<br>cluster: 3","x1: -1.96<br>x2: -1.89<br>cluster: 3","x1: -3.36<br>x2: -1.28<br>cluster: 3","x1: -3.87<br>x2: -0.61<br>cluster: 3","x1: -5.7<br>x2: -2.85<br>cluster: 3","x1: -2.51<br>x2: -1.71<br>cluster: 3","x1: -2.57<br>x2: -0.67<br>cluster: 3","x1: -1.69<br>x2: -2.9<br>cluster: 3","x1: -1.53<br>x2: -2.22<br>cluster: 3","x1: -3.14<br>x2: -3.77<br>cluster: 3","x1: -1.7<br>x2: -1.71<br>cluster: 3","x1: -3<br>x2: -2.64<br>cluster: 3","x1: -3.68<br>x2: -2.92<br>cluster: 3","x1: -3.85<br>x2: -2.78<br>cluster: 3","x1: -3.35<br>x2: -1.56<br>cluster: 3","x1: -2.77<br>x2: -4.16<br>cluster: 3","x1: -3.03<br>x2: -2.43<br>cluster: 3","x1: -2.8<br>x2: -3.01<br>cluster: 3","x1: -2.8<br>x2: -2.96<br>cluster: 3","x1: -2.29<br>x2: -1.53<br>cluster: 3","x1: -3.27<br>x2: -1.65<br>cluster: 3","x1: -1.36<br>x2: -2.11<br>cluster: 3","x1: -2.56<br>x2: -1.46<br>cluster: 3","x1: -4.19<br>x2: -2.6<br>cluster: 3","x1: -3.28<br>x2: -4.02<br>cluster: 3","x1: -2.48<br>x2: -0.85<br>cluster: 3","x1: -3.41<br>x2: -2.23<br>cluster: 3","x1: -2.66<br>x2: -2.37<br>cluster: 3","x1: -2.57<br>x2: -1.84<br>cluster: 3","x1: -1.7<br>x2: -1.23<br>cluster: 3","x1: -3.65<br>x2: -1.57<br>cluster: 3","x1: -3.02<br>x2: -1.07<br>cluster: 3","x1: -3.57<br>x2: -1.95<br>cluster: 3","x1: -4.13<br>x2: -2.5<br>cluster: 3","x1: -4.85<br>x2: -2.3<br>cluster: 3","x1: -2.8<br>x2: -1.18<br>cluster: 3","x1: -2.4<br>x2: -2.85<br>cluster: 3","x1: -2.36<br>x2: -2.95<br>cluster: 3"],"key":null,"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(97,156,255,1)","opacity":1,"size":5.66929133858268,"symbol":"circle","line":{"width":1.88976377952756,"color":"rgba(97,156,255,1)"}},"hoveron":"points","name":"3","legendgroup":"3","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text"}],"layout":{"margin":{"t":40.8401826484018,"r":7.30593607305936,"b":37.2602739726027,"l":48.9497716894977},"plot_bgcolor":"rgba(235,235,235,1)","paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"title":"Multivariate gaussian","titlefont":{"color":"rgba(0,0,0,1)","family":"","size":17.5342465753425},"xaxis":{"domain":[0,1],"type":"linear","autorange":false,"tickmode":"array","range":[-6.36686273025493,8.21165077552608],"ticktext":["-4","0","4","8"],"tickvals":[-4,0,4,8],"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.65296803652968,"tickwidth":0.66417600664176,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":11.689497716895},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0.66417600664176,"zeroline":false,"anchor":"y","title":"x1","titlefont":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"type":"linear","autorange":false,"tickmode":"array","range":[-5.31735923881294,4.64891359960359],"ticktext":["-5.0","-2.5","0.0","2.5"],"tickvals":[-5,-2.5,0,2.5],"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":3.65296803652968,"tickwidth":0.66417600664176,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":11.689497716895},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0.66417600664176,"zeroline":false,"anchor":"x","title":"x2","titlefont":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":true,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":1.88976377952756,"font":{"color":"rgba(0,0,0,1)","family":"","size":11.689497716895},"y":0.953599550056243},"annotations":[{"text":"cluster","x":1.02,"y":1,"showarrow":false,"ax":0,"ay":0,"font":{"color":"rgba(0,0,0,1)","family":"","size":14.6118721461187},"xref":"paper","yref":"paper","textangle":-0,"xanchor":"left","yanchor":"bottom","legendTitle":true}],"hovermode":"closest"},"source":"A","config":{"modeBarButtonsToAdd":[{"name":"Collaborate","icon":{"width":1000,"ascent":500,"descent":-50,"path":"M487 375c7-10 9-23 5-36l-79-259c-3-12-11-23-22-31-11-8-22-12-35-12l-263 0c-15 0-29 5-43 15-13 10-23 23-28 37-5 13-5 25-1 37 0 0 0 3 1 7 1 5 1 8 1 11 0 2 0 4-1 6 0 3-1 5-1 6 1 2 2 4 3 6 1 2 2 4 4 6 2 3 4 5 5 7 5 7 9 16 13 26 4 10 7 19 9 26 0 2 0 5 0 9-1 4-1 6 0 8 0 2 2 5 4 8 3 3 5 5 5 7 4 6 8 15 12 26 4 11 7 19 7 26 1 1 0 4 0 9-1 4-1 7 0 8 1 2 3 5 6 8 4 4 6 6 6 7 4 5 8 13 13 24 4 11 7 20 7 28 1 1 0 4 0 7-1 3-1 6-1 7 0 2 1 4 3 6 1 1 3 4 5 6 2 3 3 5 5 6 1 2 3 5 4 9 2 3 3 7 5 10 1 3 2 6 4 10 2 4 4 7 6 9 2 3 4 5 7 7 3 2 7 3 11 3 3 0 8 0 13-1l0-1c7 2 12 2 14 2l218 0c14 0 25-5 32-16 8-10 10-23 6-37l-79-259c-7-22-13-37-20-43-7-7-19-10-37-10l-248 0c-5 0-9-2-11-5-2-3-2-7 0-12 4-13 18-20 41-20l264 0c5 0 10 2 16 5 5 3 8 6 10 11l85 282c2 5 2 10 2 17 7-3 13-7 17-13z m-304 0c-1-3-1-5 0-7 1-1 3-2 6-2l174 0c2 0 4 1 7 2 2 2 4 4 5 7l6 18c0 3 0 5-1 7-1 1-3 2-6 2l-173 0c-3 0-5-1-8-2-2-2-4-4-4-7z m-24-73c-1-3-1-5 0-7 2-2 3-2 6-2l174 0c2 0 5 0 7 2 3 2 4 4 5 7l6 18c1 2 0 5-1 6-1 2-3 3-5 3l-174 0c-3 0-5-1-7-3-3-1-4-4-5-6z"},"click":"function(gd) { \n // is this being viewed in RStudio?\n if (location.search == '?viewer_pane=1') {\n alert('To learn about plotly for collaboration, visit:\\n https://cpsievert.github.io/plotly_book/plot-ly-for-collaboration.html');\n } else {\n window.open('https://cpsievert.github.io/plotly_book/plot-ly-for-collaboration.html', '_blank');\n }\n }"}],"modeBarButtonsToRemove":["sendDataToCloud"]},"base_url":"https://plot.ly"},"evals":["config.modeBarButtonsToAdd.0.click"],"jsHooks":[]}</script>
