Plotly Party

class: center, middle, inverse, title-slide

.title[
# Plotly Party
]
.author[
### MACS 40700 University of Chicago
]

---

class: inverse

# Data visualization: Agenda for today

* Basics of plotly
* Graphic applications
* Converting a ggplot graphic
* Shiny integration

---

# Plotly

plotly is an R package for creating interactive web-based graphs via the open source JavaScript graphing library plotly.js.

Graphs created with the plotly R package are rendered locally through the htmlwidgets framework.

Plotly graphs are great as they have a nice interactive/mouseover component (aka tooltips).

---

# Plotly: getting started

``` r
install.packages("plotly")
```

``` r
library(plotly)

fig <- plot_ly(midwest, x = ~percollege, color = ~state, type = "box", height = 250) 
fig
```

<div id="htmlwidget-06ffa6aae88b40495390" style="width:80%;height:250px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-06ffa6aae88b40495390">{"x":{"visdat":{"27407696c171":["function () ","plotlyVisDat"]},"cur_data":"27407696c171","attrs":{"27407696c171":{"x":{},"color":{},"alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"type":"box"}},"layout":{"height":250,"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"percollege"},"yaxis":{"domain":[0,1],"automargin":true},"hovermode":"closest","showlegend":true},"source":"A","config":{"modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"data":[{"fillcolor":"rgba(102,194,165,0.5)","x":[19.631391799999999,11.2433076,17.033819399999999,17.278953900000001,14.475999,18.9046238,11.917387700000001,16.197120900000002,14.1076487,41.295808100000002,13.567226,15.1108627,13.683010299999999,15.387469299999999,25.175041199999999,28.0181167,16.985807600000001,14.5978891,32.835928000000003,16.195960100000001,16.868525900000002,42.768866899999999,16.839932699999999,16.9356446,20.275196399999999,13.6029941,17.827356099999999,14.7056662,15.5321976,11.367521399999999,13.049546400000001,18.3778784,14.0467657,20.6605223,14.3184422,13.7735504,18.723633400000001,15.1666829,36.643665300000002,15.025603500000001,18.369895499999998,14.758309300000001,16.413352799999998,14.352436300000001,27.593883399999999,17.640962200000001,24.889348500000001,19.343636499999999,37.834052900000003,16.899526699999999,14.538812800000001,18.476678,14.503143700000001,17.949222599999999,27.928023899999999,28.0541488,33.818550700000003,19.861855599999998,14.0083929,19.6994744,16.449385100000001,17.534883700000002,13.505452500000001,14.034565000000001,18.511502,16.474421100000001,19.920618600000001,11.723732,20.724422799999999,15.7185951,18.779374499999999,25.838414,13.562244099999999,22.011856999999999,12.174280899999999,14.2502659,14.3687708,16.521279400000001,12.741278899999999,21.507740200000001,21.300728899999999,21.184251,15.4883463,28.988154900000001,14.636542199999999,13.0760986,15.9511699,16.878980899999998,19.879575299999999,20.0448263,17.879589800000002,17.057172900000001,24.730046900000001,20.458265099999998,15.960024199999999,15.680702699999999,15.928739800000001,16.553049699999999,24.7568609,21.059561599999999,22.652363999999999,22.805217599999999],"type":"box","orientation":"h","name":"IL","marker":{"color":"rgba(102,194,165,1)","line":{"color":"rgba(102,194,165,1)"}},"line":{"color":"rgba(102,194,165,1)"},"xaxis":"x","yaxis":"y","frame":null},{"fillcolor":"rgba(252,141,98,0.5)","x":[16.115679700000001,27.359786199999999,22.846814500000001,13.4643978,12.981963500000001,27.830624100000001,19.8002103,15.4562536,13.214982300000001,16.8123574,14.1137248,16.045283000000001,8.5437509899999995,13.2391267,15.574275699999999,13.921367500000001,15.581854,21.197014500000002,17.167662799999999,18.372342499999998,11.4249881,20.549892799999999,11.145299100000001,12.993598799999999,13.929867,15.50432,15.538167100000001,14.9522958,42.131149899999997,20.489939400000001,13.1074407,24.220034500000001,13.257682300000001,20.229814399999999,16.973138599999999,13.1423129,14.8558462,12.771798,17.546090299999999,10.1458975,22.308069,19.975747800000001,19.262915100000001,11.1118012,17.668613799999999,17.1792531,13.1476522,16.401997999999999,26.7446886,17.777526300000002,13.5396226,14.4075703,37.742295400000003,16.925227700000001,14.679814199999999,12.1746236,12.6387629,10.7029216,9.7882708800000007,11.164917900000001,14.612900099999999,11.042294800000001,13.842852000000001,24.455887000000001,17.210682500000001,14.171055900000001,15.734664,12.6200972,13.5281456,12.8463697,24.611668999999999,10.589586499999999,14.7000195,14.133823599999999,10.014025200000001,18.608020400000001,15.4816696,9.4715852399999996,36.245444599999999,15.421938900000001,12.644985200000001,21.758517399999999,12.2726866,22.723011799999998,16.080516200000002,13.399963,23.815566799999999,10.8145974,15.5891252,18.565503799999998,16.583834700000001,15.809775999999999],"type":"box","orientation":"h","name":"IN","marker":{"color":"rgba(252,141,98,1)","line":{"color":"rgba(252,141,98,1)"}},"line":{"color":"rgba(252,141,98,1)"},"xaxis":"x","yaxis":"y","frame":null},{"fillcolor":"rgba(141,160,203,0.5)","x":[14.115092300000001,16.2755866,18.0660208,18.9337962,19.039802999999999,11.8278471,14.5760743,17.251975399999999,18.225824500000002,21.420856799999999,23.742011000000002,16.066701999999999,21.488519199999999,15.8443516,22.652725100000001,14.6477089,16.939765699999999,12.041948700000001,22.864736300000001,18.7787018,18.912403999999999,20.4206544,26.978781900000001,26.872568099999999,20.1454244,11.433138700000001,21.173081499999999,30.9753249,16.444129199999999,16.468469800000001,24.765087699999999,14.3082727,36.760061899999997,15.116835,16.234239899999999,15.4575777,27.2497358,21.205782599999999,34.557185699999998,11.4555097,28.6383762,14.4522145,11.3134379,16.154235499999999,32.596387200000002,18.7880617,27.586635900000001,14.4056678,15.2878703,20.686691100000001,16.252821699999998,26.763553999999999,18.540128599999999,25.0460405,15.084171,35.608836500000002,13.280021,17.429609599999999,14.160017,13.4575569,19.043321299999999,15.6946934,36.963511400000002,16.902409599999999,11.656838199999999,15.9567602,13.665839399999999,12.921038100000001,20.021130500000002,26.9656935,13.893376399999999,13.363353,19.708129400000001,17.641192,17.0117257,13.7970398,14.5667198,17.2912268,14.124310100000001,17.804744299999999,48.078510199999997,19.410403599999999,18.232210599999998],"type":"box","orientation":"h","name":"MI","marker":{"color":"rgba(141,160,203,1)","line":{"color":"rgba(141,160,203,1)"}},"line":{"color":"rgba(141,160,203,1)"},"xaxis":"x","yaxis":"y","frame":null},{"fillcolor":"rgba(231,138,195,0.5)","x":[8.74173036,17.366060399999999,17.266945499999999,13.243539500000001,29.1494085,16.176470599999998,14.1576729,11.4336901,24.2252343,11.323289000000001,13.912174800000001,17.784991999999999,19.689345400000001,15.763120799999999,13.0905778,11.6793426,14.258027,25.085388200000001,13.475094,18.188161900000001,31.594057299999999,18.7380268,21.077387399999999,11.8740898,32.204593000000003,16.4765579,14.9341366,31.627997700000002,31.956731999999999,13.5143719,29.788310899999999,24.4504965,16.0309861,10.5537945,15.258975100000001,12.311271100000001,12.85435,9.3307086600000009,13.4497842,10.984531799999999,13.8431503,16.771139000000002,23.682805500000001,12.208368399999999,18.179368499999999,13.3233757,18.8616572,23.550428499999999,13.3788082,18.175797299999999,15.0270375,23.702606500000002,11.677498,14.1000841,19.2777119,10.513927000000001,26.550480400000001,11.3808463,12.105140499999999,15.3234543,8.8458880400000002,19.338308999999999,11.4884393,10.1076709,13.0943276,12.444532799999999,21.881875099999998,11.233264,15.7080088,16.7975615,14.115657499999999,16.282409699999999,13.777260800000001,15.6221022,17.376210499999999,18.989604100000001,24.733139300000001,15.5998451,13.083417900000001,16.9825108,15.1100169,7.9132557800000001,24.419351800000001,19.009675600000001,18.445430900000002,14.498714700000001,29.095110200000001,13.710744399999999],"type":"box","orientation":"h","name":"OH","marker":{"color":"rgba(231,138,195,1)","line":{"color":"rgba(231,138,195,1)"}},"line":{"color":"rgba(231,138,195,1)"},"xaxis":"x","yaxis":"y","frame":null},{"fillcolor":"rgba(166,216,84,0.5)","x":[12.427491699999999,18.320015600000001,19.425146999999999,25.822892299999999,26.2931785,17.9412424,13.6760641,19.780324700000001,18.153336299999999,13.846310000000001,20.852312999999999,16.599468999999999,43.626450900000002,15.925463799999999,22.488341299999998,20.994087199999999,26.2870159,29.8544673,15.603532899999999,20.8318653,13.5699001,21.680384100000001,19.875177600000001,17.305067099999999,20.483250999999999,18.731729300000001,15.324074100000001,22.165632299999999,14.3912738,20.328242199999998,14.390958599999999,30.4885126,16.4620371,13.631794599999999,17.441794300000002,19.071148099999998,21.877375000000001,15.4275441,14.0016473,7.3361082199999998,25.355833700000002,17.372421299999999,13.4311741,21.9338239,24.857825099999999,37.419779800000001,15.749235499999999,24.464372000000001,18.5920497,24.634327500000001,15.527175,22.906513100000002,17.499336799999998,19.906440199999999,16.7559769,28.588086700000002,19.833921,17.9479167,14.8077953,20.837192600000002,15.0650908,17.551657899999999,18.942131100000001,19.2118611,23.1569039,19.016887199999999,23.3909001,35.396784099999998,16.549868799999999,15.064584,24.995503599999999,21.666381699999999],"type":"box","orientation":"h","name":"WI","marker":{"color":"rgba(166,216,84,1)","line":{"color":"rgba(166,216,84,1)"}},"line":{"color":"rgba(166,216,84,1)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---

# Plotly: options

* Bar plots
* Scatter plots
* Line plots
* Dot plots
* Barbel plots
* Boxplots

---
# Bar

``` r
fig <- plot_ly(
 x = c("giraffes", "orangutans", "monkeys"),
 y = c(20, 14, 23),
 name = "SF Zoo",
 type = "bar", height = 150
)

fig
```

<div id="htmlwidget-5b6e94cfc2b5c40ce87f" style="width:80%;height:150px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-5b6e94cfc2b5c40ce87f">{"x":{"visdat":{"27405124218a":["function () ","plotlyVisDat"]},"cur_data":"27405124218a","attrs":{"27405124218a":{"x":["giraffes","orangutans","monkeys"],"y":[20,14,23],"name":"SF Zoo","alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"type":"bar"}},"layout":{"height":150,"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":[],"type":"category","categoryorder":"array","categoryarray":["giraffes","monkeys","orangutans"]},"yaxis":{"domain":[0,1],"automargin":true,"title":[]},"hovermode":"closest","showlegend":false},"source":"A","config":{"modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"data":[{"x":["giraffes","orangutans","monkeys"],"y":[20,14,23],"name":"SF Zoo","type":"bar","marker":{"color":"rgba(31,119,180,1)","line":{"color":"rgba(31,119,180,1)"}},"error_y":{"color":"rgba(31,119,180,1)"},"error_x":{"color":"rgba(31,119,180,1)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---
# Scatter plots

``` r
plot_ly(data = iris, x = ~Sepal.Length, y = ~Petal.Length, height = 400,
        type = "scatter")
```