---
##Last Example
Highcharter
```r
library("dplyr")
set.seed(1234)
centers <- data.frame(cluster=factor(1:3), size=c(100, 150, 50), x1=c(5, 0, -3), x2=c(-1, 1, -2))
points <- centers %>% group_by(cluster) %>%
do(data.frame(x1=rnorm(.`\(size[1], .\)`x1[1]),
x2=rnorm(.`\(size[1], .\)`x2[1])))
highchart() %>%
hc_title(text = "Multivariate gaussian") %>%
hc_add_series_df(points, type = "scatter", x = x1, y = x2, group = cluster)
```
---
<div id="htmlwidget-5bc260cc0681d28b4458" style="width:100%;height:500px;" class="highchart html-widget"></div>
<script type="application/json" data-for="htmlwidget-5bc260cc0681d28b4458">{"x":{"hc_opts":{"title":{"text":"Multivariate gaussian"},"yAxis":{"title":{"text":null}},"credits":{"enabled":false},"exporting":{"enabled":false},"plotOptions":{"series":{"turboThreshold":0}},"series":[{"name":"1","type":"scatter","data":[{"cluster":"1","x1":3.79293425061458,"x2":-0.585476465625015,"x":3.79293425061458,"y":-0.585476465625015},{"cluster":"1","x1":5.27742924211066,"x2":-1.47471847352936,"x":5.27742924211066,"y":-1.47471847352936},{"cluster":"1","x1":6.08444117668306,"x2":-0.934006506295539,"x":6.08444117668306,"y":-0.934006506295539},{"cluster":"1","x1":2.65430229737065,"x2":-1.50247778239387,"x":2.65430229737065,"y":-1.50247778239387},{"cluster":"1","x1":5.42912468881105,"x2":-1.82599858712934,"x":5.42912468881105,"y":-1.82599858712934},{"cluster":"1","x1":5.50605589215757,"x2":-0.833010720247016,"x":5.50605589215757,"y":-0.833010720247016},{"cluster":"1","x1":4.42526003986535,"x2":-1.89626462624476,"x":4.42526003986535,"y":-1.89626462624476},{"cluster":"1","x1":4.45336814421581,"x2":-0.831814612344243,"x":4.45336814421581,"y":-0.831814612344243},{"cluster":"1","x1":4.43554800090672,"x2":-0.645031738985146,"x":4.43554800090672,"y":-0.645031738985146},{"cluster":"1","x1":4.1099621709559,"x2":-1.05210511687113,"x":4.1099621709559,"y":-1.05210511687113},{"cluster":"1","x1":4.52280730024645,"x2":-1.19593461871625,"x":4.52280730024645,"y":-1.19593461871625},{"cluster":"1","x1":4.0016135551403,"x2":-1.64906975160576,"x":4.0016135551403,"y":-1.64906975160576},{"cluster":"1","x1":4.22374610536201,"x2":-2.10976723139873,"x":4.22374610536201,"y":-2.10976723139873},{"cluster":"1","x1":5.06445881727627,"x2":-0.150725797344942,"x":5.06445881727627,"y":-0.150725797344942},{"cluster":"1","x1":5.95949405897077,"x2":-0.977637473923976,"x":5.95949405897077,"y":-0.977637473923976},{"cluster":"1","x1":4.88971450560923,"x2":-0.168859382693165,"x":4.88971450560923,"y":-0.168859382693165},{"cluster":"1","x1":4.48899049419336,"x2":-2.24428785134423,"x":4.48899049419336,"y":-2.24428785134423},{"cluster":"1","x1":4.08880458337019,"x2":-0.830973586233825,"x":4.08880458337019,"y":-0.830973586233825},{"cluster":"1","x1":4.16282831973106,"x2":-0.326833693052321,"x":4.16282831973106,"y":-0.326833693052321},{"cluster":"1","x1":7.41583517848934,"x2":-1.02627637644853,"x":7.41583517848934,"y":-1.02627637644853},{"cluster":"1","x1":5.13408822015203,"x2":-1.19139216855602,"x":5.13408822015203,"y":-1.19139216855602},{"cluster":"1","x1":4.50931410330906,"x2":-1.78190664669988,"x":4.50931410330906,"y":-1.78190664669988},{"cluster":"1","x1":4.55945212764677,"x2":1.05816198776349,"x":4.55945212764677,"y":1.05816198776349},{"cluster":"1","x1":5.45958944100585,"x2":-0.249498546844169,"x":5.45958944100585,"y":-0.249498546844169},{"cluster":"1","x1":4.30627975306252,"x2":0.824208302378289,"x":4.30627975306252,"y":0.824208302378289},{"cluster":"1","x1":3.55179508961353,"x2":-0.919940358908012,"x":3.55179508961353,"y":-0.919940358908012},{"cluster":"1","x1":5.57475572090073,"x2":-1.63140929896637,"x":5.57475572090073,"y":-1.63140929896637},{"cluster":"1","x1":3.97634427703612,"x2":-2.51328812003373,"x":3.97634427703612,"y":-2.51328812003373},{"cluster":"1","x1":4.98486169963582,"x2":-1.63609983108505,"x":4.98486169963582,"y":-1.63609983108505},{"cluster":"1","x1":4.06405139883161,"x2":-0.773698467502839,"x":4.06405139883161,"y":-0.773698467502839},{"cluster":"1","x1":6.10229754620026,"x2":0.0136903474657484,"x":6.10229754620026,"y":0.0136903474657484},{"cluster":"1","x1":4.52440692113094,"x2":-0.747249864933658,"x":4.52440692113094,"y":-0.747249864933658},{"cluster":"1","x1":4.29055996248749,"x2":-2.17194831284112,"x":4.29055996248749,"y":-2.17194831284112},{"cluster":"1","x1":4.49874193940524,"x2":-0.331285671474966,"x":4.49874193940524,"y":-0.331285671474966},{"cluster":"1","x1":3.3709065309213,"x2":-2.65010093484436,"x":3.3709065309213,"y":-2.65010093484436},{"cluster":"1","x1":3.83238073790581,"x2":-1.3658522481919,"x":3.83238073790581,"y":-1.3658522481919},{"cluster":"1","x1":2.81996035105133,"x2":-1.31611832883308,"x":2.81996035105133,"y":-1.31611832883308},{"cluster":"1","x1":3.65900680789997,"x2":-2.94824604732137,"x":3.65900680789997,"y":-2.94824604732137},{"cluster":"1","x1":4.70570614123629,"x2":-0.0799424776090948,"x":4.70570614123629,"y":-0.0799424776090948},{"cluster":"1","x1":4.53410245959389,"x2":-1.62287159