<div id="htmlwidget-1cfdb170778fca94a862" style="width:80%;height:400px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-1cfdb170778fca94a862">{"x":{"visdat":{"439513ccb8df":["function () ","plotlyVisDat"]},"cur_data":"439513ccb8df","attrs":{"439513ccb8df":{"x":{},"y":{},"alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"type":"scatter"}},"layout":{"height":400,"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"Sepal.Length"},"yaxis":{"domain":[0,1],"automargin":true,"title":"Petal.Length"},"hovermode":"closest","showlegend":false},"source":"A","config":{"modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"data":[{"x":[5.0999999999999996,4.9000000000000004,4.7000000000000002,4.5999999999999996,5,5.4000000000000004,4.5999999999999996,5,4.4000000000000004,4.9000000000000004,5.4000000000000004,4.7999999999999998,4.7999999999999998,4.2999999999999998,5.7999999999999998,5.7000000000000002,5.4000000000000004,5.0999999999999996,5.7000000000000002,5.0999999999999996,5.4000000000000004,5.0999999999999996,4.5999999999999996,5.0999999999999996,4.7999999999999998,5,5,5.2000000000000002,5.2000000000000002,4.7000000000000002,4.7999999999999998,5.4000000000000004,5.2000000000000002,5.5,4.9000000000000004,5,5.5,4.9000000000000004,4.4000000000000004,5.0999999999999996,5,4.5,4.4000000000000004,5,5.0999999999999996,4.7999999999999998,5.0999999999999996,4.5999999999999996,5.2999999999999998,5,7,6.4000000000000004,6.9000000000000004,5.5,6.5,5.7000000000000002,6.2999999999999998,4.9000000000000004,6.5999999999999996,5.2000000000000002,5,5.9000000000000004,6,6.0999999999999996,5.5999999999999996,6.7000000000000002,5.5999999999999996,5.7999999999999998,6.2000000000000002,5.5999999999999996,5.9000000000000004,6.0999999999999996,6.2999999999999998,6.0999999999999996,6.4000000000000004,6.5999999999999996,6.7999999999999998,6.7000000000000002,6,5.7000000000000002,5.5,5.5,5.7999999999999998,6,5.4000000000000004,6,6.7000000000000002,6.2999999999999998,5.5999999999999996,5.5,5.5,6.0999999999999996,5.7999999999999998,5,5.5999999999999996,5.7000000000000002,5.7000000000000002,6.2000000000000002,5.0999999999999996,5.7000000000000002,6.2999999999999998,5.7999999999999998,7.0999999999999996,6.2999999999999998,6.5,7.5999999999999996,4.9000000000000004,7.2999999999999998,6.7000000000000002,7.2000000000000002,6.5,6.4000000000000004,6.7999999999999998,5.7000000000000002,5.7999999999999998,6.4000000000000004,6.5,7.7000000000000002,7.7000000000000002,6,6.9000000000000004,5.5999999999999996,7.7000000000000002,6.2999999999999998,6.7000000000000002,7.2000000000000002,6.2000000000000002,6.0999999999999996,6.4000000000000004,7.2000000000000002,7.4000000000000004,7.9000000000000004,6.4000000000000004,6.2999999999999998,6.0999999999999996,7.7000000000000002,6.2999999999999998,6.4000000000000004,6,6.9000000000000004,6.7000000000000002,6.9000000000000004,5.7999999999999998,6.7999999999999998,6.7000000000000002,6.7000000000000002,6.2999999999999998,6.5,6.2000000000000002,5.9000000000000004],"y":[1.3999999999999999,1.3999999999999999,1.3,1.5,1.3999999999999999,1.7,1.3999999999999999,1.5,1.3999999999999999,1.5,1.5,1.6000000000000001,1.3999999999999999,1.1000000000000001,1.2,1.5,1.3,1.3999999999999999,1.7,1.5,1.7,1.5,1,1.7,1.8999999999999999,1.6000000000000001,1.6000000000000001,1.5,1.3999999999999999,1.6000000000000001,1.6000000000000001,1.5,1.5,1.3999999999999999,1.5,1.2,1.3,1.3999999999999999,1.3,1.5,1.3,1.3,1.3,1.6000000000000001,1.8999999999999999,1.3999999999999999,1.6000000000000001,1.3999999999999999,1.5,1.3999999999999999,4.7000000000000002,4.5,4.9000000000000004,4,4.5999999999999996,4.5,4.7000000000000002,3.2999999999999998,4.5999999999999996,3.8999999999999999,3.5,4.2000000000000002,4,4.7000000000000002,3.6000000000000001,4.4000000000000004,4.5,4.0999999999999996,4.5,3.8999999999999999,4.7999999999999998,4,4.9000000000000004,4.7000000000000002,4.2999999999999998,4.4000000000000004,4.7999999999999998,5,4.5,3.5,3.7999999999999998,3.7000000000000002,3.8999999999999999,5.0999999999999996,4.5,4.5,4.7000000000000002,4.4000000000000004,4.0999999999999996,4,4.4000000000000004,4.5999999999999996,4,3.2999999999999998,4.2000000000000002,4.2000000000000002,4.2000000000000002,4.2999999999999998,3,4.0999999999999996,6,5.0999999999999996,5.9000000000000004,5.5999999999999996,5.7999999999999998,6.5999999999999996,4.5,6.2999999999999998,5.7999999999999998,6.0999999999999996,5.0999999999999996,5.2999999999999998,5.5,5,5.0999999999999996,5.2999999999999998,5.5,6.7000000000000002,6.9000000000000004,5,5.7000000000000002,4.9000000000000004,6.7000000000000002,4.9000000000000004,5.7000000000000002,6,4.7999999999999998,4.9000000000000004,5.5999999999999996,5.7999999999999998,6.0999999999999996,6.4000000000000004,5.5999999999999996,5.0999999999999996,5.5999999999999996,6.0999999999999996,5.5999999999999996,5.5,4.7999999999999998,5.4000000000000004,5.5999999999999996,5.0999999999999996,5.0999999999999996,5.9000000000000004,5.7000000000000002,5.2000000000000002,5,5.2000000000000002,5.4000000000000004,5.0999999999999996],"type":"scatter","mode":"markers","marker":{"color":"rgba(31,119,180,1)","line":{"color":"rgba(31,119,180,1)"}},"error_y":{"color":"rgba(31,119,180,1)"},"error_x":{"color":"rgba(31,119,180,1)"},"line":{"color":"rgba(31,119,180,1)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---
## Converting -- pretty easy to convert from prior plots
.panelset[
.pull-left[
<div class="plotly html-widget html-fill-item" id="htmlwidget-c65da1efa840e24aa9bc" style="width:80%;height:70%;"></div>
<script type="application/json" data-for="htmlwidget-c65da1efa840e24aa9bc">{"x":{"data":[{"x":[1,1,1,1,1,1,1,2,2,2,2,1,1,2,1,1,2,2,1,2,2,1,2,2,1,1,1,2,1,1,2,3,1,2,2,1,2,1,1,1,1,1,2,2,1,2,2,2,2,2,1,2,2,2,2,2,2,2,1,3,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,1,2,2,2,2,2,2,3,3,2,3,2,2,2,1,2,2,2,2,2,2,2,2,2,2,3,2,3,2,2,2,2,2,2,2,2,2,2,2,2,1,2,2,1,2,2,1,2,2,2,2,2,1,2,2,2,2,2,2,2,2,1,1,1,1,2,1,1,2,1,1,1,2,1,2,1,1,1,2,2,1,2,1,1,2,2,2,2,3,2,2,2,1,2,1,2,1,2,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,1,2,2,2,1,1,2,2,2,2,1,2,2,1,1,2,2,2,2,1,2,2,2,2,2,2,1,2,2,2,2,2,2,2,2,1,1,2,2,2,2,2,2,1,1,1,2,2,2,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,1,2,1,2,2,1,1,2,1,2,1,1,2,1,2,2,2,2,2,2,2,2,1,2,2,2,2,1,2,2,1,2,2,1,2,1,2,2,2,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,1,2,1,2,2,2,2,2,2,2,2,1,2,1,1,2,2,2,2,1,2,2,1,2,2,2,2,2,2,2,2,2,2,2,1,1,2,2,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,1,2,1,2,2,2,2,2,2,1,2,2,2,2,2,3,2,2,2,2,2,2,1,1,2,2,1,3,1,2,1,2,2,2,2,2,1,2,2,2,2,1,2,2,2,2,2,2,2,1,2,2,1,2,1,2,1,2,1,1,1,2,2,2,2,2,1,2,2,1,1,1,1,2,1,2,1,1,1,1,1,2,2,1,1,1,1,2,2,2,2,2,2,2,1,1,1,1,1,2,2,2,1,2,1,1,2,2,1,1,2,2,2,2,1,1,2,1,1,2,2,2,1,1,2,1,1,2,2,2,2,2,2,2,2,2,2,2,3,2,2,2,2,2,1,2,2,2,2,2,2,2,2,2,1,1,2,2,2,2,2,2,2,2,1,1,1,2,1,2,1,2,2,2,2,1,2,2,2,1,2,2,2,2,1,2,2,2,2,2,2,1,2,2,2,1,2,2,2,2,2,2,2,1,2,2,2,2,2,1,1,2,2,2,1,2,2,2,1,2,2,2,1,1,1,1,1,1,2,1,2,2,2,1,2,2,2,1,1,2,1,2,2,2,2,2,2,2,2,2,1,2,1,1,1,2,2,1,1,1,2,2,2,1,2,2,2,2,2,2,2,1,2,1,1,2,2,1,1,2,1,1,1,2,1,2,1,2,2,2,2,2,2,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,1,2,1,1,1,1,1,1,2,2,2,2,2,2,2,2,1,1,2,2,2,2,2,2,2,1,1,1,2,1,2,2,2,2,2,2,2,1,2,2,1,2,1,2,2,2,2,1,1,2,2,2,2,2,2,2,1,1,1,1,2,2,2,2,2,2,2,2,2,2,1,1,1,2,1,1,2,2,1,2,1,1,1,2,2,2,2,1,2,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,1,3,2,2,2,2,2,2,2,2,2,2,3,2,2,2,3,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,3,2,2,2,2,2,2,2,2,2,2,2,2,3,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,1,1,2,2,2,3,2,2,2,3,2,2,2,2,2,1,2,2,2,2,2,2,2,2,2,2,1,1,2,1,2,2,2,2,2,2,2,2,2,2,2,2,2,1,1,1,1,1,1,1,1,2,1,2,1,2,2,2,2,2,2,2,2,2,2,2,1,1,1,2,2,1,1,1,1,2,1,2,1,2,2,2,2,2,1,2,2,2,1,2,1,2,2,1,2,2,2,2,2,2,2,2,2,2,1,2,2,2,2,2,2,2,1,2,2,2,2,2,2,2,2,2,1,1,2,2,2,2,3,2,2,1,2,3,2,2,2,2,2,1,1,2,1,2,2,1,1,2,1,1,2,1,2,2,1,2,1,1,1,2,1,2,2,2,2,2,2,2,1,1,1,2,2,1,2,2,1,2,2,2,1,2,2,2,2,2,2,2,1,2,2,2,1,2,2,2,3,2,2,1,2,2,2,2,2,1,2,1,2,2,2,2,2,2,2,2,2,3,2,1,2,2,2,1,2,2,2,2,2,2,1,1,2,2,1,2,2,2,1,2,2,2,2,2,2,2,2,2,2,2,2,1,1,1,1,2,3,2,2,2,2,2,2,2,1,1,2,2,2,2,1,2,2,2,2,2,2,2,1,2,2,2,2,2,2,2,2,2,2,2,1,1,2,2,2,2,2,2,2,2,1,1,2,1,2,2,2,2,2,1,2,1,2,2,2,2,1,1,1,1,1,1,2,1,2,2,1,1,2,2,2,1,2,1,1,2,1,1,2,2,2,2,2,2,2,1,2,2,2,2,2,2,2,2,2,1,1,2,2,2,2,1,1,1,1,2,2,2,2,2,1,2,2,2,2,1,2,2,2,2,1,1,2,2,2,1,1,1,1,2,2,2,1,1,2,2,2,2,1,1,2,1,2,1,2,2,2,1,2,2,2,2,2,1,1,2,1,1,1,1,1,1,1,1,1,2,2,1,1,1,1,2,1,2,2,1,2,2,1,1,1,2,2,1,2,2,1,2,2,2,2,1,1,2,2,2,1,2,1,2,2,2,1,2,2,2,1,2,1,2,2,1,2,1,1,1,2,2,2,2,2,2,2,1,1,1,1,1,1,2,2,2,1,2,1,1,2,2,2,2,2,2,2,1,1,1,2,2,2,2,2,1,2,1,2,1,1,1,1,1,1,2,1,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,1,1,1,1,2,1,1,2,1,1,1,1,1,1,1,1,2,2,2,2,2,1,1,2,1,2,2,2,2,2,2,2,2,2,1,1,1,1,1,1,1,1,1,1,2,2,2,1,1,2,1,2,2,2,2,2,2,3,3,2,1,3,1,3,3,3,1,1,2,2,2,2,2,2,2,1,2,2,2,2,3,3,3,2,2,1,2,1,1,1,1,2,2,1,2,3,1,1,2,2,3,3,3,3,2,1,2,3,2,2,2,3,3,3,1,2,3,2,2,2,2,2,2,2,3,3,3,2,2,2,1,3,2,2,2,1,2,2,3,2,2,2,2,1,2,3,3,2,3,3,2,2,1,2,3,2,2,2,2,1,1,2,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,3,1,1,2,1,1,1,2,1,2,2,2,2,2,2,2,1,2,3,3,3,3,3,2,2,2,2,3,2,3,3,2,3,3,3,2,2,2,1,2,1,2,2,2,2,2,2,2,2,3,2,2,2,2,3,2,2,2,3,2,1,3,3,2],"y":[79011,104310,88380,69309,94581,70965,99837,68724,56439,59796,64197,67491,60570,48699,67662,77103,45099,82980,67446,49671,45990,64746,66582,56394,84330,86130,75924,58473,105012,102600,83610,62604,80127,45630,47619,69948,54783,90423,54072,66807,61605,65439,49428,67563,59517,68535,64233,58905,61875,48744,63387,71478,80613,88263,91359,78651,188316,93375,95238,92259,85212,86751,89757,95004,86337,88389,85914,93177,93195,92673,90918,91143,87417,168930,143712,150192,175482,133263,152217,158886,139617,null,85995,92790,69732,113238,82530,66465,61866,133101,69651,59499,81072,54900,69642,129879,72828,88164,55512,83556,83340,null,72180,75276,108198,89658,92556,93186,22887,91305,60804,49167,102384,74034,50994,54981,56529,99855,116649,105894,95031,123741,94509,98424,112680,134685,96849,118107,66951,95130,120996,103968,32400,59931,96039,94446,77922,110727,141147,52767,86697,77877,69291,51264,58185,98181,75852,108396,100701,113832,94806,100737,64962,64476,66024,57546,70785,67239,62262,94356,62568,71127,61227,88110,85716,116856,84348,109845,70371,64368,97011,51858,101628,87327,79047,86454,95823,103383,113202,88848,180252,73584,120654,77535,111483,86283,87237,137538,144657,90216,69075,42858,79722,60849,53235,52569,50229,98829,75141,46188,92124,79758,88632,68355,56313,74169,89136,92268,67392,77760,101745,110853,70425,48015,31122,120024,74115,94608,74358,80217,86958,73008,32274,94842,81720,92475,65853,84429,35244,42867,49635,46494,81693,57924,85050,53163,70767,78903,67455,41922,62478,66645,69156,73818,45990,134442,60678,127881,64251,71442,72882,84519,106146,57339,60786,65691,63972,80973,55656,63774,31779,67329,52560,87345,43326,78813,47574,49059,39303,66366,60543,67203,50238,76635,97857,116145,76806,92025,46602,77643,88830,64323,61101,59400,83268,78417,100395,72333,74466,56718,82107,76239,157950,78723,37386,105300,77688,73800,50868,69948,52200,30195,114183,79092,117054,77076,66375,117873,76788,58095,63243,76725,86967,48024,99540,61956,60606,57555,61146,77625,57393,77319,70353,85995,163107,78651,63927,73008,52875,55278,74790,66960,73152,70722,75168,67725,69831,79425,31896,65088,52893,57321,81711,84825,56655,70956,52515,81477,83853,66672,78111,59670,53829,67689,74736,52398,62514,56331,78300,69804,75582,67554,68328,58473,59598,98514,63666,65070,63054,71091,65727,69138,134208,54864,100458,62478,47214,67554,63369,70047,66195,79578,67752,59310,67887,57240,59976,70029,55629,58923,88677,53766,41742,47961,55863,61641,102933,106164,53460,106983,60642,69390,38124,55044,62757,57069,75663,64197,68796,57519,60957,53604,50859,62316,52848,59427,56160,42012,50832,62406,63360,44100,59904,59139,60057,94266,56718,87516,52497,46287,65052,63360,57852,66843,55692,59724,41949,45900,73818,46197,59409,71010,74250,51327,76887,51318,65709,58644,3690,64638,50589,98703,43398,73593,60084,60507,63018,72144,70938,61119,60183,69750,42489,68922,70785,52794,54063,55539,92241,76464,53757,73980,73017,64404,74880,59022,67815,60480,68436,62244,63036,50922,62217,75267,110007,83835,78111,100017,115785,57285,104346,68355,62055,91485,null,67788,80577,56979,55143,84222,43452,99981,81189,56889,52596,75420,68076,69345,71712,148905,78282,97884,126270,72747,80010,87372,72468,63828,63801,77877,72558,59157,73422,115353,75528,70749,66330,83169,67707,121410,58977,76410,156717,29997,62973,77796,136017,92376,143181,136359,124443,87759,60714,102510,92790,63423,51525,93798,85086,98946,51480,84393,85752,62460,81063,195480,48582,103086,74421,79992,44289,110493,114840,100026,97497,86931,182700,77445,86472,95526,53649,71910,79524,122778,65232,75294,84969,72315,69624,110034,70344,103140,86310,107145,116424,113751,86427,87831,88677,80955,123777,116091,79830,55602,65835,71316,45513,58689,52569,80388,90693,49284,53640,98145,61965,88335,87831,88362,78939,44541,57690,85095,67869,75852,75861,62073,72162,64422,56016,109242,107352,98208,96552,86994,74880,59661,87741,57744,47385,59958,74718,59121,50841,50805,99729,92106,75096,80190,63414,68823,113130,67788,61092,42444,70884,73314,98082,87993,null,89037,111870,72351,72342,64305,75744,68661,84420,64269,56682,78309,89433,77832,61380,79794,47052,63909,98910,67275,85671,60426,84168,56538,49698,49518,62253,65034,73431,85689,56799,53649,70821,83592,35235,72792,44577,55251,59058,65412,30015,57429,71073,48321,38772,61101,50769,50229,43659,66141,46368,69291,79965,60309,82548,64143,56646,56394,43443,94752,86256,100962,83970,63873,67680,50094,69885,66906,94959,37350,84744,51165,58824,68778,72162,141723,76878,59130,64062,46917,55530,57429,73359,77382,75420,60210,63468,37503,57987,72378,54306,90081,61695,58770,71343,52119,56871,76554,62559,103329,32850,64251,55458,50121,97551,92898,43362,62532,147528,68778,43785,56781,81360,100683,85293,88677,78570,65808,78885,86805,75600,64773,83952,84987,67572,83169,74664,82998,103212,81288,87003,99756,115533,195057,44658,101250,100620,113274,114750,130248,78507,93078,65988,144144,92655,20979,99837,106596,65196,66240,81747,87147,81936,110934,86076,59274,51912,106452,128241,34209,76158,70335,28458,102060,109242,79758,179874,111177,141849,85419,114444,111879,116955,114984,106704,105651,103734,106038,108270,104247,62730,63549,47403,76500,48285,82665,49473,131346,102195,70857,80334,53775,80010,126612,55305,90846,81369,41013,117459,71694,56835,57564,83358,111438,44316,102618,70830,81990,62406,89721,74826,49500,85815,27405,36711,20394,28305,97839,52731,80370,90351,75447,110358,144792,83142,113517,null,61074,43596,112590,50706,55206,29997,104787,62028,54801,9612,45207,23724,119358,61020,96804,116721,56421,60642,79767,90819,71415,82278,87921,79974,91899,84123,83538,113031,54459,64710,58464,62100,78264,61785,92142,93474,99162,116694,83331,90180,71685,74916,63657,68139,73521,68931,65052,67770,61407,69948,84375,67320,73008,110583,49095,66546,78039,59985,104049,97182,94725,75123,111060,44226,35478,71208,96075,63378,55161,53190,58770,115812,29457,35631,72522,54324,51669,43191,47007,68958,79245,67257,65151,106110,152964,77337,69399,85509,75726,62793,55053,62235,74403,58086,47853,67356,50391,50265,67644,67221,52038,59994,77157,72945,113886,88551,78021,76311,67797,99477,55296,77670,53001,67338,62955,71325,45702,43119,53307,42777,32940,63702,108360,53658,72675,74313,70830,62172,59805,72072,55215,66132,82224,84906,36567,56457,55395,91098,48195,66231,61623,75249,50535,88011,77067,107253,71532,62928,61245,95220,51426,67698,88002,50220,81369,55899,89622,66519,9747,63117,57816,59850,83727,86445,82710,72612,50904,63441,57681,66708,63468,94131,74808,66861,57861,64512,67662,47340,80343,59778,80172,118197,83673,74772,73683,49401,29943,53352,76167,63747,88524,54576,null,56628,49149,51048,68283,74898,87426,91035,79740,76590,36144,53271,63864,52983,28800,65232,59481,61281,84825,63252,67653,92223,68544,51696,60696,65970,99648,70371,null,68922,91575,64278,57762,48213,51786,76491,96426,103689,60957,76563,92736,83673,90891,81954,52272,59211,98721,62856,64350,58932,72711,75546,67401,37827,73503,91161,100710,106200,65997,94410,65970,113706,69795,46404,72324,54657,89514,75933,77193,83790,103257,83547,91917,53766,93807,81720,91233,72405,65709,87327,null,61677,96300,65754,null,43461,95751,73125,59760,75591,90198,64098,85320,107829,50571,71478,126306,80442,96930,70794,47745,95067,68589,65511,77850,92682,71640,65493,72198,62172,78705,64755,53892,39834,172359,62910,60093,78003,68697,66384,69183,98721,80100,45000,115407,52308,65079,96516,70254,92952,69120,100350,90720,40284,75249,118899,41049,107082,59436,89883,80001,54639,104400,72729,61920,91404,65250,80973,82287,59850,50004,82125,145674,127755,88173,61515,99720,99873,89703,94545,112347,80154,40131,61650,54981,60057,45945,82404,81180,66987,96111,56466,45270,52641,56997,45180,68841,88470,57204,50859,60264,53541,73260,66888,68724,102393,73503,66519,66510,50985,71604,77067,61290,65547,77076,55332,64503,46611,67518,45666,88596,79740,59499,74988,74196,61704,87327,30051,55575,67968,50904,72504,70335,56169,63837,53496,47826,47178,68022,64476,52785,59895,79911,79281,79155,83952,51255,45684,80694,104742,68769,75348,63171,45810,67023,132381,76095,69021,67914,32787,96057,50445,76995,74700,45279,73953,64359,72738,79173,48969,64755,69075,86004,77778,81090,112284,53073,50058,78669,75942,76437,57807,60597,72189,62847,73467,95850,63936,76959,52614,74772,150291,83385,72369,72549,65610,91638,121959,55539,77193,70497,77715,53226,64962,70281,72090,116604,92952,127494,120717,82728,82584,114228,67050,73629,88722,72999,96948,72288,78786,99927,48915,73089,108036,90135,67905,86922,100314,72099,89100,63549,79776,46503,65511,111888,69561,74070,65547,64737,93420,55512,50904,63981,108846,75384,86175,65286,53577,47412,109089,74286,68733,59724,86364,45828,73134,72234,60426,77706,76041,80001,84069,79983,76554,73710,111141,69606,74178,55044,57726,74034,109638,96768,139617,68031,73116,47286,77850,120996,80469,58905,84591,74403,92079,63270,71559,98136,59634,78354,88578,93609,123156,96777,84384,69615,53838,27531,54324,59049,60057,60363,51345,58806,73062,65178,57060,59058,68103,54468,98523,55350,54225,70137,64368,59652,73242,73971,62532,60264,62451,75024,30762,53010,91323,53415,86067,60255,59499,68256,76689,59058,73332,74052,63738,69318,62370,69066,66699,60471,68436,60264,122688,81891,66015,72549,65025,88470,24732,25551,35397,36711,39078,29403,31644,21006,22437,53505,45666,50517,43749,52290,49563,47376,42075,49860,63162,51939,49455,55188,66600,52254,53505,75987,48555,55764,36630,25416,35487,27765,62280,192006,116199,19980,34317,77472,22518,59148,41229,57483,56997,84618,76095,54135,90279,29853,52497,null,104742,97002,50292,33822,38718,60183,112500,49599,33750,89505,72324,39510,29997,26640,65745,33750,52470,69750,null,72900,62406,78624,131139,131139,131139,69156,28503,100809,45207,51273,67779,91359,113265,66528,45000,80262,51120,34749,96975,110304,50319,90477,85626,75393,10503,38700,68652,60822,64467,45000,null,42741,35514,38115,44280,32220,59544,90792,68184,71595,71595,22482,67797,59814,66645,71595,38997,63450,66249,69282,74979,62703,68184,10026,35847,33003,65178,131139,55647,68184,68184,52344,68184,79551,44280,22023,47016,null,46800,33993,28746,22500,32364,80352,60894,23535,84285,79236,78030,56088,78813,77823,76311,72657,67500,97641,50967,75645,73215,71091,72558,77373,63027,87228,59724,71469,89406,60426,106272,78813,56529,37197,68193,67635,36522,43335,39888,74169,60003,68184,68184,71595,52542,66600,67473,33678,57186,38250,null,63954,79551,68184,45162,57222,43677,59958,11844,52344,23643,81315,26379,98982,5337,40122,27153,null,22122,55557,41265,22950,79551,null,98181,38358,33867,68157,20430,62145,35883,55008,18450,99972,98496,29862,30645],"text":["type: Public avgfacsal: 79011","type: Public avgfacsal: 104310","type: Public avgfacsal: 88380","type: Public avgfacsal: 69309","type: Public avgfacsal: 94581","type: Public avgfacsal: 70965","type: Public avgfacsal: 99837","type: Private, nonprofit avgfacsal: 68724","type: Private, nonprofit avgfacsal: 56439","type: Private, nonprofit avgfacsal: 59796","type: Private, nonprofit avgfacsal: 64197","type: Public avgfacsal: 67491","type: Public avgfacsal: 60570","type: Private, nonprofit avgfacsal: 48699","type: Public avgfacsal: 67662","type: Public avgfacsal: 77103","type: Private, nonprofit avgfacsal: 45099","type: Private, nonprofit avgfacsal: 82980","type: Public avgfacsal: 67446","type: Private, nonprofit avgfacsal: 49671","type: Private, nonprofit avgfacsal: 45990","type: Public avgfacsal: 64746","type: Private, nonprofit avgfacsal: 66582","type: Private, nonprofit avgfacsal: 56394","type: Public avgfacsal: 84330","type: Public avgfacsal: 86130","type: Public avgfacsal: 75924","type: Private, nonprofit avgfacsal: 58473","type: Public avgfacsal: 105012","type: Public avgfacsal: 102600","type: Private, nonprofit avgfacsal: 83610","type: Private, for-profit avgfacsal: 62604","type: Public avgfacsal: 80127","type: Private, nonprofit avgfacsal: 45630","type: Private, nonprofit avgfacsal: 47619","type: Public avgfacsal: 69948","type: Private, nonprofit avgfacsal: 54783","type: Public avgfacsal: 90423","type: Public avgfacsal: 54072","type: Public avgfacsal: 66807","type: Public avgfacsal: 61605","type: Public avgfacsal: 65439","type: Private, nonprofit avgfacsal: 49428","type: Private, nonprofit avgfacsal: 67563","type: Public avgfacsal: 59517","type: Private, nonprofit avgfacsal: 68535","type: Private, nonprofit avgfacsal: 64233","type: Private, nonprofit avgfacsal: 58905","type: Private, nonprofit avgfacsal: 61875","type: Private, nonprofit avgfacsal: 48744","type: Public avgfacsal: 63387","type: Private, nonprofit avgfacsal: 71478","type: Private, nonprofit avgfacsal: 80613","type: Private, nonprofit avgfacsal: 88263","type: Private, nonprofit avgfacsal: 91359","type: Private, nonprofit avgfacsal: 78651","type: Private, nonprofit avgfacsal: 188316","type: Private, nonprofit avgfacsal: 93375","type: Public avgfacsal: 95238","type: Private, for-profit avgfacsal: 92259","type: Public avgfacsal: 85212","type: Public avgfacsal: 86751","type: Public avgfacsal: 89757","type: Public avgfacsal: 95004","type: Public avgfacsal: 86337","type: Public avgfacsal: 88389","type: Public avgfacsal: 85914","type: Public avgfacsal: 93177","type: Public avgfacsal: 93195","type: Public avgfacsal: 92673","type: Public avgfacsal: 90918","type: Public avgfacsal: 91143","type: Public avgfacsal: 87417","type: Public avgfacsal: 168930","type: Public avgfacsal: 143712","type: Public avgfacsal: 150192","type: Public avgfacsal: 175482","type: Public avgfacsal: 133263","type: Public avgfacsal: 152217","type: Public avgfacsal: 158886","type: Public avgfacsal: 139617","type: Private, nonprofit avgfacsal: NA","type: Private, nonprofit avgfacsal: 85995","type: Public avgfacsal: 92790","type: Private, nonprofit avgfacsal: 69732","type: Private, nonprofit avgfacsal: 113238","type: Private, nonprofit avgfacsal: 82530","type: Private, nonprofit avgfacsal: 66465","type: Private, nonprofit avgfacsal: 61866","type: Private, nonprofit avgfacsal: 133101","type: Private, for-profit avgfacsal: 69651","type: Private, for-profit avgfacsal: 59499","type: Private, nonprofit avgfacsal: 81072","type: Private, for-profit avgfacsal: 54900","type: Private, nonprofit avgfacsal: 69642","type: Private, nonprofit avgfacsal: 129879","type: Private, nonprofit avgfacsal: 72828","type: Public avgfacsal: 88164","type: Private, nonprofit avgfacsal: 55512","type: Private, nonprofit avgfacsal: 83556","type: Private, nonprofit avgfacsal: 83340","type: Private, nonprofit avgfacsal: NA","type: Private, nonprofit avgfacsal: 72180","type: Private, nonprofit avgfacsal: 75276","type: Private, nonprofit avgfacsal: 108198","type: Private, nonprofit avgfacsal: 89658","type: Private, nonprofit avgfacsal: 92556","type: Private, nonprofit avgfacsal: 93186","type: Private, for-profit avgfacsal: 22887","type: Private, nonprofit avgfacsal: 91305","type: Private, for-profit avgfacsal: 60804","type: Private, nonprofit avgfacsal: 49167","type: Private, nonprofit avgfacsal: 102384","type: Private, nonprofit avgfacsal: 74034","type: Private, nonprofit avgfacsal: 50994","type: Private, nonprofit avgfacsal: 54981","type: Private, nonprofit avgfacsal: 56529","type: Private, nonprofit avgfacsal: 99855","type: Private, nonprofit avgfacsal: 116649","type: Private, nonprofit avgfacsal: 105894","type: Private, nonprofit avgfacsal: 95031","type: Private, nonprofit avgfacsal: 123741","type: Private, nonprofit avgfacsal: 94509","type: Public avgfacsal: 98424","type: Private, nonprofit avgfacsal: 112680","type: Private, nonprofit avgfacsal: 134685","type: Public avgfacsal: 96849","type: Private, nonprofit avgfacsal: 118107","type: Private, nonprofit avgfacsal: 66951","type: Public avgfacsal: 95130","type: Private, nonprofit avgfacsal: 120996","type: Private, nonprofit avgfacsal: 103968","type: Private, nonprofit avgfacsal: 32400","type: Private, nonprofit avgfacsal: 59931","type: Private, nonprofit avgfacsal: 96039","type: Public avgfacsal: 94446","type: Private, nonprofit avgfacsal: 77922","type: Private, nonprofit avgfacsal: 110727","type: Private, nonprofit avgfacsal: 141147","type: Private, nonprofit avgfacsal: 52767","type: Private, nonprofit avgfacsal: 86697","type: Private, nonprofit avgfacsal: 77877","type: Private, nonprofit avgfacsal: 69291","type: Private, nonprofit avgfacsal: 51264","type: Public avgfacsal: 58185","type: Public avgfacsal: 98181","type: Public avgfacsal: 75852","type: Public avgfacsal: 108396","type: Private, nonprofit avgfacsal: 100701","type: Public avgfacsal: 113832","type: Public avgfacsal: 94806","type: Private, nonprofit avgfacsal: 100737","type: Public avgfacsal: 64962","type: Public avgfacsal: 64476","type: Public avgfacsal: 66024","type: Private, nonprofit avgfacsal: 57546","type: Public avgfacsal: 70785","type: Private, nonprofit avgfacsal: 67239","type: Public avgfacsal: 62262","type: Public avgfacsal: 94356","type: Public avgfacsal: 62568","type: Private, nonprofit avgfacsal: 71127","type: Private, nonprofit avgfacsal: 61227","type: Public avgfacsal: 88110","type: Private, nonprofit avgfacsal: 85716","type: Public avgfacsal: 116856","type: Public avgfacsal: 84348","type: Private, nonprofit avgfacsal: 109845","type: Private, nonprofit avgfacsal: 70371","type: Private, nonprofit avgfacsal: 64368","type: Private, nonprofit avgfacsal: 97011","type: Private, for-profit avgfacsal: 51858","type: Private, nonprofit avgfacsal: 101628","type: Private, nonprofit avgfacsal: 87327","type: Private, nonprofit avgfacsal: 79047","type: Public avgfacsal: 86454","type: Private, nonprofit avgfacsal: 95823","type: Public avgfacsal: 103383","type: Private, nonprofit avgfacsal: 113202","type: Public avgfacsal: 88848","type: Private, nonprofit avgfacsal: 180252","type: Public avgfacsal: 73584","type: Public avgfacsal: 120654","type: Private, nonprofit avgfacsal: 77535","type: Private, nonprofit avgfacsal: 111483","type: Private, nonprofit avgfacsal: 86283","type: Private, nonprofit avgfacsal: 87237","type: Private, nonprofit avgfacsal: 137538","type: Private, nonprofit avgfacsal: 144657","type: Private, nonprofit avgfacsal: 90216","type: Private, nonprofit avgfacsal: 69075","type: Private, nonprofit avgfacsal: 42858","type: Private, nonprofit avgfacsal: 79722","type: Private, nonprofit avgfacsal: 60849","type: Private, nonprofit avgfacsal: 53235","type: Private, nonprofit avgfacsal: 52569","type: Private, nonprofit avgfacsal: 50229","type: Public avgfacsal: 98829","type: Private, nonprofit avgfacsal: 75141","type: Private, nonprofit avgfacsal: 46188","type: Private, nonprofit avgfacsal: 92124","type: Public avgfacsal: 79758","type: Public avgfacsal: 88632","type: Private, nonprofit avgfacsal: 68355","type: Private, nonprofit avgfacsal: 56313","type: Private, nonprofit avgfacsal: 74169","type: Private, nonprofit avgfacsal: 89136","type: Public avgfacsal: 92268","type: Private, nonprofit avgfacsal: 67392","type: Private, nonprofit avgfacsal: 77760","type: Public avgfacsal: 101745","type: Public avgfacsal: 110853","type: Private, nonprofit avgfacsal: 70425","type: Private, nonprofit avgfacsal: 48015","type: Private, nonprofit avgfacsal: 31122","type: Private, nonprofit avgfacsal: 120024","type: Public avgfacsal: 74115","type: Private, nonprofit avgfacsal: 94608","type: Private, nonprofit avgfacsal: 74358","type: Private, nonprofit avgfacsal: 80217","type: Private, nonprofit avgfacsal: 86958","type: Private, nonprofit avgfacsal: 73008","type: Private, nonprofit avgfacsal: 32274","type: Public avgfacsal: 94842","type: Private, nonprofit avgfacsal: 81720","type: Private, nonprofit avgfacsal: 92475","type: Private, nonprofit avgfacsal: 65853","type: Private, nonprofit avgfacsal: 84429","type: Private, nonprofit avgfacsal: 35244","type: Private, nonprofit avgfacsal: 42867","type: Private, nonprofit avgfacsal: 49635","type: Private, nonprofit avgfacsal: 46494","type: Public avgfacsal: 81693","type: Public avgfacsal: 57924","type: Private, nonprofit avgfacsal: 85050","type: Private, nonprofit avgfacsal: 53163","type: Private, nonprofit avgfacsal: 70767","type: Private, nonprofit avgfacsal: 78903","type: Private, nonprofit avgfacsal: 67455","type: Private, nonprofit avgfacsal: 41922","type: Public avgfacsal: 62478","type: Public avgfacsal: 66645","type: Public avgfacsal: 69156","type: Private, nonprofit avgfacsal: 73818","type: Private, nonprofit avgfacsal: 45990","type: Private, nonprofit avgfacsal: 134442","type: Public avgfacsal: 60678","type: Public avgfacsal: 127881","type: Public avgfacsal: 64251","type: Public avgfacsal: 71442","type: Public avgfacsal: 72882","type: Public avgfacsal: 84519","type: Public avgfacsal: 106146","type: Public avgfacsal: 57339","type: Private, nonprofit avgfacsal: 60786","type: Private, nonprofit avgfacsal: 65691","type: Private, nonprofit avgfacsal: 63972","type: Private, nonprofit avgfacsal: 80973","type: Private, nonprofit avgfacsal: 55656","type: Private, nonprofit avgfacsal: 63774","type: Private, nonprofit avgfacsal: 31779","type: Private, nonprofit avgfacsal: 67329","type: Private, nonprofit avgfacsal: 52560","type: Private, nonprofit avgfacsal: 87345","type: Private, nonprofit avgfacsal: 43326","type: Private, nonprofit avgfacsal: 78813","type: Private, nonprofit avgfacsal: 47574","type: Private, nonprofit avgfacsal: 49059","type: Private, nonprofit avgfacsal: 39303","type: Public avgfacsal: 66366","type: Private, nonprofit avgfacsal: 60543","type: Public avgfacsal: 67203","type: Private, nonprofit avgfacsal: 50238","type: Private, nonprofit avgfacsal: 76635","type: Public avgfacsal: 97857","type: Public avgfacsal: 116145","type: Private, nonprofit avgfacsal: 76806","type: Public avgfacsal: 92025","type: Private, nonprofit avgfacsal: 46602","type: Public avgfacsal: 77643","type: Public avgfacsal: 88830","type: Private, nonprofit avgfacsal: 64323","type: Public avgfacsal: 61101","type: Private, nonprofit avgfacsal: 59400","type: Private, nonprofit avgfacsal: 83268","type: Private, nonprofit avgfacsal: 78417","type: Private, nonprofit avgfacsal: 100395","type: Private, nonprofit avgfacsal: 72333","type: Private, nonprofit avgfacsal: 74466","type: Private, nonprofit avgfacsal: 56718","type: Private, nonprofit avgfacsal: 82107","type: Public avgfacsal: 76239","type: Private, nonprofit avgfacsal: 157950","type: Private, nonprofit avgfacsal: 78723","type: Private, nonprofit avgfacsal: 37386","type: Private, nonprofit avgfacsal: 105300","type: Public avgfacsal: 77688","type: Private, nonprofit avgfacsal: 73800","type: Private, nonprofit avgfacsal: 50868","type: Public avgfacsal: 69948","type: Private, nonprofit avgfacsal: 52200","type: Private, nonprofit avgfacsal: 30195","type: Public avgfacsal: 114183","type: Private, nonprofit avgfacsal: 79092","type: Public avgfacsal: 117054","type: Private, nonprofit avgfacsal: 77076","type: Private, nonprofit avgfacsal: 66375","type: Private, nonprofit avgfacsal: 117873","type: Public avgfacsal: 76788","type: Private, nonprofit avgfacsal: 58095","type: Private, nonprofit avgfacsal: 63243","type: Private, nonprofit avgfacsal: 76725","type: Private, nonprofit avgfacsal: 86967","type: Private, nonprofit avgfacsal: 48024","type: Private, nonprofit avgfacsal: 99540","type: Private, nonprofit avgfacsal: 61956","type: Private, nonprofit avgfacsal: 60606","type: Private, nonprofit avgfacsal: 57555","type: Private, nonprofit avgfacsal: 61146","type: Private, nonprofit avgfacsal: 77625","type: Private, nonprofit avgfacsal: 57393","type: Private, nonprofit avgfacsal: 77319","type: Private, nonprofit avgfacsal: 70353","type: Public avgfacsal: 85995","type: Private, nonprofit avgfacsal: 163107","type: Public avgfacsal: 78651","type: Private, nonprofit avgfacsal: 63927","type: Private, nonprofit avgfacsal: 73008","type: Private, nonprofit avgfacsal: 52875","type: Private, nonprofit avgfacsal: 55278","type: Private, nonprofit avgfacsal: 74790","type: Private, nonprofit avgfacsal: 66960","type: Private, nonprofit avgfacsal: 73152","type: Private, nonprofit avgfacsal: 70722","type: Public avgfacsal: 75168","type: Private, nonprofit avgfacsal: 67725","type: Public avgfacsal: 69831","type: Public avgfacsal: 79425","type: Private, nonprofit avgfacsal: 31896","type: Private, nonprofit avgfacsal: 65088","type: Private, nonprofit avgfacsal: 52893","type: Private, nonprofit avgfacsal: 57321","type: Public avgfacsal: 81711","type: Private, nonprofit avgfacsal: 84825","type: Private, nonprofit avgfacsal: 56655","type: Public avgfacsal: 70956","type: Private, nonprofit avgfacsal: 52515","type: Private, nonprofit avgfacsal: 81477","type: Private, nonprofit avgfacsal: 83853","type: Private, nonprofit avgfacsal: 66672","type: Private, nonprofit avgfacsal: 78111","type: Private, nonprofit avgfacsal: 59670","type: Private, nonprofit avgfacsal: 53829","type: Private, nonprofit avgfacsal: 67689","type: Private, nonprofit avgfacsal: 74736","type: Private, nonprofit avgfacsal: 52398","type: Private, nonprofit avgfacsal: 62514","type: Public avgfacsal: 56331","type: Public avgfacsal: 78300","type: Private, nonprofit avgfacsal: 69804","type: Private, nonprofit avgfacsal: 75582","type: Public avgfacsal: 67554","type: Public avgfacsal: 68328","type: Public avgfacsal: 58473","type: Public avgfacsal: 59598","type: Public avgfacsal: 98514","type: Public avgfacsal: 63666","type: Public avgfacsal: 65070","type: Public avgfacsal: 63054","type: Private, nonprofit avgfacsal: 71091","type: Private, nonprofit avgfacsal: 65727","type: Private, nonprofit avgfacsal: 69138","type: Private, nonprofit avgfacsal: 134208","type: Private, nonprofit avgfacsal: 54864","type: Private, nonprofit avgfacsal: 100458","type: Private, nonprofit avgfacsal: 62478","type: Private, nonprofit avgfacsal: 47214","type: Private, nonprofit avgfacsal: 67554","type: Private, nonprofit avgfacsal: 63369","type: Private, nonprofit avgfacsal: 70047","type: Private, nonprofit avgfacsal: 66195","type: Private, nonprofit avgfacsal: 79578","type: Private, nonprofit avgfacsal: 67752","type: Private, nonprofit avgfacsal: 59310","type: Private, nonprofit avgfacsal: 67887","type: Private, nonprofit avgfacsal: 57240","type: Private, nonprofit avgfacsal: 59976","type: Private, nonprofit avgfacsal: 70029","type: Private, nonprofit avgfacsal: 55629","type: Private, nonprofit avgfacsal: 58923","type: Private, nonprofit avgfacsal: 88677","type: Private, nonprofit avgfacsal: 53766","type: Private, nonprofit avgfacsal: 41742","type: Private, nonprofit avgfacsal: 47961","type: Private, nonprofit avgfacsal: 55863","type: Private, nonprofit avgfacsal: 61641","type: Private, nonprofit avgfacsal: 102933","type: Public avgfacsal: 106164","type: Private, nonprofit avgfacsal: 53460","type: Public avgfacsal: 106983","type: Private, nonprofit avgfacsal: 60642","type: Private, nonprofit avgfacsal: 69390","type: Private, nonprofit avgfacsal: 38124","type: Private, nonprofit avgfacsal: 55044","type: Private, nonprofit avgfacsal: 62757","type: Private, nonprofit avgfacsal: 57069","type: Public avgfacsal: 75663","type: Private, nonprofit avgfacsal: 64197","type: Private, nonprofit avgfacsal: 68796","type: Private, nonprofit avgfacsal: 57519","type: Private, nonprofit avgfacsal: 60957","type: Private, nonprofit avgfacsal: 53604","type: Private, for-profit avgfacsal: 50859","type: Private, nonprofit avgfacsal: 62316","type: Private, nonprofit avgfacsal: 52848","type: Private, nonprofit avgfacsal: 59427","type: Private, nonprofit avgfacsal: 56160","type: Private, nonprofit avgfacsal: 42012","type: Private, nonprofit avgfacsal: 50832","type: Public avgfacsal: 62406","type: Public avgfacsal: 63360","type: Private, nonprofit avgfacsal: 44100","type: Private, nonprofit avgfacsal: 59904","type: Public avgfacsal: 59139","type: Private, for-profit avgfacsal: 60057","type: Public avgfacsal: 94266","type: Private, nonprofit avgfacsal: 56718","type: Public avgfacsal: 87516","type: Private, nonprofit avgfacsal: 52497","type: Private, nonprofit avgfacsal: 46287","type: Private, nonprofit avgfacsal: 65052","type: Private, nonprofit avgfacsal: 63360","type: Private, nonprofit avgfacsal: 57852","type: Public avgfacsal: 66843","type: Private, nonprofit avgfacsal: 55692","type: Private, nonprofit avgfacsal: 59724","type: Private, nonprofit avgfacsal: 41949","type: Private, nonprofit avgfacsal: 45900","type: Public avgfacsal: 73818","type: Private, nonprofit avgfacsal: 46197","type: Private, nonprofit avgfacsal: 59409","type: Private, nonprofit avgfacsal: 71010","type: Private, nonprofit avgfacsal: 74250","type: Private, nonprofit avgfacsal: 51327","type: Private, nonprofit avgfacsal: 76887","type: Private, nonprofit avgfacsal: 51318","type: Public avgfacsal: 65709","type: Private, nonprofit avgfacsal: 58644","type: Private, nonprofit avgfacsal: 3690","type: Public avgfacsal: 64638","type: Private, nonprofit avgfacsal: 50589","type: Public avgfacsal: 98703","type: Private, nonprofit avgfacsal: 43398","type: Public avgfacsal: 73593","type: Private, nonprofit avgfacsal: 60084","type: Public avgfacsal: 60507","type: Public avgfacsal: 63018","type: Public avgfacsal: 72144","type: Private, nonprofit avgfacsal: 70938","type: Private, nonprofit avgfacsal: 61119","type: Private, nonprofit avgfacsal: 60183","type: Private, nonprofit avgfacsal: 69750","type: Private, nonprofit avgfacsal: 42489","type: Public avgfacsal: 68922","type: Private, nonprofit avgfacsal: 70785","type: Private, nonprofit avgfacsal: 52794","type: Public avgfacsal: 54063","type: Public avgfacsal: 55539","type: Public avgfacsal: 92241","type: Public avgfacsal: 76464","type: Private, nonprofit avgfacsal: 53757","type: Public avgfacsal: 73980","type: Private, nonprofit avgfacsal: 73017","type: Public avgfacsal: 64404","type: Public avgfacsal: 74880","type: Public avgfacsal: 59022","type: Public avgfacsal: 67815","type: Public avgfacsal: 60480","type: Private, nonprofit avgfacsal: 68436","type: Private, nonprofit avgfacsal: 62244","type: Public avgfacsal: 63036","type: Public avgfacsal: 50922","type: Public avgfacsal: 62217","type: Public avgfacsal: 75267","type: Private, nonprofit avgfacsal: 110007","type: Private, nonprofit avgfacsal: 83835","type: Private, nonprofit avgfacsal: 78111","type: Private, nonprofit avgfacsal: 100017","type: Private, nonprofit avgfacsal: 115785","type: Private, nonprofit avgfacsal: 57285","type: Private, nonprofit avgfacsal: 104346","type: Public avgfacsal: 68355","type: Public avgfacsal: 62055","type: Public avgfacsal: 91485","type: Public avgfacsal: NA","type: Public avgfacsal: 67788","type: Private, nonprofit avgfacsal: 80577","type: Private, nonprofit avgfacsal: 56979","type: Private, nonprofit avgfacsal: 55143","type: Public avgfacsal: 84222","type: Private, nonprofit avgfacsal: 43452","type: Public avgfacsal: 99981","type: Public avgfacsal: 81189","type: Private, nonprofit avgfacsal: 56889","type: Private, nonprofit avgfacsal: 52596","type: Public avgfacsal: 75420","type: Public avgfacsal: 68076","type: Private, nonprofit avgfacsal: 69345","type: Private, nonprofit avgfacsal: 71712","type: Private, nonprofit avgfacsal: 148905","type: Private, nonprofit avgfacsal: 78282","type: Public avgfacsal: 97884","type: Public avgfacsal: 126270","type: Private, nonprofit avgfacsal: 72747","type: Public avgfacsal: 80010","type: Public avgfacsal: 87372","type: Private, nonprofit avgfacsal: 72468","type: Private, nonprofit avgfacsal: 63828","type: Private, nonprofit avgfacsal: 63801","type: Public avgfacsal: 77877","type: Public avgfacsal: 72558","type: Private, nonprofit avgfacsal: 59157","type: Public avgfacsal: 73422","type: Public avgfacsal: 115353","type: Private, nonprofit avgfacsal: 75528","type: Private, nonprofit avgfacsal: 70749","type: Private, nonprofit avgfacsal: 66330","type: Private, nonprofit avgfacsal: 83169","type: Private, nonprofit avgfacsal: 67707","type: Private, nonprofit avgfacsal: 121410","type: Private, nonprofit avgfacsal: 58977","type: Private, nonprofit avgfacsal: 76410","type: Private, nonprofit avgfacsal: 156717","type: Private, nonprofit avgfacsal: 29997","type: Private, nonprofit avgfacsal: 62973","type: Private, for-profit avgfacsal: 77796","type: Private, nonprofit avgfacsal: 136017","type: Private, nonprofit avgfacsal: 92376","type: Private, nonprofit avgfacsal: 143181","type: Private, nonprofit avgfacsal: 136359","type: Private, nonprofit avgfacsal: 124443","type: Public avgfacsal: 87759","type: Private, nonprofit avgfacsal: 60714","type: Private, nonprofit avgfacsal: 102510","type: Private, nonprofit avgfacsal: 92790","type: Private, nonprofit avgfacsal: 63423","type: Private, nonprofit avgfacsal: 51525","type: Private, nonprofit avgfacsal: 93798","type: Private, nonprofit avgfacsal: 85086","type: Private, nonprofit avgfacsal: 98946","type: Private, nonprofit avgfacsal: 51480","type: Public avgfacsal: 84393","type: Public avgfacsal: 85752","type: Private, nonprofit avgfacsal: 62460","type: Private, nonprofit avgfacsal: 81063","type: Private, nonprofit avgfacsal: 195480","type: Private, nonprofit avgfacsal: 48582","type: Private, nonprofit avgfacsal: 103086","type: Private, nonprofit avgfacsal: 74421","type: Private, nonprofit avgfacsal: 79992","type: Private, nonprofit avgfacsal: 44289","type: Public avgfacsal: 110493","type: Public avgfacsal: 114840","type: Public avgfacsal: 100026","type: Private, nonprofit avgfacsal: 97497","type: Public avgfacsal: 86931","type: Private, nonprofit avgfacsal: 182700","type: Public avgfacsal: 77445","type: Private, nonprofit avgfacsal: 86472","type: Private, nonprofit avgfacsal: 95526","type: Private, nonprofit avgfacsal: 53649","type: Private, nonprofit avgfacsal: 71910","type: Public avgfacsal: 79524","type: Private, nonprofit avgfacsal: 122778","type: Private, nonprofit avgfacsal: 65232","type: Private, nonprofit avgfacsal: 75294","type: Public avgfacsal: 84969","type: Private, nonprofit avgfacsal: 72315","type: Private, nonprofit avgfacsal: 69624","type: Private, nonprofit avgfacsal: 110034","type: Private, nonprofit avgfacsal: 70344","type: Public avgfacsal: 103140","type: Private, nonprofit avgfacsal: 86310","type: Private, nonprofit avgfacsal: 107145","type: Private, nonprofit avgfacsal: 116424","type: Private, nonprofit avgfacsal: 113751","type: Private, nonprofit avgfacsal: 86427","type: Private, nonprofit avgfacsal: 87831","type: Public avgfacsal: 88677","type: Private, nonprofit avgfacsal: 80955","type: Private, nonprofit avgfacsal: 123777","type: Private, nonprofit avgfacsal: 116091","type: Public avgfacsal: 79830","type: Private, nonprofit avgfacsal: 55602","type: Private, nonprofit avgfacsal: 65835","type: Private, nonprofit avgfacsal: 71316","type: Private, nonprofit avgfacsal: 45513","type: Private, nonprofit avgfacsal: 58689","type: Private, nonprofit avgfacsal: 52569","type: Private, nonprofit avgfacsal: 80388","type: Public avgfacsal: 90693","type: Private, nonprofit avgfacsal: 49284","type: Private, nonprofit avgfacsal: 53640","type: Private, nonprofit avgfacsal: 98145","type: Private, nonprofit avgfacsal: 61965","type: Private, nonprofit avgfacsal: 88335","type: Public avgfacsal: 87831","type: Public avgfacsal: 88362","type: Private, nonprofit avgfacsal: 78939","type: Private, nonprofit avgfacsal: 44541","type: Private, nonprofit avgfacsal: 57690","type: Public avgfacsal: 85095","type: Private, nonprofit avgfacsal: 67869","type: Private, nonprofit avgfacsal: 75852","type: Private, nonprofit avgfacsal: 75861","type: Public avgfacsal: 62073","type: Private, nonprofit avgfacsal: 72162","type: Private, nonprofit avgfacsal: 64422","type: Private, nonprofit avgfacsal: 56016","type: Public avgfacsal: 109242","type: Public avgfacsal: 107352","type: Public avgfacsal: 98208","type: Public avgfacsal: 96552","type: Public avgfacsal: 86994","type: Public avgfacsal: 74880","type: Private, nonprofit avgfacsal: 59661","type: Public avgfacsal: 87741","type: Private, nonprofit avgfacsal: 57744","type: Private, nonprofit avgfacsal: 47385","type: Private, nonprofit avgfacsal: 59958","type: Public avgfacsal: 74718","type: Private, nonprofit avgfacsal: 59121","type: Private, nonprofit avgfacsal: 50841","type: Private, nonprofit avgfacsal: 50805","type: Public avgfacsal: 99729","type: Public avgfacsal: 92106","type: Private, nonprofit avgfacsal: 75096","type: Public avgfacsal: 80190","type: Private, nonprofit avgfacsal: 63414","type: Private, nonprofit avgfacsal: 68823","type: Private, nonprofit avgfacsal: 113130","type: Private, nonprofit avgfacsal: 67788","type: Private, nonprofit avgfacsal: 61092","type: Private, nonprofit avgfacsal: 42444","type: Private, nonprofit avgfacsal: 70884","type: Private, nonprofit avgfacsal: 73314","type: Private, nonprofit avgfacsal: 98082","type: Public avgfacsal: 87993","type: Private, nonprofit avgfacsal: NA","type: Public avgfacsal: 89037","type: Public avgfacsal: 111870","type: Public avgfacsal: 72351","type: Private, nonprofit avgfacsal: 72342","type: Private, nonprofit avgfacsal: 64305","type: Public avgfacsal: 75744","type: Public avgfacsal: 68661","type: Public avgfacsal: 84420","type: Private, nonprofit avgfacsal: 64269","type: Private, nonprofit avgfacsal: 56682","type: Private, nonprofit avgfacsal: 78309","type: Public avgfacsal: 89433","type: Private, nonprofit avgfacsal: 77832","type: Private, nonprofit avgfacsal: 61380","type: Private, nonprofit avgfacsal: 79794","type: Private, nonprofit avgfacsal: 47052","type: Private, nonprofit avgfacsal: 63909","type: Private, nonprofit avgfacsal: 98910","type: Private, nonprofit avgfacsal: 67275","type: Public avgfacsal: 85671","type: Private, nonprofit avgfacsal: 60426","type: Public avgfacsal: 84168","type: Public avgfacsal: 56538","type: Private, nonprofit avgfacsal: 49698","type: Private, nonprofit avgfacsal: 49518","type: Public avgfacsal: 62253","type: Public avgfacsal: 65034","type: Private, nonprofit avgfacsal: 73431","type: Public avgfacsal: 85689","type: Public avgfacsal: 56799","type: Public avgfacsal: 53649","type: Private, nonprofit avgfacsal: 70821","type: Public avgfacsal: 83592","type: Private, nonprofit avgfacsal: 35235","type: Public avgfacsal: 72792","type: Private, nonprofit avgfacsal: 44577","type: Private, nonprofit avgfacsal: 55251","type: Private, nonprofit avgfacsal: 59058","type: Private, nonprofit avgfacsal: 65412","type: Private, nonprofit avgfacsal: 30015","type: Private, nonprofit avgfacsal: 57429","type: Public avgfacsal: 71073","type: Private, nonprofit avgfacsal: 48321","type: Private, nonprofit avgfacsal: 38772","type: Private, nonprofit avgfacsal: 61101","type: Private, nonprofit avgfacsal: 50769","type: Private, nonprofit avgfacsal: 50229","type: Private, nonprofit avgfacsal: 43659","type: Private, nonprofit avgfacsal: 66141","type: Private, nonprofit avgfacsal: 46368","type: Private, nonprofit avgfacsal: 69291","type: Private, nonprofit avgfacsal: 79965","type: Private, nonprofit avgfacsal: 60309","type: Private, nonprofit avgfacsal: 82548","type: Private, nonprofit avgfacsal: 64143","type: Private, nonprofit avgfacsal: 56646","type: Public avgfacsal: 56394","type: Private, nonprofit avgfacsal: 43443","type: Public avgfacsal: 94752","type: Public avgfacsal: 86256","type: Public avgfacsal: 100962","type: Public avgfacsal: 83970","type: Public avgfacsal: 63873","type: Public avgfacsal: 67680","type: Private, nonprofit avgfacsal: 50094","type: Private, nonprofit avgfacsal: 69885","type: Private, nonprofit avgfacsal: 66906","type: Private, nonprofit avgfacsal: 94959","type: Private, nonprofit avgfacsal: 37350","type: Private, nonprofit avgfacsal: 84744","type: Private, nonprofit avgfacsal: 51165","type: Private, nonprofit avgfacsal: 58824","type: Public avgfacsal: 68778","type: Public avgfacsal: 72162","type: Private, nonprofit avgfacsal: 141723","type: Private, nonprofit avgfacsal: 76878","type: Private, nonprofit avgfacsal: 59130","type: Private, nonprofit avgfacsal: 64062","type: Private, nonprofit avgfacsal: 46917","type: Private, nonprofit avgfacsal: 55530","type: Private, nonprofit avgfacsal: 57429","type: Public avgfacsal: 73359","type: Public avgfacsal: 77382","type: Public avgfacsal: 75420","type: Private, nonprofit avgfacsal: 60210","type: Public avgfacsal: 63468","type: Private, nonprofit avgfacsal: 37503","type: Private, nonprofit avgfacsal: 57987","type: Private, nonprofit avgfacsal: 72378","type: Private, nonprofit avgfacsal: 54306","type: Private, nonprofit avgfacsal: 90081","type: Private, nonprofit avgfacsal: 61695","type: Private, nonprofit avgfacsal: 58770","type: Public avgfacsal: 71343","type: Private, nonprofit avgfacsal: 52119","type: Private, nonprofit avgfacsal: 56871","type: Public avgfacsal: 76554","type: Private, nonprofit avgfacsal: 62559","type: Public avgfacsal: 103329","type: Private, nonprofit avgfacsal: 32850","type: Private, nonprofit avgfacsal: 64251","type: Private, nonprofit avgfacsal: 55458","type: Private, nonprofit avgfacsal: 50121","type: Public avgfacsal: 97551","type: Public avgfacsal: 92898","type: Private, nonprofit avgfacsal: 43362","type: Private, nonprofit avgfacsal: 62532","type: Private, nonprofit avgfacsal: 147528","type: Private, nonprofit avgfacsal: 68778","type: Private, nonprofit avgfacsal: 43785","type: Private, nonprofit avgfacsal: 56781","type: Private, nonprofit avgfacsal: 81360","type: Public avgfacsal: 100683","type: Public avgfacsal: 85293","type: Public avgfacsal: 88677","type: Public avgfacsal: 78570","type: Private, nonprofit avgfacsal: 65808","type: Private, nonprofit avgfacsal: 78885","type: Private, nonprofit avgfacsal: 86805","type: Private, nonprofit avgfacsal: 75600","type: Private, nonprofit avgfacsal: 64773","type: Private, nonprofit avgfacsal: 83952","type: Private, nonprofit avgfacsal: 84987","type: Private, nonprofit avgfacsal: 67572","type: Private, nonprofit avgfacsal: 83169","type: Private, nonprofit avgfacsal: 74664","type: Public avgfacsal: 82998","type: Public avgfacsal: 103212","type: Public avgfacsal: 81288","type: Private, nonprofit avgfacsal: 87003","type: Public avgfacsal: 99756","type: Public avgfacsal: 115533","type: Private, nonprofit avgfacsal: 195057","type: Private, nonprofit avgfacsal: 44658","type: Public avgfacsal: 101250","type: Private, nonprofit avgfacsal: 100620","type: Public avgfacsal: 113274","type: Public avgfacsal: 114750","type: Public avgfacsal: 130248","type: Private, nonprofit avgfacsal: 78507","type: Private, nonprofit avgfacsal: 93078","type: Private, nonprofit avgfacsal: 65988","type: Private, nonprofit avgfacsal: 144144","type: Public avgfacsal: 92655","type: Private, nonprofit avgfacsal: 20979","type: Public avgfacsal: 99837","type: Public avgfacsal: 106596","type: Public avgfacsal: 65196","type: Public avgfacsal: 66240","type: Public avgfacsal: 81747","type: Public avgfacsal: 87147","type: Public avgfacsal: 81936","type: Private, nonprofit avgfacsal: 110934","type: Private, nonprofit avgfacsal: 86076","type: Private, nonprofit avgfacsal: 59274","type: Private, nonprofit avgfacsal: 51912","type: Private, nonprofit avgfacsal: 106452","type: Private, nonprofit avgfacsal: 128241","type: Private, nonprofit avgfacsal: 34209","type: Private, nonprofit avgfacsal: 76158","type: Private, nonprofit avgfacsal: 70335","type: Private, nonprofit avgfacsal: 28458","type: Private, nonprofit avgfacsal: 102060","type: Private, nonprofit avgfacsal: 109242","type: Private, nonprofit avgfacsal: 79758","type: Private, nonprofit avgfacsal: 179874","type: Private, nonprofit avgfacsal: 111177","type: Private, nonprofit avgfacsal: 141849","type: Private, nonprofit avgfacsal: 85419","type: Public avgfacsal: 114444","type: Public avgfacsal: 111879","type: Public avgfacsal: 116955","type: Public avgfacsal: 114984","type: Public avgfacsal: 106704","type: Public avgfacsal: 105651","type: Public avgfacsal: 103734","type: Public avgfacsal: 106038","type: Public avgfacsal: 108270","type: Public avgfacsal: 104247","type: Private, nonprofit avgfacsal: 62730","type: Private, nonprofit avgfacsal: 63549","type: Private, nonprofit avgfacsal: 47403","type: Private, nonprofit avgfacsal: 76500","type: Private, nonprofit avgfacsal: 48285","type: Public avgfacsal: 82665","type: Private, for-profit avgfacsal: 49473","type: Private, nonprofit avgfacsal: 131346","type: Private, nonprofit avgfacsal: 102195","type: Private, nonprofit avgfacsal: 70857","type: Private, nonprofit avgfacsal: 80334","type: Private, nonprofit avgfacsal: 53775","type: Private, nonprofit avgfacsal: 80010","type: Private, nonprofit avgfacsal: 126612","type: Private, nonprofit avgfacsal: 55305","type: Private, nonprofit avgfacsal: 90846","type: Private, nonprofit avgfacsal: 81369","type: Private, for-profit avgfacsal: 41013","type: Private, nonprofit avgfacsal: 117459","type: Private, nonprofit avgfacsal: 71694","type: Private, nonprofit avgfacsal: 56835","type: Private, for-profit avgfacsal: 57564","type: Private, nonprofit avgfacsal: 83358","type: Private, nonprofit avgfacsal: 111438","type: Private, nonprofit avgfacsal: 44316","type: Private, nonprofit avgfacsal: 102618","type: Private, nonprofit avgfacsal: 70830","type: Private, nonprofit avgfacsal: 81990","type: Private, nonprofit avgfacsal: 62406","type: Private, nonprofit avgfacsal: 89721","type: Private, nonprofit avgfacsal: 74826","type: Private, nonprofit avgfacsal: 49500","type: Private, nonprofit avgfacsal: 85815","type: Private, nonprofit avgfacsal: 27405","type: Private, nonprofit avgfacsal: 36711","type: Private, nonprofit avgfacsal: 20394","type: Private, nonprofit avgfacsal: 28305","type: Private, nonprofit avgfacsal: 97839","type: Private, for-profit avgfacsal: 52731","type: Private, nonprofit avgfacsal: 80370","type: Private, nonprofit avgfacsal: 90351","type: Private, nonprofit avgfacsal: 75447","type: Private, nonprofit avgfacsal: 110358","type: Private, nonprofit avgfacsal: 144792","type: Private, nonprofit avgfacsal: 83142","type: Private, nonprofit avgfacsal: 113517","type: Private, nonprofit avgfacsal: NA","type: Private, nonprofit avgfacsal: 61074","type: Private, nonprofit avgfacsal: 43596","type: Private, nonprofit avgfacsal: 112590","type: Private, nonprofit avgfacsal: 50706","type: Private, for-profit avgfacsal: 55206","type: Private, nonprofit avgfacsal: 29997","type: Private, nonprofit avgfacsal: 104787","type: Private, nonprofit avgfacsal: 62028","type: Private, nonprofit avgfacsal: 54801","type: Private, nonprofit avgfacsal: 9612","type: Private, nonprofit avgfacsal: 45207","type: Private, nonprofit avgfacsal: 23724","type: Private, nonprofit avgfacsal: 119358","type: Private, nonprofit avgfacsal: 61020","type: Private, nonprofit avgfacsal: 96804","type: Private, nonprofit avgfacsal: 116721","type: Private, nonprofit avgfacsal: 56421","type: Private, nonprofit avgfacsal: 60642","type: Private, nonprofit avgfacsal: 79767","type: Private, nonprofit avgfacsal: 90819","type: Private, nonprofit avgfacsal: 71415","type: Private, nonprofit avgfacsal: 82278","type: Private, nonprofit avgfacsal: 87921","type: Private, nonprofit avgfacsal: 79974","type: Private, nonprofit avgfacsal: 91899","type: Private, nonprofit avgfacsal: 84123","type: Private, nonprofit avgfacsal: 83538","type: Private, nonprofit avgfacsal: 113031","type: Public avgfacsal: 54459","type: Public avgfacsal: 64710","type: Public avgfacsal: 58464","type: Public avgfacsal: 62100","type: Public avgfacsal: 78264","type: Public avgfacsal: 61785","type: Public avgfacsal: 92142","type: Public avgfacsal: 93474","type: Public avgfacsal: 99162","type: Public avgfacsal: 116694","type: Public avgfacsal: 83331","type: Public avgfacsal: 90180","type: Public avgfacsal: 71685","type: Public avgfacsal: 74916","type: Public avgfacsal: 63657","type: Public avgfacsal: 68139","type: Public avgfacsal: 73521","type: Public avgfacsal: 68931","type: Public avgfacsal: 65052","type: Public avgfacsal: 67770","type: Public avgfacsal: 61407","type: Public avgfacsal: 69948","type: Public avgfacsal: 84375","type: Public avgfacsal: 67320","type: Public avgfacsal: 73008","type: Private, nonprofit avgfacsal: 110583","type: Private, nonprofit avgfacsal: 49095","type: Private, nonprofit avgfacsal: 66546","type: Private, nonprofit avgfacsal: 78039","type: Private, nonprofit avgfacsal: 59985","type: Private, nonprofit avgfacsal: 104049","type: Public avgfacsal: 97182","type: Public avgfacsal: 94725","type: Private, nonprofit avgfacsal: 75123","type: Private, nonprofit avgfacsal: 111060","type: Private, nonprofit avgfacsal: 44226","type: Private, for-profit avgfacsal: 35478","type: Private, nonprofit avgfacsal: 71208","type: Private, nonprofit avgfacsal: 96075","type: Private, nonprofit avgfacsal: 63378","type: Private, for-profit avgfacsal: 55161","type: Private, nonprofit avgfacsal: 53190","type: Private, nonprofit avgfacsal: 58770","type: Private, nonprofit avgfacsal: 115812","type: Private, nonprofit avgfacsal: 29457","type: Private, nonprofit avgfacsal: 35631","type: Public avgfacsal: 72522","type: Private, nonprofit avgfacsal: 54324","type: Private, nonprofit avgfacsal: 51669","type: Private, nonprofit avgfacsal: 43191","type: Private, nonprofit avgfacsal: 47007","type: Private, nonprofit avgfacsal: 68958","type: Private, nonprofit avgfacsal: 79245","type: Private, nonprofit avgfacsal: 67257","type: Private, nonprofit avgfacsal: 65151","type: Private, nonprofit avgfacsal: 106110","type: Private, nonprofit avgfacsal: 152964","type: Public avgfacsal: 77337","type: Public avgfacsal: 69399","type: Private, nonprofit avgfacsal: 85509","type: Public avgfacsal: 75726","type: Private, nonprofit avgfacsal: 62793","type: Private, nonprofit avgfacsal: 55053","type: Private, nonprofit avgfacsal: 62235","type: Private, nonprofit avgfacsal: 74403","type: Private, nonprofit avgfacsal: 58086","type: Private, nonprofit avgfacsal: 47853","type: Private, nonprofit avgfacsal: 67356","type: Private, nonprofit avgfacsal: 50391","type: Private, nonprofit avgfacsal: 50265","type: Private, nonprofit avgfacsal: 67644","type: Private, nonprofit avgfacsal: 67221","type: Private, nonprofit avgfacsal: 52038","type: Private, nonprofit avgfacsal: 59994","type: Public avgfacsal: 77157","type: Public avgfacsal: 72945","type: Public avgfacsal: 113886","type: Public avgfacsal: 88551","type: Public avgfacsal: 78021","type: Public avgfacsal: 76311","type: Public avgfacsal: 67797","type: Public avgfacsal: 99477","type: Private, nonprofit avgfacsal: 55296","type: Public avgfacsal: 77670","type: Private, nonprofit avgfacsal: 53001","type: Public avgfacsal: 67338","type: Private, nonprofit avgfacsal: 62955","type: Private, nonprofit avgfacsal: 71325","type: Private, nonprofit avgfacsal: 45702","type: Private, nonprofit avgfacsal: 43119","type: Private, nonprofit avgfacsal: 53307","type: Private, nonprofit avgfacsal: 42777","type: Private, nonprofit avgfacsal: 32940","type: Private, nonprofit avgfacsal: 63702","type: Private, nonprofit avgfacsal: 108360","type: Private, nonprofit avgfacsal: 53658","type: Private, nonprofit avgfacsal: 72675","type: Public avgfacsal: 74313","type: Public avgfacsal: 70830","type: Public avgfacsal: 62172","type: Private, nonprofit avgfacsal: 59805","type: Private, nonprofit avgfacsal: 72072","type: Public avgfacsal: 55215","type: Public avgfacsal: 66132","type: Public avgfacsal: 82224","type: Public avgfacsal: 84906","type: Private, nonprofit avgfacsal: 36567","type: Public avgfacsal: 56457","type: Private, nonprofit avgfacsal: 55395","type: Public avgfacsal: 91098","type: Private, nonprofit avgfacsal: 48195","type: Private, nonprofit avgfacsal: 66231","type: Private, nonprofit avgfacsal: 61623","type: Private, nonprofit avgfacsal: 75249","type: Private, nonprofit avgfacsal: 50535","type: Public avgfacsal: 88011","type: Private, nonprofit avgfacsal: 77067","type: Private, nonprofit avgfacsal: 107253","type: Private, nonprofit avgfacsal: 71532","type: Public avgfacsal: 62928","type: Private, nonprofit avgfacsal: 61245","type: Public avgfacsal: 95220","type: Private, nonprofit avgfacsal: 51426","type: Private, nonprofit