487887,"x":4.53410245959389,"y":-1.62287159487887},{"cluster":"1","x1":6.44949626528713,"x2":-1.33403664999746,"x":6.44949626528713,"y":-1.33403664999746},{"cluster":"1","x1":3.93135727632542,"x2":0.395147892529623,"x":3.93135727632542,"y":0.395147892529623},{"cluster":"1","x1":4.14463536626249,"x2":-0.36332558896105,"x":4.14463536626249,"y":-0.36332558896105},{"cluster":"1","x1":4.71937699804255,"x2":-1.10843169699038,"x":4.71937699804255,"y":-1.10843169699038},{"cluster":"1","x1":4.00565992370433,"x2":-0.486237221595326,"x":4.00565992370433,"y":-0.486237221595326},{"cluster":"1","x1":4.03148568212795,"x2":-0.600728192726042,"x":4.03148568212795,"y":-0.600728192726042},{"cluster":"1","x1":3.89268180735823,"x2":0.662856447430405,"x":3.89268180735823,"y":0.662856447430405},{"cluster":"1","x1":3.74801411436106,"x2":-0.724106596414517,"x":3.74801411436106,"y":-0.724106596414517},{"cluster":"1","x1":4.47617188101264,"x2":-0.493727376792313,"x":4.47617188101264,"y":-0.493727376792313},{"cluster":"1","x1":4.5031500427333,"x2":-0.652448024976189,"x":4.5031500427333,"y":-0.652448024976189},{"cluster":"1","x1":3.19396874319805,"x2":-1.37723764749631,"x":3.19396874319805,"y":-1.37723764749631},{"cluster":"1","x1":4.41792407531067,"x2":-0.902380536890763,"x":4.41792407531067,"y":-0.902380536890763},{"cluster":"1","x1":3.89111037557322,"x2":0.638744645121728,"x":3.89111037557322,"y":0.638744645121728},{"cluster":"1","x1":3.98503799050799,"x2":-1.87559247418957,"x":3.98503799050799,"y":-1.87559247418957},{"cluster":"1","x1":4.83769047644318,"x2":-0.878240001358954,"x":4.83769047644318,"y":-0.878240001358954},{"cluster":"1","x1":5.56305581899452,"x2":0.362130660844982,"x":5.56305581899452,"y":0.362130660844982},{"cluster":"1","x1":6.64781747281506,"x2":-1.23462108692271,"x":6.64781747281506,"y":-1.23462108692271},{"cluster":"1","x1":4.2266465760563,"x2":-2.05338280794309,"x":4.2266465760563,"y":-2.05338280794309},{"cluster":"1","x1":6.6059096288573,"x2":-1.86978360563591,"x":6.6059096288573,"y":-1.86978360563591},{"cluster":"1","x1":3.84219145230559,"x2":-1.39012702964705,"x":3.84219145230559,"y":-1.39012702964705},{"cluster":"1","x1":5.65658846433281,"x2":-1.84735007312957,"x":5.65658846433281,"y":-1.84735007312957},{"cluster":"1","x1":7.54899107071786,"x2":-1.2606393920994,"x":7.54899107071786,"y":-1.2606393920994},{"cluster":"1","x1":4.96523961019616,"x2":-1.41441970634189,"x":4.96523961019616,"y":-1.41441970634189},{"cluster":"1","x1":4.33036642033804,"x2":-1.18305079771943,"x":4.33036642033804,"y":-1.18305079771943},{"cluster":"1","x1":4.99239524428903,"x2":-0.592943902119422,"x":4.99239524428903,"y":-0.592943902119422},{"cluster":"1","x1":6.77708444814343,"x2":-0.375366871797853,"x":6.77708444814343,"y":-0.375366871797853},{"cluster":"1","x1":3.86139226324909,"x2":0.678205743704712,"x":3.86139226324909,"y":0.678205743704712},{"cluster":"1","x1":6.36782717942326,"x2":-1.06869365356499,"x":6.36782717942326,"y":-1.06869365356499},{"cluster":"1","x1":6.32956479078236,"x2":-1.32083991265818,"x":6.32956479078236,"y":-1.32083991265818},{"cluster":"1","x1":5.33647279720382,"x2":0.471005717048905,"x":5.33647279720382,"y":0.471005717048905},{"cluster":"1","x1":5.00689283844196,"x2":0.704329397827098,"x":5.00689283844196,"y":0.704329397827098},{"cluster":"1","x1":4.54453126183857,"x2":-0.956755962442471,"x":4.54453126183857,"y":-0.956755962442471},{"cluster":"1","x1":4.63347606712607,"x2":-1.33265731913352,"x":4.63347606712607,"y":-1.33265731913352},{"cluster":"1","x1":5.64828656750315,"x2":-2.8222354175631,"x":5.64828656750315,"y":-2.8222354175631},{"cluster":"1","x1":7.07027086133094,"x2":0.41126239874678,"x":7.07027086133094,"y":0.41126239874678},{"cluster":"1","x1":4.84660158753303,"x2":-1.83758243407686,"x":4.84660158753303,"y":-1.83758243407686},{"cluster":"1","x1":3.60929905329851,"x2":-2.12376279439532,"x":3.60929905329851,"y":-2.12376279439532},{"cluster":"1","x1":4.27641822288985,"x2":2.04376588609529,"x":4.27641822288985,"y":2.04376588609529},{"cluster":"1","x1":5.25826176216785,"x2":-0.764978691749329,"x":5.25826176216785,"y":-0.764978691749329},{"cluster":"1","x1":4.6829408850388,"x2":-1.03325861011331,"x":4.6829408850388,"y":-1.03325861011331},{"cluster":"1","x1":4.82221004233571,"x2":-3.7322195229558,"x":4.82221004233571,"y":-3.7322195229558},{"cluster":"1","x1":4.83000592314546,"x2":-1.0997905884419,"x":4.83000592314546,"y":-1.0997905884419},{"cluster":"1","x1":3.62769811412331,"x2":-0.0239682650776036,"x":3.62769811412331,"y":-0.0239682650776036},{"cluster":"1","x1":4.82621282958597,"x2":-0.586131084548903,"x":4.82621282958597,"y":-0.586131084548903},{"cluster":"1","x1":5.85023225712188,"x2":-0.0876778383898865,"x":5.85023225712188,"y":-0.0876778383898865},{"cluster":"1","x1":5.69760871166825,"x2":0.983732200684385,"x":5.69760871166825,"y":0.983732200684385},{"cluster":"1","x1":5.5499973510911,"x2":0.169108514013626,"x":5.5499973510911,"y":0.169108514013626},{"cluster":"1","x1":4.59726802455238,"x2":-1.50873701541522,"x":4.59726802455238,"y":-1.50873701541522},{"cluster":"1","x1":4.80840622952152,"x2":