avgfacsal: 67698","type: Public avgfacsal: 88002","type: Private, nonprofit avgfacsal: 50220","type: Private, nonprofit avgfacsal: 81369","type: Private, nonprofit avgfacsal: 55899","type: Private, nonprofit avgfacsal: 89622","type: Private, nonprofit avgfacsal: 66519","type: Private, nonprofit avgfacsal: 9747","type: Private, nonprofit avgfacsal: 63117","type: Private, nonprofit avgfacsal: 57816","type: Private, nonprofit avgfacsal: 59850","type: Private, nonprofit avgfacsal: 83727","type: Public avgfacsal: 86445","type: Private, nonprofit avgfacsal: 82710","type: Private, nonprofit avgfacsal: 72612","type: Private, nonprofit avgfacsal: 50904","type: Private, nonprofit avgfacsal: 63441","type: Private, nonprofit avgfacsal: 57681","type: Private, nonprofit avgfacsal: 66708","type: Private, nonprofit avgfacsal: 63468","type: Public avgfacsal: 94131","type: Private, nonprofit avgfacsal: 74808","type: Private, nonprofit avgfacsal: 66861","type: Private, nonprofit avgfacsal: 57861","type: Private, nonprofit avgfacsal: 64512","type: Private, nonprofit avgfacsal: 67662","type: Private, nonprofit avgfacsal: 47340","type: Private, nonprofit avgfacsal: 80343","type: Private, nonprofit avgfacsal: 59778","type: Private, nonprofit avgfacsal: 80172","type: Public avgfacsal: 118197","type: Public avgfacsal: 83673","type: Private, nonprofit avgfacsal: 74772","type: Private, nonprofit avgfacsal: 73683","type: Private, nonprofit avgfacsal: 49401","type: Private, nonprofit avgfacsal: 29943","type: Private, for-profit avgfacsal: 53352","type: Private, nonprofit avgfacsal: 76167","type: Private, nonprofit avgfacsal: 63747","type: Public avgfacsal: 88524","type: Private, nonprofit avgfacsal: 54576","type: Private, for-profit avgfacsal: NA","type: Private, nonprofit avgfacsal: 56628","type: Private, nonprofit avgfacsal: 49149","type: Private, nonprofit avgfacsal: 51048","type: Private, nonprofit avgfacsal: 68283","type: Private, nonprofit avgfacsal: 74898","type: Public avgfacsal: 87426","type: Public avgfacsal: 91035","type: Private, nonprofit avgfacsal: 79740","type: Public avgfacsal: 76590","type: Private, nonprofit avgfacsal: 36144","type: Private, nonprofit avgfacsal: 53271","type: Public avgfacsal: 63864","type: Public avgfacsal: 52983","type: Private, nonprofit avgfacsal: 28800","type: Public avgfacsal: 65232","type: Public avgfacsal: 59481","type: Private, nonprofit avgfacsal: 61281","type: Public avgfacsal: 84825","type: Private, nonprofit avgfacsal: 63252","type: Private, nonprofit avgfacsal: 67653","type: Public avgfacsal: 92223","type: Private, nonprofit avgfacsal: 68544","type: Public avgfacsal: 51696","type: Public avgfacsal: 60696","type: Public avgfacsal: 65970","type: Private, nonprofit avgfacsal: 99648","type: Public avgfacsal: 70371","type: Private, nonprofit avgfacsal: NA","type: Private, nonprofit avgfacsal: 68922","type: Private, nonprofit avgfacsal: 91575","type: Private, nonprofit avgfacsal: 64278","type: Private, nonprofit avgfacsal: 57762","type: Private, nonprofit avgfacsal: 48213","type: Private, nonprofit avgfacsal: 51786","type: Public avgfacsal: 76491","type: Public avgfacsal: 96426","type: Public avgfacsal: 103689","type: Private, nonprofit avgfacsal: 60957","type: Private, nonprofit avgfacsal: 76563","type: Public avgfacsal: 92736","type: Private, nonprofit avgfacsal: 83673","type: Private, nonprofit avgfacsal: 90891","type: Public avgfacsal: 81954","type: Private, nonprofit avgfacsal: 52272","type: Private, nonprofit avgfacsal: 59211","type: Private, nonprofit avgfacsal: 98721","type: Public avgfacsal: 62856","type: Private, nonprofit avgfacsal: 64350","type: Private, nonprofit avgfacsal: 58932","type: Private, nonprofit avgfacsal: 72711","type: Private, nonprofit avgfacsal: 75546","type: Private, nonprofit avgfacsal: 67401","type: Private, nonprofit avgfacsal: 37827","type: Private, nonprofit avgfacsal: 73503","type: Public avgfacsal: 91161","type: Private, nonprofit avgfacsal: 100710","type: Private, nonprofit avgfacsal: 106200","type: Private, nonprofit avgfacsal: 65997","type: Public avgfacsal: 94410","type: Private, nonprofit avgfacsal: 65970","type: Private, nonprofit avgfacsal: 113706","type: Private, nonprofit avgfacsal: 69795","type: Private, for-profit avgfacsal: 46404","type: Private, nonprofit avgfacsal: 72324","type: Private, nonprofit avgfacsal: 54657","type: Public avgfacsal: 89514","type: Private, nonprofit avgfacsal: 75933","type: Private, nonprofit avgfacsal: 77193","type: Private, nonprofit avgfacsal: 83790","type: Private, nonprofit avgfacsal: 103257","type: Private, nonprofit avgfacsal: 83547","type: Public avgfacsal: 91917","type: Private, nonprofit avgfacsal: 53766","type: Public avgfacsal: 93807","type: Private, nonprofit avgfacsal: 81720","type: Private, nonprofit avgfacsal: 91233","type: Private, nonprofit avgfacsal: 72405","type: Private, nonprofit avgfacsal: 65709","type: Private, nonprofit avgfacsal: 87327","type: Private, nonprofit avgfacsal: NA","type: Private, nonprofit avgfacsal: 61677","type: Private, nonprofit avgfacsal: 96300","type: Private, nonprofit avgfacsal: 65754","type: Private, for-profit avgfacsal: NA","type: Private, nonprofit avgfacsal: 43461","type: Public avgfacsal: 95751","type: Private, nonprofit avgfacsal: 73125","type: Private, nonprofit avgfacsal: 59760","type: Private, nonprofit avgfacsal: 75591","type: Public avgfacsal: 90198","type: Private, nonprofit avgfacsal: 64098","type: Private, nonprofit avgfacsal: 85320","type: Private, nonprofit avgfacsal: 107829","type: Private, nonprofit avgfacsal: 50571","type: Private, nonprofit avgfacsal: 71478","type: Private, nonprofit avgfacsal: 126306","type: Public avgfacsal: 80442","type: Public avgfacsal: 96930","type: Private, nonprofit avgfacsal: 70794","type: Private, nonprofit avgfacsal: 47745","type: Public avgfacsal: 95067","type: Private, nonprofit avgfacsal: 68589","type: Private, nonprofit avgfacsal: 65511","type: Private, nonprofit avgfacsal: 77850","type: Public avgfacsal: 92682","type: Private, nonprofit avgfacsal: 71640","type: Private, nonprofit avgfacsal: 65493","type: Private, nonprofit avgfacsal: 72198","type: Private, nonprofit avgfacsal: 62172","type: Private, nonprofit avgfacsal: 78705","type: Private, nonprofit avgfacsal: 64755","type: Private, nonprofit avgfacsal: 53892","type: Private, nonprofit avgfacsal: 39834","type: Private, nonprofit avgfacsal: 172359","type: Private, nonprofit avgfacsal: 62910","type: Private, nonprofit avgfacsal: 60093","type: Private, nonprofit avgfacsal: 78003","type: Public avgfacsal: 68697","type: Public avgfacsal: 66384","type: Public avgfacsal: 69183","type: Public avgfacsal: 98721","type: Private, nonprofit avgfacsal: 80100","type: Private, for-profit avgfacsal: 45000","type: Private, nonprofit avgfacsal: 115407","type: Private, nonprofit avgfacsal: 52308","type: Private, nonprofit avgfacsal: 65079","type: Private, nonprofit avgfacsal: 96516","type: Private, nonprofit avgfacsal: 70254","type: Private, nonprofit avgfacsal: 92952","type: Private, nonprofit avgfacsal: 69120","type: Public avgfacsal: 100350","type: Public avgfacsal: 90720","type: Private, nonprofit avgfacsal: 40284","type: Private, nonprofit avgfacsal: 75249","type: Private, nonprofit avgfacsal: 118899","type: Private, nonprofit avgfacsal: 41049","type: Public avgfacsal: 107082","type: Private, nonprofit avgfacsal: 59436","type: Private, nonprofit avgfacsal: 89883","type: Private, nonprofit avgfacsal: 80001","type: Private, nonprofit avgfacsal: 54639","type: Private, nonprofit avgfacsal: 104400","type: Private, nonprofit avgfacsal: 72729","type: Private, nonprofit avgfacsal: 61920","type: Public avgfacsal: 91404","type: Private, nonprofit avgfacsal: 65250","type: Private, nonprofit avgfacsal: 80973","type: Private, nonprofit avgfacsal: 82287","type: Private, nonprofit avgfacsal: 59850","type: Private, nonprofit avgfacsal: 50004","type: Private, nonprofit avgfacsal: 82125","type: Private, nonprofit avgfacsal: 145674","type: Private, nonprofit avgfacsal: 127755","type: Private, nonprofit avgfacsal: 88173","type: Private, nonprofit avgfacsal: 61515","type: Private, nonprofit avgfacsal: 99720","type: Public avgfacsal: 99873","type: Public avgfacsal: 89703","type: Private, nonprofit avgfacsal: 94545","type: Private, nonprofit avgfacsal: 112347","type: Private, nonprofit avgfacsal: 80154","type: Private, nonprofit avgfacsal: 40131","type: Private, nonprofit avgfacsal: 61650","type: Private, nonprofit avgfacsal: 54981","type: Private, nonprofit avgfacsal: 60057","type: Private, nonprofit avgfacsal: 45945","type: Public avgfacsal: 82404","type: Public avgfacsal: 81180","type: Private, nonprofit avgfacsal: 66987","type: Public avgfacsal: 96111","type: Private, nonprofit avgfacsal: 56466","type: Private, nonprofit avgfacsal: 45270","type: Private, nonprofit avgfacsal: 52641","type: Private, nonprofit avgfacsal: 56997","type: Private, nonprofit avgfacsal: 45180","type: Public avgfacsal: 68841","type: Private, nonprofit avgfacsal: 88470","type: Public avgfacsal: 57204","type: Private, nonprofit avgfacsal: 50859","type: Private, nonprofit avgfacsal: 60264","type: Private, nonprofit avgfacsal: 53541","type: Private, nonprofit avgfacsal: 73260","type: Public avgfacsal: 66888","type: Public avgfacsal: 68724","type: Public avgfacsal: 102393","type: Public avgfacsal: 73503","type: Public avgfacsal: 66519","type: Public avgfacsal: 66510","type: Private, nonprofit avgfacsal: 50985","type: Public avgfacsal: 71604","type: Private, nonprofit avgfacsal: 77067","type: Private, nonprofit avgfacsal: 61290","type: Public avgfacsal: 65547","type: Public avgfacsal: 77076","type: Private, nonprofit avgfacsal: 55332","type: Private, nonprofit avgfacsal: 64503","type: Private, nonprofit avgfacsal: 46611","type: Public avgfacsal: 67518","type: Private, nonprofit avgfacsal: 45666","type: Public avgfacsal: 88596","type: Public avgfacsal: 79740","type: Private, nonprofit avgfacsal: 59499","type: Public avgfacsal: 74988","type: Public avgfacsal: 74196","type: Private, nonprofit avgfacsal: 61704","type: Private, nonprofit avgfacsal: 87327","type: Private, nonprofit avgfacsal: 30051","type: Private, nonprofit avgfacsal: 55575","type: Private, nonprofit avgfacsal: 67968","type: Private, nonprofit avgfacsal: 50904","type: Private, nonprofit avgfacsal: 72504","type: Public avgfacsal: 70335","type: Private, nonprofit avgfacsal: 56169","type: Private, nonprofit avgfacsal: 63837","type: Private, nonprofit avgfacsal: 53496","type: Private, nonprofit avgfacsal: 47826","type: Private, nonprofit avgfacsal: 47178","type: Private, nonprofit avgfacsal: 68022","type: Private, nonprofit avgfacsal: 64476","type: Private, nonprofit avgfacsal: 52785","type: Private, nonprofit avgfacsal: 59895","type: Public avgfacsal: 79911","type: Public avgfacsal: 79281","type: Private, nonprofit avgfacsal: 79155","type: Private, nonprofit avgfacsal: 83952","type: Private, nonprofit avgfacsal: 51255","type: Private, nonprofit avgfacsal: 45684","type: Public avgfacsal: 80694","type: Public avgfacsal: 104742","type: Public avgfacsal: 68769","type: Public avgfacsal: 75348","type: Private, nonprofit avgfacsal: 63171","type: Private, nonprofit avgfacsal: 45810","type: Private, nonprofit avgfacsal: 67023","type: Private, nonprofit avgfacsal: 132381","type: Private, nonprofit avgfacsal: 76095","type: Public avgfacsal: 69021","type: Private, nonprofit avgfacsal: 67914","type: Private, nonprofit avgfacsal: 32787","type: Private, nonprofit avgfacsal: 96057","type: Private, nonprofit avgfacsal: 50445","type: Public avgfacsal: 76995","type: Private, nonprofit avgfacsal: 74700","type: Private, nonprofit avgfacsal: 45279","type: Private, nonprofit avgfacsal: 73953","type: Private, nonprofit avgfacsal: 64359","type: Public avgfacsal: 72738","type: Public avgfacsal: 79173","type: Private, nonprofit avgfacsal: 48969","type: Private, nonprofit avgfacsal: 64755","type: Private, nonprofit avgfacsal: 69075","type: Public avgfacsal: 86004","type: Public avgfacsal: 77778","type: Public avgfacsal: 81090","type: Public avgfacsal: 112284","type: Private, nonprofit avgfacsal: 53073","type: Private, nonprofit avgfacsal: 50058","type: Private, nonprofit avgfacsal: 78669","type: Public avgfacsal: 75942","type: Public avgfacsal: 76437","type: Private, nonprofit avgfacsal: 57807","type: Private, nonprofit avgfacsal: 60597","type: Private, nonprofit avgfacsal: 72189","type: Private, nonprofit avgfacsal: 62847","type: Public avgfacsal: 73467","type: Public avgfacsal: 95850","type: Private, nonprofit avgfacsal: 63936","type: Public avgfacsal: 76959","type: Private, nonprofit avgfacsal: 52614","type: Public avgfacsal: 74772","type: Private, nonprofit avgfacsal: 150291","type: Private, nonprofit avgfacsal: 83385","type: Private, nonprofit avgfacsal: 72369","type: Public avgfacsal: 72549","type: Private, nonprofit avgfacsal: 65610","type: Private, nonprofit avgfacsal: 91638","type: Private, nonprofit avgfacsal: 121959","type: Private, nonprofit avgfacsal: 55539","type: Private, nonprofit avgfacsal: 77193","type: Public avgfacsal: 70497","type: Public avgfacsal: 77715","type: Private, nonprofit avgfacsal: 53226","type: Public avgfacsal: 64962","type: Public avgfacsal: 70281","type: Public avgfacsal: 72090","type: Public avgfacsal: 116604","type: Public avgfacsal: 92952","type: Public avgfacsal: 127494","type: Public avgfacsal: 120717","type: Public avgfacsal: 82728","type: Public avgfacsal: 82584","type: Private, nonprofit avgfacsal: 114228","type: Private, nonprofit avgfacsal: 67050","type: Public avgfacsal: 73629","type: Public avgfacsal: 88722","type: Public avgfacsal: 72999","type: Public avgfacsal: 96948","type: Private, nonprofit avgfacsal: 72288","type: Public avgfacsal: 78786","type: Private, nonprofit avgfacsal: 99927","type: Private, nonprofit avgfacsal: 48915","type: Public avgfacsal: 73089","type: Private, nonprofit avgfacsal: 108036","type: Private, nonprofit avgfacsal: 90135","type: Public avgfacsal: 67905","type: Public avgfacsal: 86922","type: Public avgfacsal: 100314","type: Private, nonprofit avgfacsal: 72099","type: Private, nonprofit avgfacsal: 89100","type: Public avgfacsal: 63549","type: Private, nonprofit avgfacsal: 79776","type: Private, nonprofit avgfacsal: 46503","type: Public avgfacsal: 65511","type: Private, nonprofit avgfacsal: 111888","type: Private, nonprofit avgfacsal: 69561","type: Private, nonprofit avgfacsal: 74070","type: Private, nonprofit avgfacsal: 65547","type: Public avgfacsal: 64737","type: Public avgfacsal: 93420","type: Private, nonprofit avgfacsal: 55512","type: Private, nonprofit avgfacsal: 50904","type: Private, nonprofit avgfacsal: 63981","type: Public avgfacsal: 108846","type: Private, nonprofit avgfacsal: 75384","type: Public avgfacsal: 86175","type: Private, nonprofit avgfacsal: 65286","type: Private, nonprofit avgfacsal: 53577","type: Private, nonprofit avgfacsal: 47412","type: Public avgfacsal: 109089","type: Private, nonprofit avgfacsal: 74286","type: Private, nonprofit avgfacsal: 68733","type: Private, nonprofit avgfacsal: 59724","type: Public avgfacsal: 86364","type: Private, nonprofit avgfacsal: 45828","type: Public avgfacsal: 73134","type: Private, nonprofit avgfacsal: 72234","type: Private, nonprofit avgfacsal: 60426","type: Public avgfacsal: 77706","type: Private, nonprofit avgfacsal: 76041","type: Public avgfacsal: 80001","type: Public avgfacsal: 84069","type: Public avgfacsal: 79983","type: Private, nonprofit avgfacsal: 76554","type: Private, nonprofit avgfacsal: 73710","type: Private, nonprofit avgfacsal: 111141","type: Private, nonprofit avgfacsal: 69606","type: Private, nonprofit avgfacsal: 74178","type: Private, nonprofit avgfacsal: 55044","type: Private, nonprofit avgfacsal: 57726","type: Public avgfacsal: 74034","type: Public avgfacsal: 109638","type: Public avgfacsal: 96768","type: Public avgfacsal: 139617","type: Public avgfacsal: 68031","type: Public avgfacsal: 73116","type: Private, nonprofit avgfacsal: 47286","type: Private, nonprofit avgfacsal: 77850","type: Private, nonprofit avgfacsal: 120996","type: Public avgfacsal: 80469","type: Private, nonprofit avgfacsal: 58905","type: Public avgfacsal: 84591","type: Public avgfacsal: 74403","type: Private, nonprofit avgfacsal: 92079","type: Private, nonprofit avgfacsal: 63270","type: Private, nonprofit avgfacsal: 71559","type: Private, nonprofit avgfacsal: 98136","type: Private, nonprofit avgfacsal: 59634","type: Private, nonprofit avgfacsal: 78354","type: Private, nonprofit avgfacsal: 88578","type: Public avgfacsal: 93609","type: Public avgfacsal: 123156","type: Public avgfacsal: 96777","type: Private, nonprofit avgfacsal: 84384","type: Private, nonprofit avgfacsal: 69615","type: Private, nonprofit avgfacsal: 53838","type: Private, nonprofit avgfacsal: 27531","type: Private, nonprofit avgfacsal: 54324","type: Public avgfacsal: 59049","type: Private, nonprofit avgfacsal: 60057","type: Public avgfacsal: 60363","type: Private, nonprofit avgfacsal: 51345","type: Public avgfacsal: 58806","type: Public avgfacsal: 73062","type: Public avgfacsal: 65178","type: Public avgfacsal: 57060","type: Public avgfacsal: 59058","type: Public avgfacsal: 68103","type: Private, nonprofit avgfacsal: 54468","type: Public avgfacsal: 98523","type: Private, nonprofit avgfacsal: 55350","type: Private, nonprofit avgfacsal: 54225","type: Private, nonprofit avgfacsal: 70137","type: Private, nonprofit avgfacsal: 64368","type: Private, nonprofit avgfacsal: 59652","type: Private, nonprofit avgfacsal: 73242","type: Private, nonprofit avgfacsal: 73971","type: Private, nonprofit avgfacsal: 62532","type: Private, nonprofit avgfacsal: 60264","type: Private, nonprofit avgfacsal: 62451","type: Private, nonprofit avgfacsal: 75024","type: Private, nonprofit avgfacsal: 30762","type: Private, nonprofit avgfacsal: 53010","type: Private, nonprofit avgfacsal: 91323","type: Private, nonprofit avgfacsal: 53415","type: Private, nonprofit avgfacsal: 86067","type: Private, nonprofit avgfacsal: 60255","type: Private, nonprofit avgfacsal: 59499","type: Private, nonprofit avgfacsal: 68256","type: Private, nonprofit avgfacsal: 76689","type: Private, nonprofit avgfacsal: 59058","type: Public avgfacsal: 73332","type: Public avgfacsal: 74052","type: Public avgfacsal: 63738","type: Public avgfacsal: 69318","type: Private, nonprofit avgfacsal: 62370","type: Public avgfacsal: 69066","type: Public avgfacsal: 66699","type: Private, nonprofit avgfacsal: 60471","type: Public avgfacsal: 68436","type: Public avgfacsal: 60264","type: Public avgfacsal: 122688","type: Public avgfacsal: 81891","type: Public avgfacsal: 66015","type: Public avgfacsal: 72549","type: Public avgfacsal: 65025","type: Public avgfacsal: 88470","type: Private, nonprofit avgfacsal: 24732","type: Private, nonprofit avgfacsal: 25551","type: Private, nonprofit avgfacsal: 35397","type: Private, nonprofit avgfacsal: 36711","type: Private, nonprofit avgfacsal: 39078","type: Public avgfacsal: 29403","type: Public avgfacsal: 31644","type: Private, nonprofit avgfacsal: 21006","type: Public avgfacsal: 22437","type: Private, nonprofit avgfacsal: 53505","type: Private, nonprofit avgfacsal: 45666","type: Private, nonprofit avgfacsal: 50517","type: Private, nonprofit avgfacsal: 43749","type: Private, nonprofit avgfacsal: 52290","type: Private, nonprofit avgfacsal: 49563","type: Private, nonprofit avgfacsal: 47376","type: Private, nonprofit avgfacsal: 42075","type: Private, nonprofit avgfacsal: 49860","type: Public avgfacsal: 63162","type: Public avgfacsal: 51939","type: Public avgfacsal: 49455","type: Public avgfacsal: 55188","type: Public avgfacsal: 66600","type: Public avgfacsal: 52254","type: Public avgfacsal: 53505","type: Public avgfacsal: 75987","type: Public avgfacsal: 48555","type: Public avgfacsal: 55764","type: Private, nonprofit avgfacsal: 36630","type: Private, nonprofit avgfacsal: 25416","type: Private, nonprofit avgfacsal: 35487","type: Public avgfacsal: 27765","type: Public avgfacsal: 62280","type: Private, nonprofit avgfacsal: 192006","type: Public avgfacsal: 116199","type: Private, nonprofit avgfacsal: 19980","type: Private, nonprofit avgfacsal: 34317","type: Private, nonprofit avgfacsal: 77472","type: Private, nonprofit avgfacsal: 22518","type: Private, nonprofit avgfacsal: 59148","type: Private, nonprofit avgfacsal: 41229","type: Private, for-profit avgfacsal: 57483","type: Private, for-profit avgfacsal: 56997","type: Private, nonprofit avgfacsal: 84618","type: Public avgfacsal: 76095","type: Private, for-profit avgfacsal: 54135","type: Public avgfacsal: 90279","type: Private, for-profit avgfacsal: 29853","type: Private, for-profit avgfacsal: 52497","type: Private, for-profit avgfacsal: NA","type: Public avgfacsal: 104742","type: Public avgfacsal: 97002","type: Private, nonprofit avgfacsal: 50292","type: Private, nonprofit avgfacsal: 33822","type: Private, nonprofit avgfacsal: 38718","type: Private, nonprofit avgfacsal: 60183","type: Private, nonprofit avgfacsal: 112500","type: Private, nonprofit avgfacsal: 49599","type: Private, nonprofit avgfacsal: 33750","type: Public avgfacsal: 89505","type: Private, nonprofit avgfacsal: 72324","type: Private, nonprofit avgfacsal: 39510","type: Private, nonprofit avgfacsal: 29997","type: Private, nonprofit avgfacsal: 26640","type: Private, for-profit avgfacsal: 65745","type: Private, for-profit avgfacsal: 33750","type: Private, for-profit avgfacsal: 52470","type: Private, nonprofit avgfacsal: 69750","type: Private, nonprofit avgfacsal: NA","type: Public avgfacsal: 72900","type: Private, nonprofit avgfacsal: 62406","type: Public avgfacsal: 78624","type: Public avgfacsal: 131139","type: Public avgfacsal: 131139","type: Public avgfacsal: 131139","type: Private, nonprofit avgfacsal: 69156","type: Private, nonprofit avgfacsal: 28503","type: Public avgfacsal: 100809","type: Private, nonprofit avgfacsal: 45207","type: Private, for-profit avgfacsal: 51273","type: Public avgfacsal: 67779","type: Public avgfacsal: 91359","type: Private, nonprofit avgfacsal: 113265","type: Private, nonprofit avgfacsal: 66528","type: Private, for-profit avgfacsal: 45000","type: Private, for-profit avgfacsal: 80262","type: Private, for-profit avgfacsal: 51120","type: Private, for-profit avgfacsal: 34749","type: Private, nonprofit avgfacsal: 96975","type: Public avgfacsal: 110304","type: Private, nonprofit avgfacsal: 50319","type: Private, for-profit avgfacsal: 90477","type: Private, nonprofit avgfacsal: 85626","type: Private, nonprofit avgfacsal: 75393","type: Private, nonprofit avgfacsal: 10503","type: Private, for-profit avgfacsal: 38700","type: Private, for-profit avgfacsal: 68652","type: Private, for-profit avgfacsal: 60822","type: Public avgfacsal: 64467","type: Private, nonprofit avgfacsal: 45000","type: Private, for-profit avgfacsal: NA","type: Private, nonprofit avgfacsal: 42741","type: Private, nonprofit avgfacsal: 35514","type: Private, nonprofit avgfacsal: 38115","type: Private, nonprofit avgfacsal: 44280","type: Private, nonprofit avgfacsal: 32220","type: Private, nonprofit avgfacsal: 59544","type: Private, nonprofit avgfacsal: 90792","type: Private, for-profit avgfacsal: 68184","type: Private, for-profit avgfacsal: 71595","type: Private, for-profit avgfacsal: 71595","type: Private, nonprofit avgfacsal: 22482","type: Private, nonprofit avgfacsal: 67797","type: Private, nonprofit avgfacsal: 59814","type: Public avgfacsal: 66645","type: Private, for-profit avgfacsal: 71595","type: Private, nonprofit avgfacsal: 38997","type: Private, nonprofit avgfacsal: 63450","type: Private, nonprofit avgfacsal: 66249","type: Public avgfacsal: 69282","type: Private, nonprofit avgfacsal: 74979","type: Private, nonprofit avgfacsal: 62703","type: Private, for-profit avgfacsal: 68184","type: Private, nonprofit avgfacsal: 10026","type: Private, nonprofit avgfacsal: 35847","type: Private, nonprofit avgfacsal: 33003","type: Private, nonprofit avgfacsal: 65178","type: Public avgfacsal: 131139","type: Private, nonprofit avgfacsal: 55647","type: Private, for-profit avgfacsal: 68184","type: Private, for-profit avgfacsal: 68184","type: Private, nonprofit avgfacsal: 52344","type: Private, for-profit avgfacsal: 68184","type: Private, for-profit avgfacsal: 79551","type: Private, nonprofit avgfacsal: 44280","type: Private, nonprofit avgfacsal: 22023","type: Public avgfacsal: 47016","type: Private, nonprofit avgfacsal: NA","type: Private, for-profit avgfacsal: 46800","type: Private, nonprofit avgfacsal: 33993","type: Private, nonprofit avgfacsal: 28746","type: Private, nonprofit avgfacsal: 22500","type: Private, nonprofit avgfacsal: 32364","type: Public avgfacsal: 80352","type: Public avgfacsal: 60894","type: Private, nonprofit avgfacsal: 23535","type: Private, for-profit avgfacsal: 84285","type: Private, for-profit avgfacsal: 79236","type: Private, for-profit avgfacsal: 78030","type: Private, for-profit avgfacsal: 56088","type: Private, for-profit avgfacsal: 78813","type: Private, for-profit avgfacsal: 77823","type: Private, for-profit avgfacsal: 76311","type: Private, for-profit avgfacsal: 72657","type: Private, for-profit avgfacsal: 67500","type: Private, for-profit avgfacsal: 97641","type: Private, for-profit avgfacsal: 50967","type: Private, for-profit avgfacsal: 75645","type: Private, for-profit avgfacsal: 73215","type: Private, for-profit avgfacsal: 71091","type: Private, for-profit avgfacsal: 72558","type: Private, for-profit avgfacsal: 77373","type: Public avgfacsal: 63027","type: Public avgfacsal: 87228","type: Private, nonprofit avgfacsal: 59724","type: Public avgfacsal: 71469","type: Public avgfacsal: 89406","type: Public avgfacsal: 60426","type: Private, nonprofit avgfacsal: 106272","type: Public avgfacsal: 78813","type: Private, nonprofit avgfacsal: 56529","type: Private, nonprofit avgfacsal: 37197","type: Private, nonprofit avgfacsal: 68193","type: Private, nonprofit avgfacsal: 67635","type: Private, nonprofit avgfacsal: 36522","type: Private, nonprofit avgfacsal: 43335","type: Private, nonprofit avgfacsal: 39888","type: Public avgfacsal: 74169","type: Private, nonprofit avgfacsal: 60003","type: Private, for-profit avgfacsal: 68184","type: Private, for-profit avgfacsal: 68184","type: Private, for-profit avgfacsal: 71595","type: Private, for-profit avgfacsal: 52542","type: Private, for-profit avgfacsal: 66600","type: Private, nonprofit avgfacsal: 67473","type: Private, nonprofit avgfacsal: 33678","type: Private, nonprofit avgfacsal: 57186","type: Private, nonprofit avgfacsal: 38250","type: Private, for-profit avgfacsal: NA","type: Private, nonprofit avgfacsal: 63954","type: Private, for-profit avgfacsal: 79551","type: Private, for-profit avgfacsal: 68184","type: Private, nonprofit avgfacsal: 45162","type: Private, for-profit avgfacsal: 57222","type: Private, for-profit avgfacsal: 43677","type: Private, for-profit avgfacsal: 59958","type: Private, nonprofit avgfacsal: 11844","type: Private, nonprofit avgfacsal: 52344","type: Private, nonprofit avgfacsal: 23643","type: Public avgfacsal: 81315","type: Private, nonprofit avgfacsal: 26379","type: Public avgfacsal: 98982","type: Private, nonprofit avgfacsal: 5337","type: Private, nonprofit avgfacsal: 40122","type: Private, nonprofit avgfacsal: 27153","type: Private, nonprofit avgfacsal: NA","type: Private, nonprofit avgfacsal: 22122","type: Private, nonprofit avgfacsal: 55557","type: Private, nonprofit avgfacsal: 41265","type: Private, nonprofit avgfacsal: 22950","type: Private, for-profit avgfacsal: 79551","type: Private, nonprofit avgfacsal: NA","type: Private, nonprofit avgfacsal: 98181","type: Private, nonprofit avgfacsal: 38358","type: Private, nonprofit avgfacsal: 33867","type: Private, for-profit avgfacsal: 68157","type: Private, nonprofit avgfacsal: 20430","type: Private, nonprofit avgfacsal: 62145","type: Private, nonprofit avgfacsal: 35883","type: Private, for-profit avgfacsal: 55008","type: Private, nonprofit avgfacsal: 18450","type: Public avgfacsal: 99972","type: Private, for-profit avgfacsal: 98496","type: Private, for-profit avgfacsal: 29862","type: Private, nonprofit avgfacsal: 30645"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,0,0,1)","opacity":0.5,"size":5.6692913385826778,"symbol":"circle","line":{"width":1.8897637795275593,"color":"rgba(0,0,0,1)"}},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[1,2,3],"y":[79474.5,65065.5,62604],"text":["type: Public avgfacsal: 79474.5","type: Private, nonprofit avgfacsal: 65065.5","type: Private, for-profit avgfacsal: 62604.0"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(255,0,0,1)","opacity":1,"size":18.897637795275593,"symbol":"x-thin-open","line":{"width":7.559055118110237,"color":"rgba(255,0,0,1)"}},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null}],"layout":{"margin":{"t":26.626816106268159,"r":10.62681610626816,"b":54.196762141967625,"l":88.202573682025744},"plot_bgcolor":"rgba(235,235,235,1)","paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321},"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[0.40000000000000002,3.6000000000000001],"tickmode":"array","ticktext":["Public","Private, nonprofit","Private, for-profit"],"tickvals":[1,2,3],"categoryorder":"array","categoryarray":["Public","Private, nonprofit","Private, for-profit"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":17.002905770029059},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"y","title":{"text":"type","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[-5899.5,205069.5],"tickmode":"array","ticktext":["0","50000","100000","150000","200000"],"tickvals":[0,50000,100000,150000,200000],"categoryorder":"array","categoryarray":["0","50000","100000","150000","200000"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":17.002905770029059},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"x","title":{"text":"avgfacsal","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","layer":"below","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":false,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":0,"font":{"color":"rgba(0,0,0,1)","family":"","size":17.002905770029059}},"hovermode":"closest","barmode":"relative"},"config":{"doubleClick":"reset","modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"source":"A","attrs":{"744d39c221ac":{"x":{},"y":{},"type":"scatter"},"744d7830c0d3":{"x":{},"y":{}}},"cur_data":"744d39c221ac","visdat":{"744d39c221ac":["function (y) ","x"],"744d7830c0d3":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

]

.pull-right[

``` r
p <- ggplot(scorecard, 
 aes(x = type, y = avgfacsal)) + 
 geom_point(alpha = 0.5) + 
 stat_summary(geom = "point", 
 fun = "median", 
 color = "red", size = 5, 
 pch = 4, stroke = 2)
ggplotly(p)
```
from https://macs40700.netlify.app/slides/05-stats-scales-guides/#11 
]
]

---
## Line plots

``` r
trace_0 <- rnorm(100, mean = 5)
trace_1 <- rnorm(100, mean = 0)
trace_2 <- rnorm(100, mean = -5)
x <- c(1:100)

data <- data.frame(x, trace_0, trace_1, trace_2)

fig <- plot_ly(data, x = ~x, height = 200)
fig <- fig %>% add_trace(y = ~trace_0, name = 'trace 0',mode = 'lines')
fig <- fig %>% add_trace(y = ~trace_1, name = 'trace 1', mode = 'lines+markers')
fig <- fig %>% add_trace(y = ~trace_2, name = 'trace 2', mode = 'markers')

fig
```

<div id="htmlwidget-ef9157e3f69e51060d08" style="width:80%;height:200px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-ef9157e3f69e51060d08">{"x":{"visdat":{"27405b9cccbf":["function () ","plotlyVisDat"]},"cur_data":"27405b9cccbf","attrs":{"27405b9cccbf":{"x":{},"alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"y":{},"name":"trace 0","mode":"lines","inherit":true},"27405b9cccbf.1":{"x":{},"alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"y":{},"name":"trace 1","mode":"lines+markers","inherit":true},"27405b9cccbf.2":{"x":{},"alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"y":{},"name":"trace 2","mode":"markers","inherit":true}},"layout":{"height":200,"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"x"},"yaxis":{"domain":[0,1],"automargin":true,"title":"trace_0"},"hovermode":"closest","showlegend":true},"source":"A","config":{"modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"data":[{"x":[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],"y":[4.955073585792551,4.2818170111572567,4.8619623810382295,3.5131466299092753,4.7190955018818084,4.3342437431013154,6.1995471884853863,4.2197619887916131,5.0957371290840019,4.1425314449087729,5.4321648355583214,5.7252817218901368,4.7081068355387394,6.1528632168092496,3.5741383069467711,6.1841111082719209,7.0034737443373967,5.2469063854674474,4.1314409764068669,4.3747940300842361,5.9704518579561405,5.6050050926285762,5.0841283101871326,4.7669712532560604,4.6552276628636617,5.7583410394564041,5.0251958676457109,4.480439623893024,5.3664361846624713,5.3275406692946081,4.3514832950219304,2.7499801141412075,1.7667668093852948,5.2111922660359395,5.1666138880576762,5.7299455214590935,3.6030767107109991,4.1317840799885177,6.8524461864261124,5.7347780788215452,4.6412451127595258,4.8943927026164395,5.0993814641446233,3.3499089009707137,5.2207010033912313,5.2399144348972442,3.0400242204872634,5.1281806447548721,7.0277477753385575,4.2862673391768986,5.166154323145018,3.2609782526416096,4.1740651490270926,6.1967056290778642,5.4565092547532874,6.462444055396146,7.8869601526448498,5.2086612482672328,4.2714934629336181,5.5742830440245816,4.8388472862817871,5.4781521494664345,5.5107036143940293,4.2514640248723099,4.3296270806359747,6.2865726646722191,7.4006184704726703,6.7274760782113905,4.8527861836781323,4.9525189378295051,5.4742648774395892,4.7043579656156407,3.9364168671274555,4.8269696291407937,3.8289858417581635,5.057628133318353,5.22484469131797,4.8670516611238073,5.4612706962010318,4.9984917975535259,4.9034081246635175,7.0668565856386394,5.9298747056423222,5.2655717741630399,5.0634427610533699,5.6777500078638772,5.8471426994944613,5.6384597608863105,5.1964405392629711,4.6783102883663599,4.5080835103016073,2.7746142976575037,4.5935695572766821,5.1846378472735068,5.3226723130950013,4.3902363561416147,5.3946306919367624,4.6746199969693709,6.2448653167367443,4.5590838666792664],"name":"trace 0","mode":"lines","type":"scatter","marker":{"color":"rgba(31,119,180,1)","line":{"color":"rgba(31,119,180,1)"}},"error_y":{"color":"rgba(31,119,180,1)"},"error_x":{"color":"rgba(31,119,180,1)"},"line":{"color":"rgba(31,119,180,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[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],"y":[0.1623000301207613,1.1846915954429087,-0.41945542742613445,0.64538425228030671,0.025057364879531786,-0.14072040553787482,0.34265485408772101,0.56232814528018404,-1.0384865417018181,0.6564641697812007,-0.56308622244395157,-1.4565653537262975,1.4720577845510985,0.74187991070901793,-0.60905772323010876,1.944052883834763,0.060674207344767035,0.25440320436661162,0.57213731538035983,0.58790846689324772,0.60996841408559421,-0.31348971322249874,0.12017369728434446,0.058082450670873725,-0.82605209180727746,-2.2438507235399769,-0.40223336748393096,-1.3156919242788596,0.27135806657199502,1.1385508664440984,-1.3607672956056389,-0.5415714755561235,1.1043822854058656,-1.0575475289432217,-0.24087965072415427,1.1585716891998097,-0.33654257599684578,0.30003019159465921,-1.8616246545435839,0.27498098582220526,-0.83625972294909023,1.4524584418582664,1.197617486743134,-1.9694442901232099,-0.69739442978966837,-0.43380781556669562,0.13465539549322961,-0.12480272126653837,-1.0204240990508722,1.164405961460462,0.34527855791817136,-2.9641488986021218,-1.1998716133324159,0.92146030330909368,0.11420574534494139,0.55114264037823024,0.60603084658562778,-0.73314274801795076,-1.5771909441437981,-1.7326172830160309,-0.19713465306603695,0.5919461879539003,0.14219597168719192,0.43772052729975047,0.33194109028511204,0.79681496211679703,1.1489890294633751,0.0013965739116544554,0.51341489593181933,0.37785691916956649,0.21785004521484069,0.77584908771431416,-1.3703350075715639,-1.2338142700486991,0.041617292882537016,-0.12228675258081441,-1.776901313552784,0.31986362971041277,-0.17023322222953829,-1.1576886820134864,1.218941137908748,-0.30019221925949396,-0.30314898319589689,1.7342105988846752,0.35415297362097065,-2.4218230948692687,-1.8815941221953356,0.073793032614958676,-0.28640321839534777,0.68274889926520121,0.51644006307632107,0.61174461579726824,-0.99933422857288146,-1.3681997762981513,0.42778959482696405,-0.68332822774618462,0.96137124590065315,-0.53880197717092404,-2.8705561883432344,0.80101751292975898],"name":"trace 1","mode":"lines+markers","type":"scatter","marker":{"color":"rgba(255,127,14,1)","line":{"color":"rgba(255,127,14,1)"}},"error_y":{"color":"rgba(255,127,14,1)"},"error_x":{"color":"rgba(255,127,14,1)"},"line":{"color":"rgba(255,127,14,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[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],"y":[-4.1372846013527722,-4.8704937081842719,-3.9706805290058105,-6.482928731664761,-3.5718826520795033,-6.4282926160400979,-5.7085863559287073,-2.3450543917447386,-3.7574491719541117,-4.4078292663599186,-4.9751560335829401,-5.6722036798320277,-5.1994859811289391,-5.8977570520473206,-4.4205097025575748,-4.9016140762650249,-5.4020857658531556,-5.83544078085,-4.6649235878404225,-5.7920735236312417,-5.4896103963678966,-5.7857969011592401,-3.7763871210052549,-4.88740582720623,-4.9612290848158471,-4.9595687223662983,-5.6598506602436212,-5.2085639972771114,-4.6644124314470528,-3.891259534132967,-5.2213711875045448,-2.9883669338122441,-5.6172944624644128,-4.4538488707534043,-5.4003227306136958,-4.6930478038026617,-5.5396663683909537,-6.0925501997755651,-4.2361802398166484,-5.4591449540049535,-4.0049640448176289,-5.5440465327202926,-6.252267999335535,-5.210395233783971,-4.2716230447764625,-4.5548823260428151,-3.6593146561763534,-4.8078664440045271,-5.2922244797634779,-4.2941977232851052,-3.1967633233736947,-4.8816723039307428,-3.8171196014925712,-3.959549007036995,-4.8894400869564203,-4.7675310347194513,-5.8458380959269043,-4.8806997086741566,-5.0306515550741508,-2.3929917984546489,-4.3147103395625637,-3.5489674526382538,-4.9813507530848646,-3.9451662477438525,-5.9217975004986663,-4.7619480003531738,-2.5674757535958248,-3.4820330294015083,-5.3146148577424075,-3.0539070650639264,-4.2049896996760099,-4.4802364665215713,-4.7169472748047383,-5.1788197944544594,-3.7577089937710459,-4.80901873224723,-8.3534470294761398,-4.7026884590382609,-4.3718838333009593,-4.614472955607118,-5.969675762078376,-5.8863939726012227,-4.1962243813264406,-5.9655807869353019,-5.3556951401133315,-4.9389576274746707,-5.192295507698768,-4.6688880000168425,-4.5012252325533861,-3.4631855288329447,-3.9417161818624016,-5.2852972617691831,-5.7005597663335701,-5.2784095996642195,-5.0436648684015601,-6.2341536068171823,-6.7600246096137262,-6.3842952234376353,-5.4037806045720016,-5.1626303309283772],"name":"trace 2","mode":"markers","type":"scatter","marker":{"color":"rgba(44,160,44,1)","line":{"color":"rgba(44,160,44,1)"}},"error_y":{"color":"rgba(44,160,44,1)"},"error_x":{"color":"rgba(44,160,44,1)"},"line":{"color":"rgba(44,160,44,1)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---
## Dot plots

``` r
p <- ggplot(mtcars, aes(x = mpg, fill = factor(cyl))) +
 geom_dotplot(stackgroups = TRUE, binwidth = 1, binpositions = "all")

ggplotly(p, height = 325) 
```

<div id="htmlwidget-7a97778a8b7498c21194" style="width:80%;height:325px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-7a97778a8b7498c21194">{"x":{"data":[{"x":[21.25,21.25,22.800000000000001,22.800000000000001,24.399999999999999,26,27.300000000000001,30.399999999999999,30.399999999999999,32.399999999999999,33.899999999999999],"y":[0.11131725417439703,0.33395176252319109,0.11131725417439703,0.33395176252319109,0.11131725417439703,0.11131725417439703,0.11131725417439703,0.11131725417439703,0.33395176252319109,0.11131725417439703,0.11131725417439703],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(248,118,109,1)","opacity":1,"size":14.248608534322821,"symbol":"circle","line":{"width":3.7795275590551185,"color":"rgba(0,0,0,1)"}},"hoveron":"points","name":"4","legendgroup":"4","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[17.700000000000003,17.700000000000003,18.949999999999999,19.699999999999999,21.25,21.25,21.25],"y":[0.11131725417439703,0.33395176252319109,0.11131725417439703,0.11131725417439703,0.55658627087198509,0.77922077922077926,1.0018552875695732],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,186,56,1)","opacity":1,"size":14.248608534322821,"symbol":"circle","line":{"width":3.7795275590551185,"color":"rgba(0,0,0,1)"}},"hoveron":"points","name":"6","legendgroup":"6","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[10.4,10.4,13.300000000000001,14.75,14.75,14.75,14.75,14.75,15.949999999999999,15.949999999999999,15.949999999999999,17.700000000000003,18.949999999999999,18.949999999999999],"y":[0.11131725417439703,0.33395176252319109,0.11131725417439703,0.11131725417439703,0.33395176252319109,0.55658627087198509,0.77922077922077926,1.0018552875695732,0.11131725417439703,0.33395176252319109,0.55658627087198509,0.55658627087198509,0.33395176252319109,0.55658627087198509],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(97,156,255,1)","opacity":1,"size":14.248608534322821,"symbol":"circle","line":{"width":3.7795275590551185,"color":"rgba(0,0,0,1)"}},"hoveron":"points","name":"8","legendgroup":"8","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null}],"layout":{"margin":{"t":26.626816106268159,"r":10.62681610626816,"b":54.196762141967625,"l":71.199667911996684},"plot_bgcolor":"rgba(235,235,235,1)","paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321},"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[8.6750000000000007,35.625],"tickmode":"array","ticktext":["10","15","20","25","30","35"],"tickvals":[10,15,20,25,30,35],"categoryorder":"array","categoryarray":["10","15","20","25","30","35"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":17.002905770029063},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"y","title":{"text":"mpg","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[-0.050000000000000003,1.05],"tickmode":"array","ticktext":["0.00","0.25","0.50","0.75","1.00"],"tickvals":[0,0.25,0.5,0.75,1],"categoryorder":"array","categoryarray":["0.00","0.25","0.50","0.75","1.00"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":17.002905770029059},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"x","title":{"text":"count","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","layer":"below","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":true,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":0,"font":{"color":"rgba(0,0,0,1)","family":"","size":17.002905770029063},"title":{"text":"factor(cyl)","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}}},"hovermode":"closest","height":325,"barmode":"relative"},"config":{"doubleClick":"reset","modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"source":"A","attrs":{"2740395a6421":{"x":{},"fill":{},"type":"scatter"}},"cur_data":"2740395a6421","visdat":{"2740395a6421":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---
##  Barbel/Dumbell plots

.panelset[
.panel[.panel-name[Dumbell plots]

``` r
gapminder <- read_csv("https://raw.githubusercontent.com/datavizpyr/data/master/gapminder-FiveYearData.csv")
df <- gapminder %>%
 filter(year %in% c(1952,2007)) %>%
 filter(continent=="Asia")

df <- df %>%
 mutate(paired = rep(1:(n()/2),each=2),
 year=factor(year))

p <- df %>% group_by(paired) %>%
 ggplot(aes(x= lifeExp, y= reorder(country,lifeExp))) +
 geom_line(aes(group = paired),color="grey")+
 geom_point(aes(color=year), size=2) + scale_color_viridis_d(name = "Year", option = "turbo") +
 labs(y="country") + theme(text = element_text(size = 10))

ggplotly(p, height = 450)
```