-0.295819821534488,"x":4.80840622952152,"y":-0.295819821534488},{"cluster":"1","x1":3.80547212039749,"x2":-1.19841627382208,"x":3.80547212039749,"y":-1.19841627382208},{"cluster":"1","x1":4.94684118125668,"x2":-1.53807078888486,"x":4.94684118125668,"y":-1.53807078888486},{"cluster":"1","x1":5.25519600099583,"x2":-3.85575865501923,"x":5.25519600099583,"y":-3.85575865501923},{"cluster":"1","x1":6.70596400724008,"x2":-1.78964685226376,"x":6.70596400724008,"y":-1.78964685226376},{"cluster":"1","x1":6.00151325236345,"x2":-0.512185364836315,"x":6.00151325236345,"y":-0.512185364836315},{"cluster":"1","x1":4.50441655699854,"x2":1.16803253951933,"x":4.50441655699854,"y":1.16803253951933},{"cluster":"1","x1":5.35555029699975,"x2":-0.499305385719214,"x":5.35555029699975,"y":-0.499305385719214},{"cluster":"1","x1":3.86539195646615,"x2":-0.37978979633268,"x":3.86539195646615,"y":-0.37978979633268},{"cluster":"1","x1":5.87820362695229,"x2":-1.96590321013358,"x":5.87820362695229,"y":-1.96590321013358},{"cluster":"1","x1":5.97291675337612,"x2":-0.837345291881735,"x":5.97291675337612,"y":-0.837345291881735},{"cluster":"1","x1":7.12111710537568,"x2":-3.07823754188738,"x":7.12111710537568,"y":-3.07823754188738}]},{"name":"2","type":"scatter","data":[{"cluster":"2","x1":0.485226820569252,"x2":-1.31603615150256,"x":0.485226820569252,"y":-1.31603615150256},{"cluster":"2","x1":0.696768778564913,"x2":1.56247175696953,"x":0.696768778564913,"y":1.56247175696953},{"cluster":"2","x1":0.185513915583057,"x2":0.216224860577619,"x":0.185513915583057,"y":0.216224860577619},{"cluster":"2","x1":0.700733515544461,"x2":0.773946013771835,"x":0.700733515544461,"y":0.773946013771835},{"cluster":"2","x1":0.311681028661359,"x2":-0.587102987654042,"x":0.311681028661359,"y":-0.587102987654042},{"cluster":"2","x1":0.760462361967838,"x2":1.54752420186832,"x":0.760462361967838,"y":1.54752420186832},{"cluster":"2","x1":1.84246362620766,"x2":2.89122701735548,"x":1.84246362620766,"y":2.89122701735548},{"cluster":"2","x1":1.1123628412626,"x2":0.121922889775956,"x":1.1123628412626,"y":0.121922889775956},{"cluster":"2","x1":0.0326639575014441,"x2":0.887441088955213,"x":0.0326639575014441,"y":0.887441088955213},{"cluster":"2","x1":-1.11444896479736,"x2":2.94871306497599,"x":-1.11444896479736,"y":2.94871306497599},{"cluster":"2","x1":0.418057822385083,"x2":1.93381633220773,"x":0.418057822385083,"y":1.93381633220773},{"cluster":"2","x1":-0.400235237343163,"x2":2.91305942169705,"x":-0.400235237343163,"y":2.91305942169705},{"cluster":"2","x1":1.49349310261748,"x2":0.99476594206806,"x":1.49349310261748,"y":0.99476594206806},{"cluster":"2","x1":-1.60708093984972,"x2":0.847739951078365,"x":-1.60708093984972,"y":0.847739951078365},{"cluster":"2","x1":-0.415751788401515,"x2":0.490368342820882,"x":-0.415751788401515,"y":0.490368342820882},{"cluster":"2","x1":0.42200837321742,"x2":2.43457370342612,"x":0.42200837321742,"y":2.43457370342612},{"cluster":"2","x1":-0.151736536534977,"x2":-0.285838532332988,"x":-0.151736536534977,"y":-0.285838532332988},{"cluster":"2","x1":-0.60615111526422,"x2":1.30731421525502,"x":-0.60615111526422,"y":1.30731421525502},{"cluster":"2","x1":-0.304721068966714,"x2":0.953681466722617,"x":-0.304721068966714,"y":0.953681466722617},{"cluster":"2","x1":0.629536099884472,"x2":3.25184180012688,"x":0.629536099884472,"y":3.25184180012688},{"cluster":"2","x1":0.895171980275539,"x2":0.391966271390292,"x":0.895171980275539,"y":0.391966271390292},{"cluster":"2","x1":0.660212631820405,"x2":-0.509288169851036,"x":0.660212631820405,"y":-0.509288169851036},{"cluster":"2","x1":2.27348352044748,"x2":1.23263176950858,"x":2.27348352044748,"y":1.23263176950858},{"cluster":"2","x1":1.17349757263239,"x2":0.960351303948907,"x":1.17349757263239,"y":0.960351303948907},{"cluster":"2","x1":0.287709728313787,"x2":0.160874932494655,"x":0.287709728313787,"y":0.160874932494655},{"cluster":"2","x1":-0.659770093821306,"x2":1.13229108824416,"x":-0.659770093821306,"y":1.13229108824416},{"cluster":"2","x1":2.91914013071762,"x2":0.724475253294061,"x":2.91914013071762,"y":0.724475253294061},{"cluster":"2","x1":0.677415500438328,"x2":0.321241358731968,"x":0.677415500438328,"y":0.321241358731968},{"cluster":"2","x1":-0.684320344136007,"x2":1.50083593177583,"x":-0.684320344136007,"y":1.50083593177583},{"cluster":"2","x1":0.186492083080971,"x2":0.668337687993211,"x":0.186492083080971,"y":0.668337687993211},{"cluster":"2","x1":-0.324393300483657,"x2":-0.834980250772526,"x":-0.324393300483657,"y":-0.834980250772526},{"cluster":"2","x1":-0.274704218225806,"x2":-1.65174124837268,"x":-0.274704218225806,"y":-1.65174124837268},{"cluster":"2","x1":-0.933503340589868,"x2":0.419417827915585,"x":-0.933503340589868,"y":0.419417827915585},{"cluster":"2","x1":0.116845344986082,"x2":2.45418687087119,"x":0.116845344986082,"y":2.45418687087119},{"cluster":"2","x1":0.319160238648117,"x2":1.83812937996469,"x":0.319160238648117,"y":1.83812937996469},{"cluster":"2","x1":-1.07754212275943,"x2":2.21505358044614,"x":-1.07754212275943,"y":2.21505358044614},{"cluster":"2","x1":-3.23315213292314,"x2":1.98250544273279,"x":-3.23315213292314,"y":1.98250544273279},{"cluster":"2","x1":-0.254874652654534,"x2":1.31576402401843,"x":-0.254874652654534,"y":1.31576402401843},{"cluster":"2","x1":0.0295178303214797,"x2":-0.507062627716321,"x":0.0295178303214797,"y":-0.507062627716321},{"cluster":"2","x1":0.594273774110513,"x2":1.20556978716628,"x":0.594273774110513,"y":1.20556978716628},{"cluster":"2","x1":0.0591351681787969,"x2":2.59722809034381,"x":0.0591351681787969,"y":2.59722809034381},{"cluster":"2","x1":0.413398894737046,"x2":-2.39606353457436,"x":0.413398894737046,"y":-2.39606353457436},{"cluster":"2","x1":-1.09777217457042,"x2":0.218647715697918,"x":-1.09777217457042,"y":0.218647715697918},{"cluster":"2","x1":0.711175257270441,"x2":2.10246464075191,"x":0.711175257270441,"y":2.10246464075191},{"cluster":"2","x1":0.718888729854143,"x2":1.52874501944529,"x":0.718888729854143,"y":1.52874501944529},{"cluster":"2","x1":0.251651069028968,"x2":1.78939440351485,"x":0.251651069028968,"y":1.78939440351485},{"cluster":"2","x1":1.35727443615177,"x2":1.45709950585608,"x":1.35727443615177,"y":1.45709950585608},{"cluster":"2","x1":0.404468471278607,"x2":1.53883311565812,"x":0.404468471278607,"y":1.53883311565812},{"cluster":"2","x1":0.264364269837939,"x2":1.0146431224111,"x":0.264364269837939,"y":1.0146431224111},{"cluster":"2","x1":0.268043904143697,"x2":0.0835108642969066,"x":0.268043904143697,"y":0.0835108642969066},{"cluster":"2","x1":0.436930577039483,"x2":-0.226815090767655,"x":0.436930577039483,"y":-0.226815090767655},{"cluster":"2","x1":1.06012390548736,"x2":1.03615286813022,"x":1.06012390548736,"y":1.03615286813022},{"cluster":"2","x1":0.452190396528715,"x2":0.57860688642861,"x":0.452190396528715,"y":0.57860688642861},{"cluster":"2","x1":0.663198615687065,"x2":0.100635591537095,"x":0.663198615687065,"y":0.100635591537095},{"cluster":"2","x1":-1.13637355399084,"x2":1.41744131748656,"x":-1.13637355399084,"y":1.41744131748656},{"cluster":"2","x1":-0.370497517092117,"x2":1.15344473686401,"x":-0.370497517092117,"y":1.15344473686401},{"cluster":"2","x1":1.47696958979247,"x2":2.46328304519325,"x":1.47696958979247,"y":2.46328304519325},{"cluster":"2","x1":-1.22390375051376,"x2":-0.121502497325542,"x":-1.22390375051376,"y":-0.121502497325542},{"cluster":"2","x1":0.258068387396106,"x2":0.482211916944976,"x":0.258068387396106,"y":0.482211916944976},{"cluster":"2","x1":0.405002805433516,"x2":0.925052911661477,"x":0.405002805433516,"y":0.925052911661477},{"cluster":"2","x1":0.97580332180945,"x2":-0.407790081439081,"x":0.97580332180945,"y":-0.407790081439081},{"cluster":"2","x1":-0.348876736539909,"x2":0.715294131889523,"x":-0.348876736539909,"y":0.715294131889523},{"cluster":"2","x1":0.158625439491262,"x2":0.291828821786624,"x":0.158625439491262,"y":0.291828821786624},{"cluster":"2","x1":-1.76325506654115,"x2":-1.14763900113752,"x":-1.76325506654115,"y":-1.14763900113752},{"cluster":"2","x1":0.338596047099905,"x2":0.716162839388642,"x":0.338596047099905,"y":0.716162839388642},{"cluster":"2","x1":-0.666565029559273,"x2":0.465927836023913,"x":-0.666565029559273,"y":0.465927836023913},{"cluster":"2","x1":-0.238646624327644,"x2":2.1330101941542,"x":-0.238646624327644,"y":2.1330101941542},{"cluster":"2","x1":-1.18776528245719,"x2":0.395931077152344,"x":-1.18776528245719,"y":0.395931077152344},{"cluster":"2","x1":0.384935321768578,"x2":1.55751159559247,"x":0.384935321768578,"y":1.55751159559247},{"cluster":"2","x1":0.66657951565448,"x2":1.14262929325509,"x":0.66657951565448,"y":1.14262929325509},{"cluster":"2","x1":-0.304613889457735,"x2":-0.236860214845324,"x":-0.304613889457735,"y":-0.236860214845324},{"cluster":"2","x1":1.8250110640863,"x2":1.37414397250319,"x":1.8250110640863,"y":1.37414397250319},{"cluster":"2","x1":0.670559370567588,"x2":0.893913876533546,"x":0.670559370567588,"y":0.893913876533546},{"cluster":"2","x1":0.948632573255153,"x2":1.16606198650905,"x":0.948632573255153,"y":1.16606198650905},{"cluster":"2","x1":2.04940300167091,"x2":1.65803484834241,"x":2.04940300167091,"y":1.65803484834241},{"cluster":"2","x1":-0.651113609237535,"x2":1.11396291997139,"x":-0.651113609237535,"y":1.11396291997139},{"cluster":"2","x1":0.808619272846293,"x2":2.58515916403119,"x":0.808619272846293,"y":2.58515916403119},{"cluster":"2","x1":0.986580613954563,"x2":1.11555344044332,"x":0.986580613954563,"y":1.11555344044332},{"cluster":"2","x1":-0.00617079609070003,"x2":-0.253999039283515,"x":-0.00617079609070003,"y":-0.253999039283515},{"cluster":"2","x1":0.319052357931912,"x2":1.74186477930074,"x":0.319052357931912,"y":1.74186477930074},{"cluster":"2","x1":-1.01182190274184,"x2":-0.222901614999849,"x":-1.01182190274184,"y":-0.222901614999849},{"cluster":"2","x1":0.470167547726389,"x2":-0.918894131762114,"x":0.470167547726389,"y":-0.918894131762114},{"cluster":"2","x1":-0.700970331629097,"x2":0.190063610079206,"x":-0.700970331629097,"y":0.190063610079206},{"cluster":"2","x1":0.813682862526491,"x2":0.255322771214722,"x":0.813682862526491,"y":0.255322771214722},{"cluster":"2","x1":-0.811430783992772,"x2":0.392494077306801,"x":-0.811430783992772