<div id="htmlwidget-ab64c2e35816fe538c08" style="width:80%;height:450px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-ab64c2e35816fe538c08">{"x":{"data":[{"x":[28.800999999999998,43.828000000000003,null,50.939,75.635000000000005,null,37.484000000000002,64.061999999999998,null,39.417000000000002,59.722999999999999,null,44,72.960999999999999,null,60.960000000000001,82.207999999999998,null,37.372999999999998,64.697999999999993,null,37.468000000000004,70.650000000000006,null,44.869,70.963999999999999,null,45.32,59.545000000000002,null,65.390000000000001,80.745000000000005,null,63.030000000000001,82.602999999999994,null,43.158000000000001,72.534999999999997,null,50.055999999999997,67.296999999999997,null,47.453000000000003,78.623000000000005,null,55.564999999999998,77.587999999999994,null,55.927999999999997,71.992999999999995,null,48.463000000000001,74.241,null,42.244,66.802999999999997,null,36.319000000000003,62.069000000000003,null,36.156999999999996,63.784999999999997,null,37.578000000000003,75.640000000000001,null,43.436,65.483000000000004,null,47.752000000000002,71.688000000000002,null,39.875,72.777000000000001,null,60.396000000000001,79.971999999999994,null,57.593000000000004,72.396000000000001,null,45.883000000000003,74.143000000000001,null,58.5,78.400000000000006,null,50.847999999999999,70.616,null,40.411999999999999,74.248999999999995,null,43.159999999999997,73.421999999999997,null,32.548000000000002,62.698],"y":[1,1,null,25,25,null,6,6,null,4,4,null,18,18,null,31,31,null,7,7,null,9,9,null,16,16,null,8,8,null,33,33,null,32,32,null,15,15,null,19,19,null,24,24,null,28,28,null,26,26,null,23,23,null,11,11,null,3,3,null,5,5,null,13,13,null,10,10,null,20,20,null,12,12,null,30,30,null,27,27,null,21,21,null,29,29,null,22,22,null,14,14,null,17,17,null,2,2],"text":["lifeExp: 28.801 reorder(country, lifeExp): Afghanistan paired: 1","lifeExp: 43.828 reorder(country, lifeExp): Afghanistan paired: 1",null,"lifeExp: 50.939 reorder(country, lifeExp): Bahrain paired: 2","lifeExp: 75.635 reorder(country, lifeExp): Bahrain paired: 2",null,"lifeExp: 37.484 reorder(country, lifeExp): Bangladesh paired: 3","lifeExp: 64.062 reorder(country, lifeExp): Bangladesh paired: 3",null,"lifeExp: 39.417 reorder(country, lifeExp): Cambodia paired: 4","lifeExp: 59.723 reorder(country, lifeExp): Cambodia paired: 4",null,"lifeExp: 44.000 reorder(country, lifeExp): China paired: 5","lifeExp: 72.961 reorder(country, lifeExp): China paired: 5",null,"lifeExp: 60.960 reorder(country, lifeExp): Hong Kong China paired: 6","lifeExp: 82.208 reorder(country, lifeExp): Hong Kong China paired: 6",null,"lifeExp: 37.373 reorder(country, lifeExp): India paired: 7","lifeExp: 64.698 reorder(country, lifeExp): India paired: 7",null,"lifeExp: 37.468 reorder(country, lifeExp): Indonesia paired: 8","lifeExp: 70.650 reorder(country, lifeExp): Indonesia paired: 8",null,"lifeExp: 44.869 reorder(country, lifeExp): Iran paired: 9","lifeExp: 70.964 reorder(country, lifeExp): Iran paired: 9",null,"lifeExp: 45.320 reorder(country, lifeExp): Iraq paired: 10","lifeExp: 59.545 reorder(country, lifeExp): Iraq paired: 10",null,"lifeExp: 65.390 reorder(country, lifeExp): Israel paired: 11","lifeExp: 80.745 reorder(country, lifeExp): Israel paired: 11",null,"lifeExp: 63.030 reorder(country, lifeExp): Japan paired: 12","lifeExp: 82.603 reorder(country, lifeExp): Japan paired: 12",null,"lifeExp: 43.158 reorder(country, lifeExp): Jordan paired: 13","lifeExp: 72.535 reorder(country, lifeExp): Jordan paired: 13",null,"lifeExp: 50.056 reorder(country, lifeExp): Korea Dem. Rep. paired: 14","lifeExp: 67.297 reorder(country, lifeExp): Korea Dem. Rep. paired: 14",null,"lifeExp: 47.453 reorder(country, lifeExp): Korea Rep. paired: 15","lifeExp: 78.623 reorder(country, lifeExp): Korea Rep. paired: 15",null,"lifeExp: 55.565 reorder(country, lifeExp): Kuwait paired: 16","lifeExp: 77.588 reorder(country, lifeExp): Kuwait paired: 16",null,"lifeExp: 55.928 reorder(country, lifeExp): Lebanon paired: 17","lifeExp: 71.993 reorder(country, lifeExp): Lebanon paired: 17",null,"lifeExp: 48.463 reorder(country, lifeExp): Malaysia paired: 18","lifeExp: 74.241 reorder(country, lifeExp): Malaysia paired: 18",null,"lifeExp: 42.244 reorder(country, lifeExp): Mongolia paired: 19","lifeExp: 66.803 reorder(country, lifeExp): Mongolia paired: 19",null,"lifeExp: 36.319 reorder(country, lifeExp): Myanmar paired: 20","lifeExp: 62.069 reorder(country, lifeExp): Myanmar paired: 20",null,"lifeExp: 36.157 reorder(country, lifeExp): Nepal paired: 21","lifeExp: 63.785 reorder(country, lifeExp): Nepal paired: 21",null,"lifeExp: 37.578 reorder(country, lifeExp): Oman paired: 22","lifeExp: 75.640 reorder(country, lifeExp): Oman paired: 22",null,"lifeExp: 43.436 reorder(country, lifeExp): Pakistan paired: 23","lifeExp: 65.483 reorder(country, lifeExp): Pakistan paired: 23",null,"lifeExp: 47.752 reorder(country, lifeExp): Philippines paired: 24","lifeExp: 71.688 reorder(country, lifeExp): Philippines paired: 24",null,"lifeExp: 39.875 reorder(country, lifeExp): Saudi Arabia paired: 25","lifeExp: 72.777 reorder(country, lifeExp): Saudi Arabia paired: 25",null,"lifeExp: 60.396 reorder(country, lifeExp): Singapore paired: 26","lifeExp: 79.972 reorder(country, lifeExp): Singapore paired: 26",null,"lifeExp: 57.593 reorder(country, lifeExp): Sri Lanka paired: 27","lifeExp: 72.396 reorder(country, lifeExp): Sri Lanka paired: 27",null,"lifeExp: 45.883 reorder(country, lifeExp): Syria paired: 28","lifeExp: 74.143 reorder(country, lifeExp): Syria paired: 28",null,"lifeExp: 58.500 reorder(country, lifeExp): Taiwan paired: 29","lifeExp: 78.400 reorder(country, lifeExp): Taiwan paired: 29",null,"lifeExp: 50.848 reorder(country, lifeExp): Thailand paired: 30","lifeExp: 70.616 reorder(country, lifeExp): Thailand paired: 30",null,"lifeExp: 40.412 reorder(country, lifeExp): Vietnam paired: 31","lifeExp: 74.249 reorder(country, lifeExp): Vietnam paired: 31",null,"lifeExp: 43.160 reorder(country, lifeExp): West Bank and Gaza paired: 32","lifeExp: 73.422 reorder(country, lifeExp): West Bank and Gaza paired: 32",null,"lifeExp: 32.548 reorder(country, lifeExp): Yemen Rep. paired: 33","lifeExp: 62.698 reorder(country, lifeExp): Yemen Rep. paired: 33"],"type":"scatter","mode":"lines","line":{"width":1.8897637795275593,"color":"rgba(190,190,190,1)","dash":"solid"},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[28.800999999999998,50.939,37.484000000000002,39.417000000000002,44,60.960000000000001,37.372999999999998,37.468000000000004,44.869,45.32,65.390000000000001,63.030000000000001,43.158000000000001,50.055999999999997,47.453000000000003,55.564999999999998,55.927999999999997,48.463000000000001,42.244,36.319000000000003,36.156999999999996,37.578000000000003,43.436,47.752000000000002,39.875,60.396000000000001,57.593000000000004,45.883000000000003,58.5,50.847999999999999,40.411999999999999,43.159999999999997,32.548000000000002],"y":[1,25,6,4,18,31,7,9,16,8,33,32,15,19,24,28,26,23,11,3,5,13,10,20,12,30,27,21,29,22,14,17,2],"text":["lifeExp: 28.801 reorder(country, lifeExp): Afghanistan year: 1952","lifeExp: 50.939 reorder(country, lifeExp): Bahrain year: 1952","lifeExp: 37.484 reorder(country, lifeExp): Bangladesh year: 1952","lifeExp: 39.417 reorder(country, lifeExp): Cambodia year: 1952","lifeExp: 44.000 reorder(country, lifeExp): China year: 1952","lifeExp: 60.960 reorder(country, lifeExp): Hong Kong China year: 1952","lifeExp: 37.373 reorder(country, lifeExp): India year: 1952","lifeExp: 37.468 reorder(country, lifeExp): Indonesia year: 1952","lifeExp: 44.869 reorder(country, lifeExp): Iran year: 1952","lifeExp: 45.320 reorder(country, lifeExp): Iraq year: 1952","lifeExp: 65.390 reorder(country, lifeExp): Israel year: 1952","lifeExp: 63.030 reorder(country, lifeExp): Japan year: 1952","lifeExp: 43.158 reorder(country, lifeExp): Jordan year: 1952","lifeExp: 50.056 reorder(country, lifeExp): Korea Dem. Rep. year: 1952","lifeExp: 47.453 reorder(country, lifeExp): Korea Rep. year: 1952","lifeExp: 55.565 reorder(country, lifeExp): Kuwait year: 1952","lifeExp: 55.928 reorder(country, lifeExp): Lebanon year: 1952","lifeExp: 48.463 reorder(country, lifeExp): Malaysia year: 1952","lifeExp: 42.244 reorder(country, lifeExp): Mongolia year: 1952","lifeExp: 36.319 reorder(country, lifeExp): Myanmar year: 1952","lifeExp: 36.157 reorder(country, lifeExp): Nepal year: 1952","lifeExp: 37.578 reorder(country, lifeExp): Oman year: 1952","lifeExp: 43.436 reorder(country, lifeExp): Pakistan year: 1952","lifeExp: 47.752 reorder(country, lifeExp): Philippines year: 1952","lifeExp: 39.875 reorder(country, lifeExp): Saudi Arabia year: 1952","lifeExp: 60.396 reorder(country, lifeExp): Singapore year: 1952","lifeExp: 57.593 reorder(country, lifeExp): Sri Lanka year: 1952","lifeExp: 45.883 reorder(country, lifeExp): Syria year: 1952","lifeExp: 58.500 reorder(country, lifeExp): Taiwan year: 1952","lifeExp: 50.848 reorder(country, lifeExp): Thailand year: 1952","lifeExp: 40.412 reorder(country, lifeExp): Vietnam year: 1952","lifeExp: 43.160 reorder(country, lifeExp): West Bank and Gaza year: 1952","lifeExp: 32.548 reorder(country, lifeExp): Yemen Rep. year: 1952"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(48,18,59,1)","opacity":1,"size":7.559055118110237,"symbol":"circle","line":{"width":1.8897637795275593,"color":"rgba(48,18,59,1)"}},"hoveron":"points","name":"1952","legendgroup":"1952","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[43.828000000000003,75.635000000000005,64.061999999999998,59.722999999999999,72.960999999999999,82.207999999999998,64.697999999999993,70.650000000000006,70.963999999999999,59.545000000000002,80.745000000000005,82.602999999999994,72.534999999999997,67.296999999999997,78.623000000000005,77.587999999999994,71.992999999999995,74.241,66.802999999999997,62.069000000000003,63.784999999999997,75.640000000000001,65.483000000000004,71.688000000000002,72.777000000000001,79.971999999999994,72.396000000000001,74.143000000000001,78.400000000000006,70.616,74.248999999999995,73.421999999999997,62.698],"y":[1,25,6,4,18,31,7,9,16,8,33,32,15,19,24,28,26,23,11,3,5,13,10,20,12,30,27,21,29,22,14,17,2],"text":["lifeExp: 43.828 reorder(country, lifeExp): Afghanistan year: 2007","lifeExp: 75.635 reorder(country, lifeExp): Bahrain year: 2007","lifeExp: 64.062 reorder(country, lifeExp): Bangladesh year: 2007","lifeExp: 59.723 reorder(country, lifeExp): Cambodia year: 2007","lifeExp: 72.961 reorder(country, lifeExp): China year: 2007","lifeExp: 82.208 reorder(country, lifeExp): Hong Kong China year: 2007","lifeExp: 64.698 reorder(country, lifeExp): India year: 2007","lifeExp: 70.650 reorder(country, lifeExp): Indonesia year: 2007","lifeExp: 70.964 reorder(country, lifeExp): Iran year: 2007","lifeExp: 59.545 reorder(country, lifeExp): Iraq year: 2007","lifeExp: 80.745 reorder(country, lifeExp): Israel year: 2007","lifeExp: 82.603 reorder(country, lifeExp): Japan year: 2007","lifeExp: 72.535 reorder(country, lifeExp): Jordan year: 2007","lifeExp: 67.297 reorder(country, lifeExp): Korea Dem. Rep. year: 2007","lifeExp: 78.623 reorder(country, lifeExp): Korea Rep. year: 2007","lifeExp: 77.588 reorder(country, lifeExp): Kuwait year: 2007","lifeExp: 71.993 reorder(country, lifeExp): Lebanon year: 2007","lifeExp: 74.241 reorder(country, lifeExp): Malaysia year: 2007","lifeExp: 66.803 reorder(country, lifeExp): Mongolia year: 2007","lifeExp: 62.069 reorder(country, lifeExp): Myanmar year: 2007","lifeExp: 63.785 reorder(country, lifeExp): Nepal year: 2007","lifeExp: 75.640 reorder(country, lifeExp): Oman year: 2007","lifeExp: 65.483 reorder(country, lifeExp): Pakistan year: 2007","lifeExp: 71.688 reorder(country, lifeExp): Philippines year: 2007","lifeExp: 72.777 reorder(country, lifeExp): Saudi Arabia year: 2007","lifeExp: 79.972 reorder(country, lifeExp): Singapore year: 2007","lifeExp: 72.396 reorder(country, lifeExp): Sri Lanka year: 2007","lifeExp: 74.143 reorder(country, lifeExp): Syria year: 2007","lifeExp: 78.400 reorder(country, lifeExp): Taiwan year: 2007","lifeExp: 70.616 reorder(country, lifeExp): Thailand year: 2007","lifeExp: 74.249 reorder(country, lifeExp): Vietnam year: 2007","lifeExp: 73.422 reorder(country, lifeExp): West Bank and Gaza year: 2007","lifeExp: 62.698 reorder(country, lifeExp): Yemen Rep. year: 2007"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(122,4,3,1)","opacity":1,"size":7.559055118110237,"symbol":"circle","line":{"width":1.8897637795275593,"color":"rgba(122,4,3,1)"}},"hoveron":"points","name":"2007","legendgroup":"2007","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null}],"layout":{"margin":{"t":26.626816106268159,"r":10.62681610626816,"b":39.8505603985056,"l":124.86508924865089},"plot_bgcolor":"rgba(235,235,235,1)","paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":13.283520132835198},"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[26.110899999999997,85.293099999999995],"tickmode":"array","ticktext":["30","40","50","60","70","80"],"tickvals":[30,40,50,60,70,80],"categoryorder":"array","categoryarray":["30","40","50","60","70","80"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":10.62681610626816},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"y","title":{"text":"lifeExp","font":{"color":"rgba(0,0,0,1)","family":"","size":13.283520132835198}},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[0.40000000000000002,33.600000000000001],"tickmode":"array","ticktext":["Afghanistan","Yemen Rep.","Myanmar","Cambodia","Nepal","Bangladesh","India","Iraq","Indonesia","Pakistan","Mongolia","Saudi Arabia","Oman","Vietnam","Jordan","Iran","West Bank and Gaza","China","Korea Dem. Rep.","Philippines","Syria","Thailand","Malaysia","Korea Rep.","Bahrain","Lebanon","Sri Lanka","Kuwait","Taiwan","Singapore","Hong Kong China","Japan","Israel"],"tickvals":[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],"categoryorder":"array","categoryarray":["Afghanistan","Yemen Rep.","Myanmar","Cambodia","Nepal","Bangladesh","India","Iraq","Indonesia","Pakistan","Mongolia","Saudi Arabia","Oman","Vietnam","Jordan","Iran","West Bank and Gaza","China","Korea Dem. Rep.","Philippines","Syria","Thailand","Malaysia","Korea Rep.","Bahrain","Lebanon","Sri Lanka","Kuwait","Taiwan","Singapore","Hong Kong China","Japan","Israel"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":10.62681610626816},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"x","title":{"text":"country","font":{"color":"rgba(0,0,0,1)","family":"","size":13.283520132835198}},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","layer":"below","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":true,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":0,"font":{"color":"rgba(0,0,0,1)","family":"","size":10.62681610626816},"title":{"text":"Year","font":{"color":"rgba(0,0,0,1)","family":"","size":13.283520132835198}}},"hovermode":"closest","height":450,"barmode":"relative"},"config":{"doubleClick":"reset","modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"source":"A","attrs":{"274045268412":{"x":{},"y":{},"type":"scatter"},"274063a8dd35":{"x":{},"y":{},"colour":{}}},"cur_data":"274045268412","visdat":{"274045268412":["function (y) ","x"],"274063a8dd35":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>
]
.panel[.panel-name[Plot]
<div id="htmlwidget-c1c661640d3d41f7987c" style="width:70%;height:450px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-c1c661640d3d41f7987c">{"x":{"data":[{"x":[28.800999999999998,43.828000000000003,null,50.939,75.635000000000005,null,37.484000000000002,64.061999999999998,null,39.417000000000002,59.722999999999999,null,44,72.960999999999999,null,60.960000000000001,82.207999999999998,null,37.372999999999998,64.697999999999993,null,37.468000000000004,70.650000000000006,null,44.869,70.963999999999999,null,45.32,59.545000000000002,null,65.390000000000001,80.745000000000005,null,63.030000000000001,82.602999999999994,null,43.158000000000001,72.534999999999997,null,50.055999999999997,67.296999999999997,null,47.453000000000003,78.623000000000005,null,55.564999999999998,77.587999999999994,null,55.927999999999997,71.992999999999995,null,48.463000000000001,74.241,null,42.244,66.802999999999997,null,36.319000000000003,62.069000000000003,null,36.156999999999996,63.784999999999997,null,37.578000000000003,75.640000000000001,null,43.436,65.483000000000004,null,47.752000000000002,71.688000000000002,null,39.875,72.777000000000001,null,60.396000000000001,79.971999999999994,null,57.593000000000004,72.396000000000001,null,45.883000000000003,74.143000000000001,null,58.5,78.400000000000006,null,50.847999999999999,70.616,null,40.411999999999999,74.248999999999995,null,43.159999999999997,73.421999999999997,null,32.548000000000002,62.698],"y":[1,1,null,25,25,null,6,6,null,4,4,null,18,18,null,31,31,null,7,7,null,9,9,null,16,16,null,8,8,null,33,33,null,32,32,null,15,15,null,19,19,null,24,24,null,28,28,null,26,26,null,23,23,null,11,11,null,3,3,null,5,5,null,13,13,null,10,10,null,20,20,null,12,12,null,30,30,null,27,27,null,21,21,null,29,29,null,22,22,null,14,14,null,17,17,null,2,2],"text":["lifeExp: 28.801 reorder(country, lifeExp): Afghanistan paired: 1","lifeExp: 43.828 reorder(country, lifeExp): Afghanistan paired: 1",null,"lifeExp: 50.939 reorder(country, lifeExp): Bahrain paired: 2","lifeExp: 75.635 reorder(country, lifeExp): Bahrain paired: 2",null,"lifeExp: 37.484 reorder(country, lifeExp): Bangladesh paired: 3","lifeExp: 64.062 reorder(country, lifeExp): Bangladesh paired: 3",null,"lifeExp: 39.417 reorder(country, lifeExp): Cambodia paired: 4","lifeExp: 59.723 reorder(country, lifeExp): Cambodia paired: 4",null,"lifeExp: 44.000 reorder(country, lifeExp): China paired: 5","lifeExp: 72.961 reorder(country, lifeExp): China paired: 5",null,"lifeExp: 60.960 reorder(country, lifeExp): Hong Kong China paired: 6","lifeExp: 82.208 reorder(country, lifeExp): Hong Kong China paired: 6",null,"lifeExp: 37.373 reorder(country, lifeExp): India paired: 7","lifeExp: 64.698 reorder(country, lifeExp): India paired: 7",null,"lifeExp: 37.468 reorder(country, lifeExp): Indonesia paired: 8","lifeExp: 70.650 reorder(country, lifeExp): Indonesia paired: 8",null,"lifeExp: 44.869 reorder(country, lifeExp): Iran paired: 9","lifeExp: 70.964 reorder(country, lifeExp): Iran paired: 9",null,"lifeExp: 45.320 reorder(country, lifeExp): Iraq paired: 10","lifeExp: 59.545 reorder(country, lifeExp): Iraq paired: 10",null,"lifeExp: 65.390 reorder(country, lifeExp): Israel paired: 11","lifeExp: 80.745 reorder(country, lifeExp): Israel paired: 11",null,"lifeExp: 63.030 reorder(country, lifeExp): Japan paired: 12","lifeExp: 82.603 reorder(country, lifeExp): Japan paired: 12",null,"lifeExp: 43.158 reorder(country, lifeExp): Jordan paired: 13","lifeExp: 72.535 reorder(country, lifeExp): Jordan paired: 13",null,"lifeExp: 50.056 reorder(country, lifeExp): Korea Dem. Rep. paired: 14","lifeExp: 67.297 reorder(country, lifeExp): Korea Dem. Rep. paired: 14",null,"lifeExp: 47.453 reorder(country, lifeExp): Korea Rep. paired: 15","lifeExp: 78.623 reorder(country, lifeExp): Korea Rep. paired: 15",null,"lifeExp: 55.565 reorder(country, lifeExp): Kuwait paired: 16","lifeExp: 77.588 reorder(country, lifeExp): Kuwait paired: 16",null,"lifeExp: 55.928 reorder(country, lifeExp): Lebanon paired: 17","lifeExp: 71.993 reorder(country, lifeExp): Lebanon paired: 17",null,"lifeExp: 48.463 reorder(country, lifeExp): Malaysia paired: 18","lifeExp: 74.241 reorder(country, lifeExp): Malaysia paired: 18",null,"lifeExp: 42.244 reorder(country, lifeExp): Mongolia paired: 19","lifeExp: 66.803 reorder(country, lifeExp): Mongolia paired: 19",null,"lifeExp: 36.319 reorder(country, lifeExp): Myanmar paired: 20","lifeExp: 62.069 reorder(country, lifeExp): Myanmar paired: 20",null,"lifeExp: 36.157 reorder(country, lifeExp): Nepal paired: 21","lifeExp: 63.785 reorder(country, lifeExp): Nepal paired: 21",null,"lifeExp: 37.578 reorder(country, lifeExp): Oman paired: 22","lifeExp: 75.640 reorder(country, lifeExp): Oman paired: 22",null,"lifeExp: 43.436 reorder(country, lifeExp): Pakistan paired: 23","lifeExp: 65.483 reorder(country, lifeExp): Pakistan paired: 23",null,"lifeExp: 47.752 reorder(country, lifeExp): Philippines paired: 24","lifeExp: 71.688 reorder(country, lifeExp): Philippines paired: 24",null,"lifeExp: 39.875 reorder(country, lifeExp): Saudi Arabia paired: 25","lifeExp: 72.777 reorder(country, lifeExp): Saudi Arabia paired: 25",null,"lifeExp: 60.396 reorder(country, lifeExp): Singapore paired: 26","lifeExp: 79.972 reorder(country, lifeExp): Singapore paired: 26",null,"lifeExp: 57.593 reorder(country, lifeExp): Sri Lanka paired: 27","lifeExp: 72.396 reorder(country, lifeExp): Sri Lanka paired: 27",null,"lifeExp: 45.883 reorder(country, lifeExp): Syria paired: 28","lifeExp: 74.143 reorder(country, lifeExp): Syria paired: 28",null,"lifeExp: 58.500 reorder(country, lifeExp): Taiwan paired: 29","lifeExp: 78.400 reorder(country, lifeExp): Taiwan paired: 29",null,"lifeExp: 50.848 reorder(country, lifeExp): Thailand paired: 30","lifeExp: 70.616 reorder(country, lifeExp): Thailand paired: 30",null,"lifeExp: 40.412 reorder(country, lifeExp): Vietnam paired: 31","lifeExp: 74.249 reorder(country, lifeExp): Vietnam paired: 31",null,"lifeExp: 43.160 reorder(country, lifeExp): West Bank and Gaza paired: 32","lifeExp: 73.422 reorder(country, lifeExp): West Bank and Gaza paired: 32",null,"lifeExp: 32.548 reorder(country, lifeExp): Yemen Rep. paired: 33","lifeExp: 62.698 reorder(country, lifeExp): Yemen Rep. paired: 33"],"type":"scatter","mode":"lines","line":{"width":1.8897637795275593,"color":"rgba(190,190,190,1)","dash":"solid"},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[28.800999999999998,50.939,37.484000000000002,39.417000000000002,44,60.960000000000001,37.372999999999998,37.468000000000004,44.869,45.32,65.390000000000001,63.030000000000001,43.158000000000001,50.055999999999997,47.453000000000003,55.564999999999998,55.927999999999997,48.463000000000001,42.244,36.319000000000003,36.156999999999996,37.578000000000003,43.436,47.752000000000002,39.875,60.396000000000001,57.593000000000004,45.883000000000003,58.5,50.847999999999999,40.411999999999999,43.159999999999997,32.548000000000002],"y":[1,25,6,4,18,31,7,9,16,8,33,32,15,19,24,28,26,23,11,3,5,13,10,20,12,30,27,21,29,22,14,17,2],"text":["lifeExp: 28.801 reorder(country, lifeExp): Afghanistan year: 1952","lifeExp: 50.939 reorder(country, lifeExp): Bahrain year: 1952","lifeExp: 37.484 reorder(country, lifeExp): Bangladesh year: 1952","lifeExp: 39.417 reorder(country, lifeExp): Cambodia year: 1952","lifeExp: 44.000 reorder(country, lifeExp): China year: 1952","lifeExp: 60.960 reorder(country, lifeExp): Hong Kong China year: 1952","lifeExp: 37.373 reorder(country, lifeExp): India year: 1952","lifeExp: 37.468 reorder(country, lifeExp): Indonesia year: 1952","lifeExp: 44.869 reorder(country, lifeExp): Iran year: 1952","lifeExp: 45.320 reorder(country, lifeExp): Iraq year: 1952","lifeExp: 65.390 reorder(country, lifeExp): Israel year: 1952","lifeExp: 63.030 reorder(country, lifeExp): Japan year: 1952","lifeExp: 43.158 reorder(country, lifeExp): Jordan year: 1952","lifeExp: 50.056 reorder(country, lifeExp): Korea Dem. Rep. year: 1952","lifeExp: 47.453 reorder(country, lifeExp): Korea Rep. year: 1952","lifeExp: 55.565 reorder(country, lifeExp): Kuwait year: 1952","lifeExp: 55.928 reorder(country, lifeExp): Lebanon year: 1952","lifeExp: 48.463 reorder(country, lifeExp): Malaysia year: 1952","lifeExp: 42.244 reorder(country, lifeExp): Mongolia year: 1952","lifeExp: 36.319 reorder(country, lifeExp): Myanmar year: 1952","lifeExp: 36.157 reorder(country, lifeExp): Nepal year: 1952","lifeExp: 37.578 reorder(country, lifeExp): Oman year: 1952","lifeExp: 43.436 reorder(country, lifeExp): Pakistan year: 1952","lifeExp: 47.752 reorder(country, lifeExp): Philippines year: 1952","lifeExp: 39.875 reorder(country, lifeExp): Saudi Arabia year: 1952","lifeExp: 60.396 reorder(country, lifeExp): Singapore year: 1952","lifeExp: 57.593 reorder(country, lifeExp): Sri Lanka year: 1952","lifeExp: 45.883 reorder(country, lifeExp): Syria year: 1952","lifeExp: 58.500 reorder(country, lifeExp): Taiwan year: 1952","lifeExp: 50.848 reorder(country, lifeExp): Thailand year: 1952","lifeExp: 40.412 reorder(country, lifeExp): Vietnam year: 1952","lifeExp: 43.160 reorder(country, lifeExp): West Bank and Gaza year: 1952","lifeExp: 32.548 reorder(country, lifeExp): Yemen Rep. year: 1952"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(48,18,59,1)","opacity":1,"size":7.559055118110237,"symbol":"circle","line":{"width":1.8897637795275593,"color":"rgba(48,18,59,1)"}},"hoveron":"points","name":"1952","legendgroup":"1952","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[43.828000000000003,75.635000000000005,64.061999999999998,59.722999999999999,72.960999999999999,82.207999999999998,64.697999999999993,70.650000000000006,70.963999999999999,59.545000000000002,80.745000000000005,82.602999999999994,72.534999999999997,67.296999999999997,78.623000000000005,77.587999999999994,71.992999999999995,74.241,66.802999999999997,62.069000000000003,63.784999999999997,75.640000000000001,65.483000000000004,71.688000000000002,72.777000000000001,79.971999999999994,72.396000000000001,74.143000000000001,78.400000000000006,70.616,74.248999999999995,73.421999999999997,62.698],"y":[1,25,6,4,18,31,7,9,16,8,33,32,15,19,24,28,26,23,11,3,5,13,10,20,12,30,27,21,29,22,14,17,2],"text":["lifeExp: 43.828 reorder(country, lifeExp): Afghanistan year: 2007","lifeExp: 75.635 reorder(country, lifeExp): Bahrain year: 2007","lifeExp: 64.062 reorder(country, lifeExp): Bangladesh year: 2007","lifeExp: 59.723 reorder(country, lifeExp): Cambodia year: 2007","lifeExp: 72.961 reorder(country, lifeExp): China year: 2007","lifeExp: 82.208 reorder(country, lifeExp): Hong Kong China year: 2007","lifeExp: 64.698 reorder(country, lifeExp): India year: 2007","lifeExp: 70.650 reorder(country, lifeExp): Indonesia year: 2007","lifeExp: 70.964 reorder(country, lifeExp): Iran year: 2007","lifeExp: 59.545 reorder(country, lifeExp): Iraq year: 2007","lifeExp: 80.745 reorder(country, lifeExp): Israel year: 2007","lifeExp: 82.603 reorder(country, lifeExp): Japan year: 2007","lifeExp: 72.535 reorder(country, lifeExp): Jordan year: 2007","lifeExp: 67.297 reorder(country, lifeExp): Korea Dem. Rep. year: 2007","lifeExp: 78.623 reorder(country, lifeExp): Korea Rep. year: 2007","lifeExp: 77.588 reorder(country, lifeExp): Kuwait year: 2007","lifeExp: 71.993 reorder(country, lifeExp): Lebanon year: 2007","lifeExp: 74.241 reorder(country, lifeExp): Malaysia year: 2007","lifeExp: 66.803 reorder(country, lifeExp): Mongolia year: 2007","lifeExp: 62.069 reorder(country, lifeExp): Myanmar year: 2007","lifeExp: 63.785 reorder(country, lifeExp): Nepal year: 2007","lifeExp: 75.640 reorder(country, lifeExp): Oman year: 2007","lifeExp: 65.483 reorder(country, lifeExp): Pakistan year: 2007","lifeExp: 71.688 reorder(country, lifeExp): Philippines year: 2007","lifeExp: 72.777 reorder(country, lifeExp): Saudi Arabia year: 2007","lifeExp: 79.972 reorder(country, lifeExp): Singapore year: 2007","lifeExp: 72.396 reorder(country, lifeExp): Sri Lanka year: 2007","lifeExp: 74.143 reorder(country, lifeExp): Syria year: 2007","lifeExp: 78.400 reorder(country, lifeExp): Taiwan year: 2007","lifeExp: 70.616 reorder(country, lifeExp): Thailand year: 2007","lifeExp: 74.249 reorder(country, lifeExp): Vietnam year: 2007","lifeExp: 73.422 reorder(country, lifeExp): West Bank and Gaza year: 2007","lifeExp: 62.698 reorder(country, lifeExp): Yemen Rep. year: 2007"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(122,4,3,1)","opacity":1,"size":7.559055118110237,"symbol":"circle","line":{"width":1.8897637795275593,"color":"rgba(122,4,3,1)"}},"hoveron":"points","name":"2007","legendgroup":"2007","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null}],"layout":{"margin":{"t":26.626816106268159,"r":10.62681610626816,"b":39.8505603985056,"l":124.86508924865089},"plot_bgcolor":"rgba(235,235,235,1)","paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":13.283520132835198},"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[26.110899999999997,85.293099999999995],"tickmode":"array","ticktext":["30","40","50","60","70","80"],"tickvals":[30,40,50,60,70,80],"categoryorder":"array","categoryarray":["30","40","50","60","70","80"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":10.62681610626816},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"y","title":{"text":"lifeExp","font":{"color":"rgba(0,0,0,1)","family":"","size":13.283520132835198}},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[0.40000000000000002,33.600000000000001],"tickmode":"array","ticktext":["Afghanistan","Yemen Rep.","Myanmar","Cambodia","Nepal","Bangladesh","India","Iraq","Indonesia","Pakistan","Mongolia","Saudi Arabia","Oman","Vietnam","Jordan","Iran","West Bank and Gaza","China","Korea Dem. Rep.","Philippines","Syria","Thailand","Malaysia","Korea Rep.","Bahrain","Lebanon","Sri Lanka","Kuwait","Taiwan","Singapore","Hong Kong China","Japan","Israel"],"tickvals":[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],"categoryorder":"array","categoryarray":["Afghanistan","Yemen Rep.","Myanmar","Cambodia","Nepal","Bangladesh","India","Iraq","Indonesia","Pakistan","Mongolia","Saudi Arabia","Oman","Vietnam","Jordan","Iran","West Bank and Gaza","China","Korea Dem. Rep.","Philippines","Syria","Thailand","Malaysia","Korea Rep.","Bahrain","Lebanon","Sri Lanka","Kuwait","Taiwan","Singapore","Hong Kong China","Japan","Israel"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":10.62681610626816},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"x","title":{"text":"country","font":{"color":"rgba(0,0,0,1)","family":"","size":13.283520132835198}},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","layer":"below","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":true,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":0,"font":{"color":"rgba(0,0,0,1)","family":"","size":10.62681610626816},"title":{"text":"Year","font":{"color":"rgba(0,0,0,1)","family":"","size":13.283520132835198}}},"hovermode":"closest","height":450,"barmode":"relative"},"config":{"doubleClick":"reset","modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"source":"A","attrs":{"274055e748e6":{"x":{},"y":{},"type":"scatter"},"274043632019":{"x":{},"y":{},"colour":{}}},"cur_data":"274055e748e6","visdat":{"274055e748e6":["function (y) ","x"],"274043632019":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>
]
]