,"y":0.392494077306801},{"cluster":"2","x1":0.31939748709946,"x2":2.60675956606494,"x":0.31939748709946,"y":2.60675956606494},{"cluster":"2","x1":-0.846522653163624,"x2":2.63559944628363,"x":-0.846522653163624,"y":2.63559944628363},{"cluster":"2","x1":-0.245763179128733,"x2":1.72609109669849,"x":-0.245763179128733,"y":1.72609109669849},{"cluster":"2","x1":-1.55285901110546,"x2":-0.273834925043458,"x":-1.55285901110546,"y":-0.273834925043458},{"cluster":"2","x1":0.128434032925753,"x2":1.02314655543334,"x":0.128434032925753,"y":1.02314655543334},{"cluster":"2","x1":0.985443389404868,"x2":1.48712123382648,"x":0.985443389404868,"y":1.48712123382648},{"cluster":"2","x1":0.183247523067191,"x2":0.862972496730269,"x":0.183247523067191,"y":0.862972496730269},{"cluster":"2","x1":-1.76622921343046,"x2":1.17174548245601,"x":-1.76622921343046,"y":1.17174548245601},{"cluster":"2","x1":-0.620533696615944,"x2":0.0552060851000133,"x":-0.620533696615944,"y":0.0552060851000133},{"cluster":"2","x1":1.65604303699874,"x2":-0.287620306006212,"x":1.65604303699874,"y":-0.287620306006212},{"cluster":"2","x1":1.80980538558388,"x2":2.40776573875103,"x":1.80980538558388,"y":2.40776573875103},{"cluster":"2","x1":-1.17503676801214,"x2":1.26737268905316,"x":-1.17503676801214,"y":1.26737268905316},{"cluster":"2","x1":-0.366703258827641,"x2":0.591602357853988,"x":-0.366703258827641,"y":0.591602357853988},{"cluster":"2","x1":0.353625448927287,"x2":1.32527121991694,"x":0.353625448927287,"y":1.32527121991694},{"cluster":"2","x1":0.319156220867898,"x2":3.06248097311935,"x":0.319156220867898,"y":3.06248097311935},{"cluster":"2","x1":-0.579956989019402,"x2":1.36266695566395,"x":-0.579956989019402,"y":1.36266695566395},{"cluster":"2","x1":-0.953278701946907,"x2":2.4114046447039,"x":-0.953278701946907,"y":2.4114046447039},{"cluster":"2","x1":-0.179428586945621,"x2":2.36754431457543,"x":-0.179428586945621,"y":2.36754431457543},{"cluster":"2","x1":1.0098082149443,"x2":0.592823852878461,"x":1.0098082149443,"y":0.592823852878461},{"cluster":"2","x1":0.0236266149214088,"x2":1.76254173088585,"x":0.0236266149214088,"y":1.76254173088585},{"cluster":"2","x1":-0.649028219583901,"x2":0.348799176968277,"x":-0.649028219583901,"y":0.348799176968277},{"cluster":"2","x1":-0.504374222048191,"x2":-0.473655779468318,"x":-0.504374222048191,"y":-0.473655779468318},{"cluster":"2","x1":1.61439149545836,"x2":-0.20166579640511,"x":1.61439149545836,"y":-0.20166579640511},{"cluster":"2","x1":-0.446959811255663,"x2":0.851279521869908,"x":-0.446959811255663,"y":0.851279521869908},{"cluster":"2","x1":0.763176761113315,"x2":2.79706242855231,"x":0.763176761113315,"y":2.79706242855231},{"cluster":"2","x1":1.4717186861858,"x2":1.10480871785557,"x":1.4717186861858,"y":1.10480871785557},{"cluster":"2","x1":0.443664903687416,"x2":0.197162026648524,"x":0.443664903687416,"y":0.197162026648524},{"cluster":"2","x1":-0.421721870070189,"x2":1.23037496416367,"x":-0.421721870070189,"y":1.23037496416367},{"cluster":"2","x1":-0.0400016262060736,"x2":1.69797519321809,"x":-0.0400016262060736,"y":1.69797519321809},{"cluster":"2","x1":-0.492279968227887,"x2":-0.295201731945881,"x":-0.492279968227887,"y":-0.295201731945881},{"cluster":"2","x1":1.22771711731275,"x2":-0.0546802179776649,"x":1.22771711731275,"y":-0.0546802179776649},{"cluster":"2","x1":-0.149553565244392,"x2":-0.941607489675071,"x":-0.149553565244392,"y":-0.941607489675071},{"cluster":"2","x1":1.54998338398246,"x2":-0.269560593003722,"x":1.54998338398246,"y":-0.269560593003722},{"cluster":"2","x1":-0.561612535381314,"x2":0.112561189183892,"x":-0.561612535381314,"y":0.112561189183892},{"cluster":"2","x1":-0.647117250632361,"x2":0.708084237296806,"x":-0.647117250632361,"y":0.708084237296806},{"cluster":"2","x1":0.143132159050427,"x2":2.41009405297303,"x":0.143132159050427,"y":2.41009405297303},{"cluster":"2","x1":0.0241886479910512,"x2":1.88864143026394,"x":0.0241886479910512,"y":1.88864143026394},{"cluster":"2","x1":-0.504451524580869,"x2":1.27297431969026,"x":-0.504451524580869,"y":1.27297431969026},{"cluster":"2","x1":-1.58139680993034,"x2":0.433358533973811,"x":-1.58139680993034,"y":0.433358533973811},{"cluster":"2","x1":0.030066421255418,"x2":0.959793062563426,"x":0.030066421255418,"y":0.959793062563426},{"cluster":"2","x1":-0.716576699070701,"x2":1.54761224530106,"x":-0.716576699070701,"y":1.54761224530106},{"cluster":"2","x1":1.08261095547612,"x2":0.495966678394464,"x":1.08261095547612,"y":0.495966678394464},{"cluster":"2","x1":-0.952685454939293,"x2":2.0590701295588,"x":-0.952685454939293,"y":2.0590701295588},{"cluster":"2","x1":1.12648272900916,"x2":2.09745356643579,"x":1.12648272900916,"y":2.09745356643579},{"cluster":"2","x1":-0.649043017379116,"x2":-0.166504629625586,"x":-0.649043017379116,"y":-0.166504629625586},{"cluster":"2","x1":0.292470078406726,"x2":0.25308868991394,"x":0.292470078406726,"y":0.25308868991394},{"cluster":"2","x1":0.898702724402737,"x2":2.20673873333927,"x":0.898702724402737,"y":2.20673873333927},{"cluster":"2","x1":-0.518742356791874,"x2":-0.68721988054335,"x":-0.518742356791874,"y":-0.68721988054