---
## Colorscales 
Just like in ggplot, you can color by variables.

``` r
plot_ly(data = iris, x = ~Sepal.Length, y = ~Petal.Length, color = ~Species, height = 300)
```

<div id="htmlwidget-d544fa0cbbaa2075a9f4" style="width:80%;height:300px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-d544fa0cbbaa2075a9f4">{"x":{"visdat":{"27403d610bfb":["function () ","plotlyVisDat"]},"cur_data":"27403d610bfb","attrs":{"27403d610bfb":{"x":{},"y":{},"color":{},"alpha_stroke":1,"sizes":[10,100],"spans":[1,20]}},"layout":{"height":300,"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"Sepal.Length"},"yaxis":{"domain":[0,1],"automargin":true,"title":"Petal.Length"},"hovermode":"closest","showlegend":true},"source":"A","config":{"modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"data":[{"x":[5.0999999999999996,4.9000000000000004,4.7000000000000002,4.5999999999999996,5,5.4000000000000004,4.5999999999999996,5,4.4000000000000004,4.9000000000000004,5.4000000000000004,4.7999999999999998,4.7999999999999998,4.2999999999999998,5.7999999999999998,5.7000000000000002,5.4000000000000004,5.0999999999999996,5.7000000000000002,5.0999999999999996,5.4000000000000004,5.0999999999999996,4.5999999999999996,5.0999999999999996,4.7999999999999998,5,5,5.2000000000000002,5.2000000000000002,4.7000000000000002,4.7999999999999998,5.4000000000000004,5.2000000000000002,5.5,4.9000000000000004,5,5.5,4.9000000000000004,4.4000000000000004,5.0999999999999996,5,4.5,4.4000000000000004,5,5.0999999999999996,4.7999999999999998,5.0999999999999996,4.5999999999999996,5.2999999999999998,5],"y":[1.3999999999999999,1.3999999999999999,1.3,1.5,1.3999999999999999,1.7,1.3999999999999999,1.5,1.3999999999999999,1.5,1.5,1.6000000000000001,1.3999999999999999,1.1000000000000001,1.2,1.5,1.3,1.3999999999999999,1.7,1.5,1.7,1.5,1,1.7,1.8999999999999999,1.6000000000000001,1.6000000000000001,1.5,1.3999999999999999,1.6000000000000001,1.6000000000000001,1.5,1.5,1.3999999999999999,1.5,1.2,1.3,1.3999999999999999,1.3,1.5,1.3,1.3,1.3,1.6000000000000001,1.8999999999999999,1.3999999999999999,1.6000000000000001,1.3999999999999999,1.5,1.3999999999999999],"type":"scatter","mode":"markers","name":"setosa","marker":{"color":"rgba(102,194,165,1)","line":{"color":"rgba(102,194,165,1)"}},"textfont":{"color":"rgba(102,194,165,1)"},"error_y":{"color":"rgba(102,194,165,1)"},"error_x":{"color":"rgba(102,194,165,1)"},"line":{"color":"rgba(102,194,165,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[7,6.4000000000000004,6.9000000000000004,5.5,6.5,5.7000000000000002,6.2999999999999998,4.9000000000000004,6.5999999999999996,5.2000000000000002,5,5.9000000000000004,6,6.0999999999999996,5.5999999999999996,6.7000000000000002,5.5999999999999996,5.7999999999999998,6.2000000000000002,5.5999999999999996,5.9000000000000004,6.0999999999999996,6.2999999999999998,6.0999999999999996,6.4000000000000004,6.5999999999999996,6.7999999999999998,6.7000000000000002,6,5.7000000000000002,5.5,5.5,5.7999999999999998,6,5.4000000000000004,6,6.7000000000000002,6.2999999999999998,5.5999999999999996,5.5,5.5,6.0999999999999996,5.7999999999999998,5,5.5999999999999996,5.7000000000000002,5.7000000000000002,6.2000000000000002,5.0999999999999996,5.7000000000000002],"y":[4.7000000000000002,4.5,4.9000000000000004,4,4.5999999999999996,4.5,4.7000000000000002,3.2999999999999998,4.5999999999999996,3.8999999999999999,3.5,4.2000000000000002,4,4.7000000000000002,3.6000000000000001,4.4000000000000004,4.5,4.0999999999999996,4.5,3.8999999999999999,4.7999999999999998,4,4.9000000000000004,4.7000000000000002,4.2999999999999998,4.4000000000000004,4.7999999999999998,5,4.5,3.5,3.7999999999999998,3.7000000000000002,3.8999999999999999,5.0999999999999996,4.5,4.5,4.7000000000000002,4.4000000000000004,4.0999999999999996,4,4.4000000000000004,4.5999999999999996,4,3.2999999999999998,4.2000000000000002,4.2000000000000002,4.2000000000000002,4.2999999999999998,3,4.0999999999999996],"type":"scatter","mode":"markers","name":"versicolor","marker":{"color":"rgba(252,141,98,1)","line":{"color":"rgba(252,141,98,1)"}},"textfont":{"color":"rgba(252,141,98,1)"},"error_y":{"color":"rgba(252,141,98,1)"},"error_x":{"color":"rgba(252,141,98,1)"},"line":{"color":"rgba(252,141,98,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[6.2999999999999998,5.7999999999999998,7.0999999999999996,6.2999999999999998,6.5,7.5999999999999996,4.9000000000000004,7.2999999999999998,6.7000000000000002,7.2000000000000002,6.5,6.4000000000000004,6.7999999999999998,5.7000000000000002,5.7999999999999998,6.4000000000000004,6.5,7.7000000000000002,7.7000000000000002,6,6.9000000000000004,5.5999999999999996,7.7000000000000002,6.2999999999999998,6.7000000000000002,7.2000000000000002,6.2000000000000002,6.0999999999999996,6.4000000000000004,7.2000000000000002,7.4000000000000004,7.9000000000000004,6.4000000000000004,6.2999999999999998,6.0999999999999996,7.7000000000000002,6.2999999999999998,6.4000000000000004,6,6.9000000000000004,6.7000000000000002,6.9000000000000004,5.7999999999999998,6.7999999999999998,6.7000000000000002,6.7000000000000002,6.2999999999999998,6.5,6.2000000000000002,5.9000000000000004],"y":[6,5.0999999999999996,5.9000000000000004,5.5999999999999996,5.7999999999999998,6.5999999999999996,4.5,6.2999999999999998,5.7999999999999998,6.0999999999999996,5.0999999999999996,5.2999999999999998,5.5,5,5.0999999999999996,5.2999999999999998,5.5,6.7000000000000002,6.9000000000000004,5,5.7000000000000002,4.9000000000000004,6.7000000000000002,4.9000000000000004,5.7000000000000002,6,4.7999999999999998,4.9000000000000004,5.5999999999999996,5.7999999999999998,6.0999999999999996,6.4000000000000004,5.5999999999999996,5.0999999999999996,5.5999999999999996,6.0999999999999996,5.5999999999999996,5.5,4.7999999999999998,5.4000000000000004,5.5999999999999996,5.0999999999999996,5.0999999999999996,5.9000000000000004,5.7000000000000002,5.2000000000000002,5,5.2000000000000002,5.4000000000000004,5.0999999999999996],"type":"scatter","mode":"markers","name":"virginica","marker":{"color":"rgba(141,160,203,1)","line":{"color":"rgba(141,160,203,1)"}},"textfont":{"color":"rgba(141,160,203,1)"},"error_y":{"color":"rgba(141,160,203,1)"},"error_x":{"color":"rgba(141,160,203,1)"},"line":{"color":"rgba(141,160,203,1)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---
## Colorscales

``` r
library(palmerpenguins)
plot_ly(data = penguins, x = ~bill_length_mm , y = ~body_mass_g, color = ~sex,
        height = 300)
```

<div id="htmlwidget-ce0b346a3aace3dab31e" style="width:80%;height:300px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-ce0b346a3aace3dab31e">{"x":{"visdat":{"27401a1da861":["function () ","plotlyVisDat"]},"cur_data":"27401a1da861","attrs":{"27401a1da861":{"x":{},"y":{},"color":{},"alpha_stroke":1,"sizes":[10,100],"spans":[1,20]}},"layout":{"height":300,"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"bill_length_mm"},"yaxis":{"domain":[0,1],"automargin":true,"title":"body_mass_g"},"hovermode":"closest","showlegend":true},"source":"A","config":{"modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"data":[{"x":[39.5,40.299999999999997,36.700000000000003,38.899999999999999,41.100000000000001,36.600000000000001,38.700000000000003,34.399999999999999,37.799999999999997,35.899999999999999,35.299999999999997,40.5,37.899999999999999,39.5,39.5,36.399999999999999,42.200000000000003,37.600000000000001,36.5,36,37,36,39.600000000000001,35,34.5,39,36.5,35.700000000000003,37.600000000000001,36.399999999999999,35.5,35.899999999999999,33.5,39.600000000000001,35.5,40.899999999999999,36.200000000000003,34.600000000000001,36.700000000000003,37.299999999999997,36.899999999999999,38.899999999999999,35.700000000000003,34,36.200000000000003,38.100000000000001,33.100000000000001,35,37.700000000000003,37.899999999999999,38.600000000000001,38.100000000000001,38.100000000000001,39.700000000000003,39.600000000000001,38.600000000000001,35.700000000000003,36.200000000000003,40.200000000000003,35.200000000000003,38.799999999999997,39,38.5,36.799999999999997,38.100000000000001,35.600000000000001,37,40.200000000000003,32.100000000000001,37.299999999999997,36.600000000000001,36,36,46.100000000000001,48.700000000000003,46.5,45.399999999999999,43.299999999999997,40.899999999999999,45.5,45.799999999999997,42,46.200000000000003,45.100000000000001,46.5,42.899999999999999,48.200000000000003,42.799999999999997,45.100000000000001,49.100000000000001,42.600000000000001,44,42.700000000000003,45.299999999999997,43.600000000000001,45.5,44.899999999999999,46.600000000000001,45.100000000000001,46.5,43.799999999999997,43.200000000000003,45.299999999999997,45.700000000000003,45.799999999999997,43.5,47.700000000000003,46.5,46.399999999999999,47.5,45.200000000000003,49.100000000000001,47.399999999999999,44.899999999999999,43.399999999999999,47.5,47.5,45.5,44.5,46.899999999999999,48.399999999999999,48.5,47.200000000000003,41.700000000000003,43.299999999999997,50.5,43.5,46.200000000000003,47.200000000000003,46.799999999999997,45.200000000000003,46.5,45.399999999999999,45.200000000000003,46.100000000000001,46,46.600000000000001,47,45.899999999999999,58,46.399999999999999,42.399999999999999,43.200000000000003,46.700000000000003,50.5,46.399999999999999,40.899999999999999,42.5,47.5,47.600000000000001,46.899999999999999,46.200000000000003,45.5,50.899999999999999,50.100000000000001,49.799999999999997,48.100000000000001,45.700000000000003,42.5,45.200000000000003,45.600000000000001,46.799999999999997,45.700000000000003,43.5,50.200000000000003],"y":[3800,3250,3450,3625,3200,3700,3450,3325,3400,3800,3800,3200,3150,3250,3300,3325,3550,3300,3150,3100,3000,3450,3500,3450,2900,3550,2850,3150,3600,2850,3350,3050,3600,3550,3700,3700,3550,3200,3800,3350,3500,3600,3550,3400,3300,3700,2900,3725,3075,2925,3750,3175,3825,3200,3900,2900,3350,3150,3450,3050,3275,3050,3325,3500,3425,3175,3400,3400,3050,3000,3475,3450,3700,4500,4450,4550,4800,4400,4650,4650,4200,4150,4800,5000,4400,5000,4600,4700,5050,5150,4950,4350,3950,4300,4900,4200,5100,4850,4400,4900,4300,4450,4200,4400,4700,4700,4750,5200,4700,4600,4750,4625,4725,4750,4600,4875,4950,4750,4850,4875,4625,4850,4975,4700,4575,5000,4650,4375,4925,4850,5200,3500,3525,3950,3250,4150,3800,3700,3575,3700,3450,3600,2900,3300,3400,3700,3200,3350,3900,3850,2700,3650,3500,3675,3400,3675,3325,3600,3350,3250,3525,3650,3650,3400,3775],"type":"scatter","mode":"markers","name":"female","marker":{"color":"rgba(102,194,165,1)","line":{"color":"rgba(102,194,165,1)"}},"textfont":{"color":"rgba(102,194,165,1)"},"error_y":{"color":"rgba(102,194,165,1)"},"error_x":{"color":"rgba(102,194,165,1)"},"line":{"color":"rgba(102,194,165,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[39.100000000000001,39.299999999999997,39.200000000000003,38.600000000000001,34.600000000000001,42.5,46,37.700000000000003,38.200000000000003,38.799999999999997,40.600000000000001,40.5,37.200000000000003,40.899999999999999,39.200000000000003,38.799999999999997,39.799999999999997,40.799999999999997,44.100000000000001,39.600000000000001,41.100000000000001,42.299999999999997,40.100000000000001,42,41.399999999999999,40.600000000000001,37.600000000000001,41.299999999999997,41.100000000000001,41.600000000000001,41.100000000000001,41.799999999999997,39.700000000000003,45.799999999999997,42.799999999999997,37.200000000000003,42.100000000000001,42.899999999999999,35.100000000000001,41.299999999999997,36.299999999999997,38.299999999999997,41.100000000000001,39.600000000000001,40.799999999999997,40.299999999999997,43.200000000000003,41,37.799999999999997,39.700000000000003,38.200000000000003,43.200000000000003,45.600000000000001,42.200000000000003,42.700000000000003,37.299999999999997,41.100000000000001,37.700000000000003,41.399999999999999,40.600000000000001,41.5,44.100000000000001,43.100000000000001,37.5,41.100000000000001,40.200000000000003,39.700000000000003,40.600000000000001,40.700000000000003,39,39.200000000000003,37.799999999999997,41.5,50,50,47.600000000000001,46.700000000000003,46.799999999999997,49,48.399999999999999,49.299999999999997,49.200000000000003,48.700000000000003,50.200000000000003,46.299999999999997,46.100000000000001,47.799999999999997,50,47.299999999999997,59.600000000000001,48.399999999999999,44.399999999999999,48.700000000000003,49.600000000000001,49.600000000000001,50.5,50.5,45.200000000000003,48.5,50.100000000000001,45,45.5,50.399999999999999,46.200000000000003,54.299999999999997,49.799999999999997,49.5,50.700000000000003,46.399999999999999,48.200000000000003,48.600000000000001,51.100000000000001,45.200000000000003,52.5,50,50.799999999999997,51.299999999999997,52.100000000000001,52.200000000000003,49.5,50.799999999999997,49.399999999999999,51.100000000000001,55.899999999999999,49.100000000000001,46.799999999999997,53.399999999999999,48.100000000000001,49.799999999999997,51.5,55.100000000000001,48.799999999999997,50.399999999999999,49.899999999999999,50,51.299999999999997,52.700000000000003,51.299999999999997,51.299999999999997,51.700000000000003,52,50.5,50.299999999999997,49.200000000000003,48.5,50.600000000000001,52,49.5,52.799999999999997,54.200000000000003,51,49.700000000000003,52,53.5,49,50.899999999999999,50.799999999999997,49,51.5,51.399999999999999,50.700000000000003,52.200000000000003,49.299999999999997,50.200000000000003,51.899999999999999,55.799999999999997,49.600000000000001,50.799999999999997],"y":[3750,3650,4675,3800,4400,4500,4200,3600,3950,3800,3550,3950,3900,3900,4150,3950,4650,3900,4400,4600,3425,4150,4300,4050,3700,3800,3750,4400,4050,3950,4100,4450,3900,4150,4250,3900,4000,4700,4200,3550,3800,3950,4300,4450,4300,4350,4100,4725,4250,3550,3900,4775,4600,4275,4075,3775,3325,3500,3875,4000,4300,4000,3500,4475,3900,3975,4250,3475,3725,3650,4250,3750,4000,5700,5700,5400,5200,5150,5550,5850,5850,6300,5350,5700,5050,5100,5650,5550,5250,6050,5400,5250,5350,5700,4750,5550,5400,5300,5300,5000,5050,5000,5550,5300,5650,5700,5800,5550,5000,5100,5800,6000,5950,5450,5350,5600,5300,5550,5400,5650,5200,4925,5250,5600,5500,5500,5500,5500,5950,5500,5850,6000,5750,5400,3900,3650,3725,3750,3700,3775,4050,4050,3300,4400,3400,3800,4150,3800,4550,4300,4100,3600,4800,4500,3950,3550,4450,4300,3250,3950,4050,3450,4050,3800,3950,4000,3775,4100],"type":"scatter","mode":"markers","name":"male","marker":{"color":"rgba(141,160,203,1)","line":{"color":"rgba(141,160,203,1)"}},"textfont":{"color":"rgba(141,160,203,1)"},"error_y":{"color":"rgba(141,160,203,1)"},"error_x":{"color":"rgba(141,160,203,1)"},"line":{"color":"rgba(141,160,203,1)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---
## ColorBrewer Palette Names

``` r
plot_ly(data = iris, x = ~Sepal.Length, y = ~Petal.Length, color = ~Species, 
        colors = "Set1", height = 300)
```

<div id="htmlwidget-8abdf87b9bab1ff5b4a7" style="width:80%;height:300px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-8abdf87b9bab1ff5b4a7">{"x":{"visdat":{"274061579e2c":["function () ","plotlyVisDat"]},"cur_data":"274061579e2c","attrs":{"274061579e2c":{"x":{},"y":{},"color":{},"colors":"Set1","alpha_stroke":1,"sizes":[10,100],"spans":[1,20]}},"layout":{"height":300,"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"Sepal.Length"},"yaxis":{"domain":[0,1],"automargin":true,"title":"Petal.Length"},"hovermode":"closest","showlegend":true},"source":"A","config":{"modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"data":[{"x":[5.0999999999999996,4.9000000000000004,4.7000000000000002,4.5999999999999996,5,5.4000000000000004,4.5999999999999996,5,4.4000000000000004,4.9000000000000004,5.4000000000000004,4.7999999999999998,4.7999999999999998,4.2999999999999998,5.7999999999999998,5.7000000000000002,5.4000000000000004,5.0999999999999996,5.7000000000000002,5.0999999999999996,5.4000000000000004,5.0999999999999996,4.5999999999999996,5.0999999999999996,4.7999999999999998,5,5,5.2000000000000002,5.2000000000000002,4.7000000000000002,4.7999999999999998,5.4000000000000004,5.2000000000000002,5.5,4.9000000000000004,5,5.5,4.9000000000000004,4.4000000000000004,5.0999999999999996,5,4.5,4.4000000000000004,5,5.0999999999999996,4.7999999999999998,5.0999999999999996,4.5999999999999996,5.2999999999999998,5],"y":[1.3999999999999999,1.3999999999999999,1.3,1.5,1.3999999999999999,1.7,1.3999999999999999,1.5,1.3999999999999999,1.5,1.5,1.6000000000000001,1.3999999999999999,1.1000000000000001,1.2,1.5,1.3,1.3999999999999999,1.7,1.5,1.7,1.5,1,1.7,1.8999999999999999,1.6000000000000001,1.6000000000000001,1.5,1.3999999999999999,1.6000000000000001,1.6000000000000001,1.5,1.5,1.3999999999999999,1.5,1.2,1.3,1.3999999999999999,1.3,1.5,1.3,1.3,1.3,1.6000000000000001,1.8999999999999999,1.3999999999999999,1.6000000000000001,1.3999999999999999,1.5,1.3999999999999999],"type":"scatter","mode":"markers","name":"setosa","marker":{"color":"rgba(228,26,28,1)","line":{"color":"rgba(228,26,28,1)"}},"textfont":{"color":"rgba(228,26,28,1)"},"error_y":{"color":"rgba(228,26,28,1)"},"error_x":{"color":"rgba(228,26,28,1)"},"line":{"color":"rgba(228,26,28,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[7,6.4000000000000004,6.9000000000000004,5.5,6.5,5.7000000000000002,6.2999999999999998,4.9000000000000004,6.5999999999999996,5.2000000000000002,5,5.9000000000000004,6,6.0999999999999996,5.5999999999999996,6.7000000000000002,5.5999999999999996,5.7999999999999998,6.2000000000000002,5.5999999999999996,5.9000000000000004,6.0999999999999996,6.2999999999999998,6.0999999999999996,6.4000000000000004,6.5999999999999996,6.7999999999999998,6.7000000000000002,6,5.7000000000000002,5.5,5.5,5.7999999999999998,6,5.4000000000000004,6,6.7000000000000002,6.2999999999999998,5.5999999999999996,5.5,5.5,6.0999999999999996,5.7999999999999998,5,5.5999999999999996,5.7000000000000002,5.7000000000000002,6.2000000000000002,5.0999999999999996,5.7000000000000002],"y":[4.7000000000000002,4.5,4.9000000000000004,4,4.5999999999999996,4.5,4.7000000000000002,3.2999999999999998,4.5999999999999996,3.8999999999999999,3.5,4.2000000000000002,4,4.7000000000000002,3.6000000000000001,4.4000000000000004,4.5,4.0999999999999996,4.5,3.8999999999999999,4.7999999999999998,4,4.9000000000000004,4.7000000000000002,4.2999999999999998,4.4000000000000004,4.7999999999999998,5,4.5,3.5,3.7999999999999998,3.7000000000000002,3.8999999999999999,5.0999999999999996,4.5,4.5,4.7000000000000002,4.4000000000000004,4.0999999999999996,4,4.4000000000000004,4.5999999999999996,4,3.2999999999999998,4.2000000000000002,4.2000000000000002,4.2000000000000002,4.2999999999999998,3,4.0999999999999996],"type":"scatter","mode":"markers","name":"versicolor","marker":{"color":"rgba(55,126,184,1)","line":{"color":"rgba(55,126,184,1)"}},"textfont":{"color":"rgba(55,126,184,1)"},"error_y":{"color":"rgba(55,126,184,1)"},"error_x":{"color":"rgba(55,126,184,1)"},"line":{"color":"rgba(55,126,184,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[6.2999999999999998,5.7999999999999998,7.0999999999999996,6.2999999999999998,6.5,7.5999999999999996,4.9000000000000004,7.2999999999999998,6.7000000000000002,7.2000000000000002,6.5,6.4000000000000004,6.7999999999999998,5.7000000000000002,5.7999999999999998,6.4000000000000004,6.5,7.7000000000000002,7.7000000000000002,6,6.9000000000000004,5.5999999999999996,7.7000000000000002,6.2999999999999998,6.7000000000000002,7.2000000000000002,6.2000000000000002,6.0999999999999996,6.4000000000000004,7.2000000000000002,7.4000000000000004,7.9000000000000004,6.4000000000000004,6.2999999999999998,6.0999999999999996,7.7000000000000002,6.2999999999999998,6.4000000000000004,6,6.9000000000000004,6.7000000000000002,6.9000000000000004,5.7999999999999998,6.7999999999999998,6.7000000000000002,6.7000000000000002,6.2999999999999998,6.5,6.2000000000000002,5.9000000000000004],"y":[6,5.0999999999999996,5.9000000000000004,5.5999999999999996,5.7999999999999998,6.5999999999999996,4.5,6.2999999999999998,5.7999999999999998,6.0999999999999996,5.0999999999999996,5.2999999999999998,5.5,5,5.0999999999999996,5.2999999999999998,5.5,6.7000000000000002,6.9000000000000004,5,5.7000000000000002,4.9000000000000004,6.7000000000000002,4.9000000000000004,5.7000000000000002,6,4.7999999999999998,4.9000000000000004,5.5999999999999996,5.7999999999999998,6.0999999999999996,6.4000000000000004,5.5999999999999996,5.0999999999999996,5.5999999999999996,6.0999999999999996,5.5999999999999996,5.5,4.7999999999999998,5.4000000000000004,5.5999999999999996,5.0999999999999996,5.0999999999999996,5.9000000000000004,5.7000000000000002,5.2000000000000002,5,5.2000000000000002,5.4000000000000004,5.0999999999999996],"type":"scatter","mode":"markers","name":"virginica","marker":{"color":"rgba(77,175,74,1)","line":{"color":"rgba(77,175,74,1)"}},"textfont":{"color":"rgba(77,175,74,1)"},"error_y":{"color":"rgba(77,175,74,1)"},"error_x":{"color":"rgba(77,175,74,1)"},"line":{"color":"rgba(77,175,74,1)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---
## Custom Color Scales

``` r
pal <- c("red", "blue", "orange")

plot_ly(data = iris, x = ~Sepal.Length, y = ~Petal.Length, color = ~Species, 
        colors = pal, height = 300)
```