335},{"cluster":"2","x1":0.554438552345125,"x2":1.41970989490633,"x":0.554438552345125,"y":1.41970989490633},{"cluster":"2","x1":-0.0879736711840128,"x2":1.2334987616388,"x":-0.0879736711840128,"y":1.2334987616388},{"cluster":"2","x1":-1.13521292940752,"x2":4.19590119785739,"x":-1.13521292940752,"y":4.19590119785739},{"cluster":"2","x1":-0.270079610999902,"x2":-1.72968034122695,"x":-0.270079610999902,"y":-1.72968034122695},{"cluster":"2","x1":1.61978987753494,"x2":0.159204198575953,"x":1.61978987753494,"y":0.159204198575953},{"cluster":"2","x1":-0.21413117369664,"x2":1.67402866865046,"x":-0.21413117369664,"y":1.67402866865046},{"cluster":"2","x1":-0.817782462924957,"x2":2.67432650967139,"x":-0.817782462924957,"y":2.67432650967139},{"cluster":"2","x1":-0.0540229240816071,"x2":1.83968708384049,"x":-0.0540229240816071,"y":1.83968708384049},{"cluster":"2","x1":0.330141609857869,"x2":-0.428368435555191,"x":0.330141609857869,"y":-0.428368435555191},{"cluster":"2","x1":0.955324614657399,"x2":3.23938816916782,"x":0.955324614657399,"y":3.23938816916782},{"cluster":"2","x1":1.14395987779244,"x2":-0.757266224101755,"x":1.14395987779244,"y":-0.757266224101755},{"cluster":"2","x1":0.100522398375063,"x2":-0.113016087904658,"x":0.100522398375063,"y":-0.113016087904658},{"cluster":"2","x1":1.16457524565738,"x2":0.956859609386666,"x":1.16457524565738,"y":0.956859609386666},{"cluster":"2","x1":-0.764259947799148,"x2":3.2255869089066,"x":-0.764259947799148,"y":3.2255869089066},{"cluster":"2","x1":-2.3445134046903,"x2":1.50631658733822,"x":-2.3445134046903,"y":1.50631658733822},{"cluster":"2","x1":-0.471683425529536,"x2":1.73039605143577,"x":-0.471683425529536,"y":1.73039605143577},{"cluster":"2","x1":-0.51585548950739,"x2":2.72807759473682,"x":-0.51585548950739,"y":2.72807759473682}]},{"name":"3","type":"scatter","data":[{"cluster":"3","x1":-2.01522003168544,"x2":-3.38999281746208,"x":-2.01522003168544,"y":-3.38999281746208},{"cluster":"3","x1":-4.22473787596427,"x2":-3.12967785339758,"x":-4.22473787596427,"y":-3.12967785339758},{"cluster":"3","x1":-2.29027378193417,"x2":-3.14115419483757,"x":-2.29027378193417,"y":-3.14115419483757},{"cluster":"3","x1":-3.10921999257806,"x2":-2.68867149960089,"x":-3.10921999257806,"y":-2.68867149960089},{"cluster":"3","x1":-1.21739210461167,"x2":-1.82980218184787,"x":-1.21739210461167,"y":-1.82980218184787},{"cluster":"3","x1":-3.24344467960298,"x2":-1.40551657274259,"x":-3.24344467960298,"y":-1.40551657274259},{"cluster":"3","x1":-4.52710702225461,"x2":-2.81503265072496,"x":-4.52710702225461,"y":-2.81503265072496},{"cluster":"3","x1":-2.50816562853338,"x2":-4.86434683706673,"x":-2.50816562853338,"y":-4.86434683706673},{"cluster":"3","x1":-2.64549633907301,"x2":-1.04617651829174,"x":-2.64549633907301,"y":-1.04617651829174},{"cluster":"3","x1":-3.01762634763038,"x2":-1.38471522938656,"x":-3.01762634763038,"y":-1.38471522938656},{"cluster":"3","x1":-4.05655032211722,"x2":-2.70087070055026,"x":-4.05655032211722,"y":-2.70087070055026},{"cluster":"3","x1":-3.83891466607827,"x2":-3.07366134146979,"x":-3.83891466607827,"y":-3.07366134146979},{"cluster":"3","x1":-3.01262571649043,"x2":-2.29999119679974,"x":-3.01262571649043,"y":-2.29999119679974},{"cluster":"3","x1":-1.96188985399567,"x2":-1.89189343719743,"x":-1.96188985399567,"y":-1.89189343719743},{"cluster":"3","x1":-3.36445771390506,"x2":-1.27679923641233,"x":-3.36445771390506,"y":-1.27679923641233},{"cluster":"3","x1":-3.87144947218539,"x2":-0.609904903925734,"x":-3.87144947218539,"y":-0.609904903925734},{"cluster":"3","x1":-5.7042030254467,"x2":-2.8488833983784,"x":-5.7042030254467,"y":-2.8488833983784},{"cluster":"3","x1":-2.50575016345935,"x2":-1.7092771553565,"x":-2.50575016345935,"y":-1.7092771553565},{"cluster":"3","x1":-2.57265967500089,"x2":-0.665823966297578,"x":-2.57265967500089,"y":-0.665823966297578},{"cluster":"3","x1":-1.69080913989032,"x2":-2.90134215525908,"x":-1.69080913989032,"y":-2.90134215525908},{"cluster":"3","x1":-1.5332773576893,"x2":-2.22276341293285,"x":-1.5332773576893,"y":-2.22276341293285},{"cluster":"3","x1":-3.14305606629462,"x2":-3.7714680282034,"x":-3.14305606629462,"y":-3.7714680282034},{"cluster":"3","x1":-1.70148627378926,"x2":-1.71257774988555,"x":-1.70148627378926,"y":-1.71257774988555},{"cluster":"3","x1":-2.99868645244408,"x2":-2.641191762324,"x":-2.99868645244408,"y":-2.641191762324},{"cluster":"3","x1":-3.67641007568558,"x2":-2.92493764223895,"x":-3.67641007568558,"y":-2.92493764223895},{"cluster":"3","x1":-3.84819659688547,"x2":-2.77997746918532,"x":-3.84819659688547,"y":-2.77997746918532},{"cluster":"3","x1":-3.34694110040744,"x2":-1.55549662640563,"x":-3.34694110040744,"y":-1.55549662640563},{"cluster":"3","x1":-2.77252055697293,"x2":-4.16246900261166,"x":-2.77252055697293,"y":-4.16246900261166},{"cluster":"3","x1":-3.02740140361111,"x2":-2.42551089992095,"x":-3.02740140361111,"y":-2.42551089992095},{"cluster":"3","x1":-2.79912220941497,"x2":-3.01371765920455,"x":-2.79912220941497,"y":-3.01371765920455},{"cluster":"3","x1":-2.8010573281772,"x2":-2.96211902830375,"x":-2.8010573281772,"y":-2.96211902830375},{"cluster":"3","x1":-2.28540064391631,"x2":-1.52536537272264,"x":-2.28540064391631,"y":-1.52536537272264},{"cluster":"3","x1":-3.27318177488985,"x2":-1.64824573039546,"x":-3.27318177488985,"y":-1.64824573039546},{"cluster":"3","x1":-1.36465254206827,"x2":-2.10702035624698,"x":-1.36465254206827,"y":-2.10702035624698},{"cluster":"3","x1":-2.56230611352036,"x2":-1.46248274339965,"x":-2.56230611352036,"y":-1.46248274339965},{"cluster":"3","x1":-4.19353585074908,"x2":-2.60210489844813,"x":-4.19353585074908,"y":-2.60210489844813},{"cluster":"3","x1":-3.27664980419918,"x2":-4.02329764533368,"x":-3.27664980419918,"y":-4.02329764533368},{"cluster":"3","x1":-2.48411694946488,"x2":-0.845578719401861,"x":-2.48411694946488,"y":-0.845578719401861},{"cluster":"3","x1":-3.41105533208634,"x2":-2.23069299769411,"x":-3.41105533208634,"y":-2.23069299769411},{"cluster":"3","x1":-2.65500495052743,"x2":-2.36508876821491,"x":-2.65500495052743,"y":-2.36508876821491},{"cluster":"3","x1":-2.56560413916886,"x2":-1.84248207062428,"x":-2.56560413916886,"y":-1.84248207062428},{"cluster":"3","x1":-1.69652231699497,"x2":-1.2340677770156,"x":-1.69652231699497,"y":-1.2340677770156},{"cluster":"3","x1":-3.65169591073308,"x2":-1.57391303379769,"x":-3.65169591073308,"y":-1.57391303379769},{"cluster":"3","x1":-3.01688086232799,"x2":-1.07273460003469,"x":-3.01688086232799,"y":-1.07273460003469},{"cluster":"3","x1":-3.56769245529359,"x2":-1.95386540715951,"x":-3.56769245529359,"y":-1.95386540715951},{"cluster":"3","x1":-4.12713286976328,"x2":-2.50428564309111,"x":-4.12713286976328,"y":-2.50428564309111},{"cluster":"3","x1":-4.84897031117903,"x2":-2.30044940835556,"x":-4.84897031117903,"y":-2.30044940835556},{"cluster":"3","x1":-2.80447094481811,"x2":-1.17708402135413,"x":-2.80447094481811,"y":-1.17708402135413},{"cluster":"3","x1":-2.39843477480441,"x2":-2.84926879612904,"x":-2.39843477480441,"y":-2.84926879612904},{"cluster":"3","x1":-2.36084184021007,"x2":-2.9536100956812,"x":-2.36084184021007,"y":-2.9536100956812}]}]},"theme":{"chart":{"backgroundColor":"transparent"}},"conf_opts":{"global":{"Date":null,"VMLRadialGradientURL":"http =//code.highcharts.com/list(version)/gfx/vml-radial-gradient.png","canvasToolsURL":"http =//code.highcharts.com/list(version)/modules/canvas-tools.js","getTimezoneOffset":null,"timezoneOffset":0,"useUTC":true},"lang":{"contextButtonTitle":"Chart context menu","decimalPoint":".","downloadJPEG":"Download JPEG image","downloadPDF":"Download PDF document","downloadPNG":"Download PNG image","downloadSVG":"Download SVG vector image","drillUpText":"Back to {series.name}","invalidDate":null,"loading":"Loading...","months":["January","February","March","April","May","June","July","August","September","October","November","December"],"noData":"No data to display","numericSymbols":["k","M","G","T","P","E"],"printChart":"Print chart","resetZoom":"Reset zoom","resetZoomTitle":"Reset zoom level 1:1","shortMonths":["Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"],"thousandsSep":" ","weekdays":["Sunday","Monday","Tuesday","Wednesday","Thursday","Friday","Saturday"]}},"type":"chart","fonts":[],"debug":false},"evals":[],"jsHooks":[]}</script>
---
Therefore, we note that the two packages are good each with its benefits and negatives points. It concludes that the use of each of them depends on the type of analysis that is done and what you want to demonstrate in your chart. Highcharter has many interesting themes that act on the beauty of the chart, its graphics are geared more to the final graph and not to analysis. Thus it is recommended to analyze your data first with the ggplot2 package, and then transform into interactive graph. In this matter plotly wins because it is easier to transform the graph of ggplot2 to ploty. The problem of plotly is that sometimes with the amount of graph data volume it does not support interactivity. However, plotly has more graphics focused on statistics than highcharter. The other packages presented are ways to improve your data and arrange them to take less work when plotting the graph. Especially when use highcharter to make statistical charts.
</textarea>
<script src="https://remarkjs.com/downloads/remark-latest.min.js"></script>
<script>var slideshow = remark.create({
"highlightStyle": "github",
"highlightLines": true
});
if (window.HTMLWidgets) slideshow.on('showSlide', function (slide) {setTimeout(function() {window.dispatchEvent(new Event('resize'));}, 100)});</script>
<script type="text/x-mathjax-config">
MathJax.Hub.Config({
tex2jax: {
skipTags: ['script', 'noscript', 'style', 'textarea', 'pre']
}
});
</script>
<!-- dynamically load mathjax for compatibility with self-contained -->
<script>
(function () {
var script = document.createElement('script');
script.type = 'text/javascript';
script.src = 'https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML';
if (location.protocol !== 'file:' && /^https?:/.test(script.src))
script.src = script.src.replace(/^https?:/, '');
document.getElementsByTagName('head')[0].appendChild(script);
})();
</script>
</body>
</html>