<div id="htmlwidget-aa8f18544e31baa72b31" style="width:80%;height:300px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-aa8f18544e31baa72b31">{"x":{"visdat":{"27403c8c08a4":["function () ","plotlyVisDat"]},"cur_data":"27403c8c08a4","attrs":{"27403c8c08a4":{"x":{},"y":{},"color":{},"colors":["red","blue","orange"],"alpha_stroke":1,"sizes":[10,100],"spans":[1,20]}},"layout":{"height":300,"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"Sepal.Length"},"yaxis":{"domain":[0,1],"automargin":true,"title":"Petal.Length"},"hovermode":"closest","showlegend":true},"source":"A","config":{"modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"data":[{"x":[5.0999999999999996,4.9000000000000004,4.7000000000000002,4.5999999999999996,5,5.4000000000000004,4.5999999999999996,5,4.4000000000000004,4.9000000000000004,5.4000000000000004,4.7999999999999998,4.7999999999999998,4.2999999999999998,5.7999999999999998,5.7000000000000002,5.4000000000000004,5.0999999999999996,5.7000000000000002,5.0999999999999996,5.4000000000000004,5.0999999999999996,4.5999999999999996,5.0999999999999996,4.7999999999999998,5,5,5.2000000000000002,5.2000000000000002,4.7000000000000002,4.7999999999999998,5.4000000000000004,5.2000000000000002,5.5,4.9000000000000004,5,5.5,4.9000000000000004,4.4000000000000004,5.0999999999999996,5,4.5,4.4000000000000004,5,5.0999999999999996,4.7999999999999998,5.0999999999999996,4.5999999999999996,5.2999999999999998,5],"y":[1.3999999999999999,1.3999999999999999,1.3,1.5,1.3999999999999999,1.7,1.3999999999999999,1.5,1.3999999999999999,1.5,1.5,1.6000000000000001,1.3999999999999999,1.1000000000000001,1.2,1.5,1.3,1.3999999999999999,1.7,1.5,1.7,1.5,1,1.7,1.8999999999999999,1.6000000000000001,1.6000000000000001,1.5,1.3999999999999999,1.6000000000000001,1.6000000000000001,1.5,1.5,1.3999999999999999,1.5,1.2,1.3,1.3999999999999999,1.3,1.5,1.3,1.3,1.3,1.6000000000000001,1.8999999999999999,1.3999999999999999,1.6000000000000001,1.3999999999999999,1.5,1.3999999999999999],"type":"scatter","mode":"markers","name":"setosa","marker":{"color":"rgba(255,0,0,1)","line":{"color":"rgba(255,0,0,1)"}},"textfont":{"color":"rgba(255,0,0,1)"},"error_y":{"color":"rgba(255,0,0,1)"},"error_x":{"color":"rgba(255,0,0,1)"},"line":{"color":"rgba(255,0,0,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[7,6.4000000000000004,6.9000000000000004,5.5,6.5,5.7000000000000002,6.2999999999999998,4.9000000000000004,6.5999999999999996,5.2000000000000002,5,5.9000000000000004,6,6.0999999999999996,5.5999999999999996,6.7000000000000002,5.5999999999999996,5.7999999999999998,6.2000000000000002,5.5999999999999996,5.9000000000000004,6.0999999999999996,6.2999999999999998,6.0999999999999996,6.4000000000000004,6.5999999999999996,6.7999999999999998,6.7000000000000002,6,5.7000000000000002,5.5,5.5,5.7999999999999998,6,5.4000000000000004,6,6.7000000000000002,6.2999999999999998,5.5999999999999996,5.5,5.5,6.0999999999999996,5.7999999999999998,5,5.5999999999999996,5.7000000000000002,5.7000000000000002,6.2000000000000002,5.0999999999999996,5.7000000000000002],"y":[4.7000000000000002,4.5,4.9000000000000004,4,4.5999999999999996,4.5,4.7000000000000002,3.2999999999999998,4.5999999999999996,3.8999999999999999,3.5,4.2000000000000002,4,4.7000000000000002,3.6000000000000001,4.4000000000000004,4.5,4.0999999999999996,4.5,3.8999999999999999,4.7999999999999998,4,4.9000000000000004,4.7000000000000002,4.2999999999999998,4.4000000000000004,4.7999999999999998,5,4.5,3.5,3.7999999999999998,3.7000000000000002,3.8999999999999999,5.0999999999999996,4.5,4.5,4.7000000000000002,4.4000000000000004,4.0999999999999996,4,4.4000000000000004,4.5999999999999996,4,3.2999999999999998,4.2000000000000002,4.2000000000000002,4.2000000000000002,4.2999999999999998,3,4.0999999999999996],"type":"scatter","mode":"markers","name":"versicolor","marker":{"color":"rgba(0,0,255,1)","line":{"color":"rgba(0,0,255,1)"}},"textfont":{"color":"rgba(0,0,255,1)"},"error_y":{"color":"rgba(0,0,255,1)"},"error_x":{"color":"rgba(0,0,255,1)"},"line":{"color":"rgba(0,0,255,1)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[6.2999999999999998,5.7999999999999998,7.0999999999999996,6.2999999999999998,6.5,7.5999999999999996,4.9000000000000004,7.2999999999999998,6.7000000000000002,7.2000000000000002,6.5,6.4000000000000004,6.7999999999999998,5.7000000000000002,5.7999999999999998,6.4000000000000004,6.5,7.7000000000000002,7.7000000000000002,6,6.9000000000000004,5.5999999999999996,7.7000000000000002,6.2999999999999998,6.7000000000000002,7.2000000000000002,6.2000000000000002,6.0999999999999996,6.4000000000000004,7.2000000000000002,7.4000000000000004,7.9000000000000004,6.4000000000000004,6.2999999999999998,6.0999999999999996,7.7000000000000002,6.2999999999999998,6.4000000000000004,6,6.9000000000000004,6.7000000000000002,6.9000000000000004,5.7999999999999998,6.7999999999999998,6.7000000000000002,6.7000000000000002,6.2999999999999998,6.5,6.2000000000000002,5.9000000000000004],"y":[6,5.0999999999999996,5.9000000000000004,5.5999999999999996,5.7999999999999998,6.5999999999999996,4.5,6.2999999999999998,5.7999999999999998,6.0999999999999996,5.0999999999999996,5.2999999999999998,5.5,5,5.0999999999999996,5.2999999999999998,5.5,6.7000000000000002,6.9000000000000004,5,5.7000000000000002,4.9000000000000004,6.7000000000000002,4.9000000000000004,5.7000000000000002,6,4.7999999999999998,4.9000000000000004,5.5999999999999996,5.7999999999999998,6.0999999999999996,6.4000000000000004,5.5999999999999996,5.0999999999999996,5.5999999999999996,6.0999999999999996,5.5999999999999996,5.5,4.7999999999999998,5.4000000000000004,5.5999999999999996,5.0999999999999996,5.0999999999999996,5.9000000000000004,5.7000000000000002,5.2000000000000002,5,5.2000000000000002,5.4000000000000004,5.0999999999999996],"type":"scatter","mode":"markers","name":"virginica","marker":{"color":"rgba(255,165,0,1)","line":{"color":"rgba(255,165,0,1)"}},"textfont":{"color":"rgba(255,165,0,1)"},"error_y":{"color":"rgba(255,165,0,1)"},"error_x":{"color":"rgba(255,165,0,1)"},"line":{"color":"rgba(255,165,0,1)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---
## Mapping Data to Symbols

``` r
plot_ly(data = iris, x = ~Sepal.Length, y = ~Petal.Length, type = 'scatter',
  mode = 'markers', symbol = ~Species, symbols = c('circle','x','o'), alpha = 0.5,
  color = I('black'), marker = list(size = 10), height = 300)
```

<div id="htmlwidget-5c437d409faaacf432bc" style="width:80%;height:300px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-5c437d409faaacf432bc">{"x":{"visdat":{"2740437d6b76":["function () ","plotlyVisDat"]},"cur_data":"2740437d6b76","attrs":{"2740437d6b76":{"x":{},"y":{},"mode":"markers","marker":{"size":10},"color":["black"],"symbol":{},"alpha":0.5,"alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"symbols":["circle","x","o"],"type":"scatter"}},"layout":{"height":300,"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"Sepal.Length"},"yaxis":{"domain":[0,1],"automargin":true,"title":"Petal.Length"},"hovermode":"closest","showlegend":true},"source":"A","config":{"modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"data":[{"x":[5.0999999999999996,4.9000000000000004,4.7000000000000002,4.5999999999999996,5,5.4000000000000004,4.5999999999999996,5,4.4000000000000004,4.9000000000000004,5.4000000000000004,4.7999999999999998,4.7999999999999998,4.2999999999999998,5.7999999999999998,5.7000000000000002,5.4000000000000004,5.0999999999999996,5.7000000000000002,5.0999999999999996,5.4000000000000004,5.0999999999999996,4.5999999999999996,5.0999999999999996,4.7999999999999998,5,5,5.2000000000000002,5.2000000000000002,4.7000000000000002,4.7999999999999998,5.4000000000000004,5.2000000000000002,5.5,4.9000000000000004,5,5.5,4.9000000000000004,4.4000000000000004,5.0999999999999996,5,4.5,4.4000000000000004,5,5.0999999999999996,4.7999999999999998,5.0999999999999996,4.5999999999999996,5.2999999999999998,5],"y":[1.3999999999999999,1.3999999999999999,1.3,1.5,1.3999999999999999,1.7,1.3999999999999999,1.5,1.3999999999999999,1.5,1.5,1.6000000000000001,1.3999999999999999,1.1000000000000001,1.2,1.5,1.3,1.3999999999999999,1.7,1.5,1.7,1.5,1,1.7,1.8999999999999999,1.6000000000000001,1.6000000000000001,1.5,1.3999999999999999,1.6000000000000001,1.6000000000000001,1.5,1.5,1.3999999999999999,1.5,1.2,1.3,1.3999999999999999,1.3,1.5,1.3,1.3,1.3,1.6000000000000001,1.8999999999999999,1.3999999999999999,1.6000000000000001,1.3999999999999999,1.5,1.3999999999999999],"mode":"markers","marker":{"color":"rgba(0,0,0,0.5)","symbol":"circle","size":10,"line":{"color":"rgba(0,0,0,1)"}},"type":"scatter","name":"setosa","textfont":{"color":"rgba(0,0,0,0.5)"},"error_y":{"color":"rgba(0,0,0,0.5)"},"error_x":{"color":"rgba(0,0,0,0.5)"},"line":{"color":"rgba(0,0,0,0.5)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[7,6.4000000000000004,6.9000000000000004,5.5,6.5,5.7000000000000002,6.2999999999999998,4.9000000000000004,6.5999999999999996,5.2000000000000002,5,5.9000000000000004,6,6.0999999999999996,5.5999999999999996,6.7000000000000002,5.5999999999999996,5.7999999999999998,6.2000000000000002,5.5999999999999996,5.9000000000000004,6.0999999999999996,6.2999999999999998,6.0999999999999996,6.4000000000000004,6.5999999999999996,6.7999999999999998,6.7000000000000002,6,5.7000000000000002,5.5,5.5,5.7999999999999998,6,5.4000000000000004,6,6.7000000000000002,6.2999999999999998,5.5999999999999996,5.5,5.5,6.0999999999999996,5.7999999999999998,5,5.5999999999999996,5.7000000000000002,5.7000000000000002,6.2000000000000002,5.0999999999999996,5.7000000000000002],"y":[4.7000000000000002,4.5,4.9000000000000004,4,4.5999999999999996,4.5,4.7000000000000002,3.2999999999999998,4.5999999999999996,3.8999999999999999,3.5,4.2000000000000002,4,4.7000000000000002,3.6000000000000001,4.4000000000000004,4.5,4.0999999999999996,4.5,3.8999999999999999,4.7999999999999998,4,4.9000000000000004,4.7000000000000002,4.2999999999999998,4.4000000000000004,4.7999999999999998,5,4.5,3.5,3.7999999999999998,3.7000000000000002,3.8999999999999999,5.0999999999999996,4.5,4.5,4.7000000000000002,4.4000000000000004,4.0999999999999996,4,4.4000000000000004,4.5999999999999996,4,3.2999999999999998,4.2000000000000002,4.2000000000000002,4.2000000000000002,4.2999999999999998,3,4.0999999999999996],"mode":"markers","marker":{"color":"rgba(0,0,0,0.5)","symbol":"x","size":10,"line":{"color":"rgba(0,0,0,1)"}},"type":"scatter","name":"versicolor","textfont":{"color":"rgba(0,0,0,0.5)"},"error_y":{"color":"rgba(0,0,0,0.5)"},"error_x":{"color":"rgba(0,0,0,0.5)"},"line":{"color":"rgba(0,0,0,0.5)"},"xaxis":"x","yaxis":"y","frame":null},{"x":[6.2999999999999998,5.7999999999999998,7.0999999999999996,6.2999999999999998,6.5,7.5999999999999996,4.9000000000000004,7.2999999999999998,6.7000000000000002,7.2000000000000002,6.5,6.4000000000000004,6.7999999999999998,5.7000000000000002,5.7999999999999998,6.4000000000000004,6.5,7.7000000000000002,7.7000000000000002,6,6.9000000000000004,5.5999999999999996,7.7000000000000002,6.2999999999999998,6.7000000000000002,7.2000000000000002,6.2000000000000002,6.0999999999999996,6.4000000000000004,7.2000000000000002,7.4000000000000004,7.9000000000000004,6.4000000000000004,6.2999999999999998,6.0999999999999996,7.7000000000000002,6.2999999999999998,6.4000000000000004,6,6.9000000000000004,6.7000000000000002,6.9000000000000004,5.7999999999999998,6.7999999999999998,6.7000000000000002,6.7000000000000002,6.2999999999999998,6.5,6.2000000000000002,5.9000000000000004],"y":[6,5.0999999999999996,5.9000000000000004,5.5999999999999996,5.7999999999999998,6.5999999999999996,4.5,6.2999999999999998,5.7999999999999998,6.0999999999999996,5.0999999999999996,5.2999999999999998,5.5,5,5.0999999999999996,5.2999999999999998,5.5,6.7000000000000002,6.9000000000000004,5,5.7000000000000002,4.9000000000000004,6.7000000000000002,4.9000000000000004,5.7000000000000002,6,4.7999999999999998,4.9000000000000004,5.5999999999999996,5.7999999999999998,6.0999999999999996,6.4000000000000004,5.5999999999999996,5.0999999999999996,5.5999999999999996,6.0999999999999996,5.5999999999999996,5.5,4.7999999999999998,5.4000000000000004,5.5999999999999996,5.0999999999999996,5.0999999999999996,5.9000000000000004,5.7000000000000002,5.2000000000000002,5,5.2000000000000002,5.4000000000000004,5.0999999999999996],"mode":"markers","marker":{"color":"rgba(0,0,0,0.5)","symbol":"circle-open","size":10,"line":{"color":"rgba(0,0,0,1)"}},"type":"scatter","name":"virginica","textfont":{"color":"rgba(0,0,0,0.5)"},"error_y":{"color":"rgba(0,0,0,0.5)"},"error_x":{"color":"rgba(0,0,0,0.5)"},"line":{"color":"rgba(0,0,0,0.5)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---
## Data labels on hover

``` r
d <- diamonds[sample(nrow(diamonds), 1000), ]

plot_ly(
 d, x = ~carat, y = ~price,
 # Hover text:
 text = ~paste("Price: ", price, '$ Cut:', cut),
 color = ~carat, size = ~carat, height = 300)
```

<div id="htmlwidget-c545590b99f342a51bbc" style="width:80%;height:300px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-c545590b99f342a51bbc">{"x":{"visdat":{"27403ddc4811":["function () ","plotlyVisDat"]},"cur_data":"27403ddc4811","attrs":{"27403ddc4811":{"x":{},"y":{},"text":{},"color":{},"size":{},"alpha_stroke":1,"sizes":[10,100],"spans":[1,20]}},"layout":{"height":300,"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"carat"},"yaxis":{"domain":[0,1],"automargin":true,"title":"price"},"hovermode":"closest","showlegend":false,"legend":{"yanchor":"top","y":0.5}},"source":"A","config":{"modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"data":[{"x":[0.71999999999999997,1.3300000000000001,0.29999999999999999,1.5,0.33000000000000002,0.71999999999999997,0.38,0.53000000000000003,0.28000000000000003,0.33000000000000002,0.40000000000000002,2,1.0900000000000001,0.41999999999999998,0.29999999999999999,1.1000000000000001,0.69999999999999996,0.53000000000000003,0.70999999999999996,1.01,2.02,0.52000000000000002,0.56999999999999995,0.55000000000000004,0.91000000000000003,0.31,0.29999999999999999,1,0.70999999999999996,0.39000000000000001,1.03,1,2.0099999999999998,2.0600000000000001,0.40999999999999998,0.51000000000000001,0.32000000000000001,0.33000000000000002,0.41999999999999998,0.71999999999999997,0.71999999999999997,0.93000000000000005,1.05,0.53000000000000003,0.40999999999999998,0.25,2.1600000000000001,0.90000000000000002,1.01,1.2,1.2,0.73999999999999999,0.53000000000000003,1.02,0.32000000000000001,0.56999999999999995,0.70999999999999996,1.02,0.33000000000000002,0.72999999999999998,0.90000000000000002,0.90000000000000002,0.52000000000000002,1.5,0.31,0.78000000000000003,1.7,1.5700000000000001,0.28999999999999998,0.67000000000000004,1,0.40000000000000002,0.47999999999999998,2.02,0.40999999999999998,0.32000000000000001,0.31,0.55000000000000004,1.04,1.0600000000000001,0.51000000000000001,0.5,1.0800000000000001,0.40000000000000002,1.1699999999999999,0.26000000000000001,0.40999999999999998,1.51,1.01,0.31,0.52000000000000002,1.23,1.01,2.0099999999999998,1.01,1.2,1.01,0.38,0.32000000000000001,1.05,0.5,1.6000000000000001,1.54,1.1200000000000001,1.1899999999999999,0.53000000000000003,0.34999999999999998,1.51,0.96999999999999997,1.5,0.72999999999999998,0.31,1,0.37,0.31,0.41999999999999998,0.33000000000000002,0.31,0.31,0.32000000000000001,0.40000000000000002,0.34000000000000002,0.56999999999999995,0.29999999999999999,1.4399999999999999,1.7,0.69999999999999996,0.78000000000000003,0.5,1.01,2.02,0.34000000000000002,0.33000000000000002,2,0.5,1.26,0.42999999999999999,0.69999999999999996,1.3400000000000001,0.35999999999999999,1.1100000000000001,0.69999999999999996,1.02,0.34999999999999998,1.2,0.40999999999999998,0.58999999999999997,1.01,1.01,0.51000000000000001,0.29999999999999999,1.01,0.56999999999999995,0.38,0.60999999999999999,0.41999999999999998,0.53000000000000003,0.32000000000000001,1.3,0.34000000000000002,1.03,0.81000000000000005,1.5800000000000001,0.91000000000000003,1.0700000000000001,0.90000000000000002,1.1499999999999999,1.3700000000000001,0.70999999999999996,0.41999999999999998,0.52000000000000002,2,1.27,0.54000000000000004,0.5,1.01,0.34000000000000002,0.90000000000000002,1.8400000000000001,1.0700000000000001,0.63,1.21,0.53000000000000003,0.76000000000000001,2.5099999999999998,1.51,1.6299999999999999,0.32000000000000001,0.91000000000000003,1.0800000000000001,0.41999999999999998,1.2,0.39000000000000001,1.1299999999999999,0.35999999999999999,0.29999999999999999,0.90000000000000002,2.3300000000000001,1.1299999999999999,0.56000000000000005,0.29999999999999999,0.73999999999999999,1.05,0.34999999999999998,1.01,0.56000000000000005,1.52,0.69999999999999996,0.31,0.69999999999999996,0.90000000000000002,1.2,1.01,0.29999999999999999,0.27000000000000002,0.56000000000000005,1.02,0.57999999999999996,0.5,0.70999999999999996,0.40999999999999998,0.23000000000000001,0.93999999999999995,0.53000000000000003,0.54000000000000004,0.33000000000000002,0.52000000000000002,0.76000000000000001,0.32000000000000001,0.31,0.40000000000000002,0.51000000000000001,0.53000000000000003,2.0299999999999998,0.57999999999999996,1.1399999999999999,0.34000000000000002,1.6899999999999999,1.1799999999999999,0.29999999999999999,0.54000000000000004,1.01,1.03,1.2,0.28999999999999998,2,1.0900000000000001,0.5,1.55,0.60999999999999999,0.80000000000000004,0.40000000000000002,0.31,0.70999999999999996,0.53000000000000003,0.45000000000000001,0.92000000000000004,0.51000000000000001,1.22,0.5,1.3799999999999999,0.79000000000000004,1.01,0.71999999999999997,1.02,1.3,0.51000000000000001,1.01,1,1.7,0.40999999999999998,0.32000000000000001,0.71999999999999997,0.71999999999999997,0.23999999999999999,0.32000000000000001,0.70999999999999996,0.51000000000000001,0.72999999999999998,0.77000000000000002,0.46000000000000002,0.34000000000000002,0.23000000000000001,1.6200000000000001,0.29999999999999999,0.29999999999999999,0.31,1.05,2.2599999999999998,0.95999999999999996,2.1099999999999999,1.1299999999999999,1.3200000000000001,0.32000000000000001,1.1599999999999999,0.70999999999999996,0.56999999999999995,0.92000000000000004,2.27,1.21,0.39000000000000001,0.60999999999999999,0.41999999999999998,1.01,0.51000000000000001,0.29999999999999999,0.53000000000000003,1.01,0.38,1.51,1.5,0.34999999999999998,1.0600000000000001,2.1099999999999999,0.41999999999999998,0.69999999999999996,1.01,0.29999999999999999,0.34000000000000002,1.04,0.56999999999999995,0.31,0.31,0.23000000000000001,1.01,0.41999999999999998,1.1499999999999999,0.62,0.58999999999999997,0.52000000000000002,1.02,1.5700000000000001,1.0900000000000001,1.01,1.01,1.6599999999999999,2.2599999999999998,1.8200000000000001,0.33000000000000002,0.90000000000000002,1.01,1.1299999999999999,1.72,0.82999999999999996,1.3400000000000001,2.4900000000000002,0.78000000000000003,0.73999999999999999,0.51000000000000001,1.1299999999999999,0.56999999999999995,0.70999999999999996,1.02,1.6100000000000001,0.82999999999999996,0.40999999999999998,0.81999999999999995,1.0800000000000001,0.78000000000000003,0.32000000000000001,1.1000000000000001,0.5,0.60999999999999999,0.69999999999999996,1.04,0.95999999999999996,0.70999999999999996,1.21,0.27000000000000002,1.25,1.3999999999999999,2.0600000000000001,0.38,0.71999999999999997,1.01,0.38,0.32000000000000001,1.3600000000000001,2.5,1.01,0.29999999999999999,0.31,0.70999999999999996,0.29999999999999999,0.40000000000000002,0.58999999999999997,0.5,0.56999999999999995,0.68000000000000005,1,1.52,0.57999999999999996,1.04,0.56999999999999995,1,0.58999999999999997,1.2,0.31,0.25,0.34000000000000002,1.3700000000000001,0.69999999999999996,1.55,0.40000000000000002,0.41999999999999998,1.5600000000000001,0.51000000000000001,1.23,1.4299999999999999,0.28999999999999998,0.70999999999999996,0.5,1.01,1.02,1.5900000000000001,1,0.37,1.6000000000000001,0.90000000000000002,1.1499999999999999,2.02,0.44,0.52000000000000002,0.71999999999999997,0.31,1.02,2.4199999999999999,0.91000000000000003,0.34999999999999998,0.57999999999999996,1.01,0.72999999999999998,1.0900000000000001,0.33000000000000002,0.76000000000000001,0.5,1.03,0.54000000000000004,0.32000000000000001,0.39000000000000001,0.51000000000000001,0.40000000000000002,0.23000000000000001,0.35999999999999999,1.7,0.37,0.75,1.5,1,1,1.01,0.78000000000000003,1.6000000000000001,0.41999999999999998,1.51,0.29999999999999999,1.1399999999999999,0.27000000000000002,0.70999999999999996,1,0.72999999999999998,1.01,1,0.73999999999999999,0.44,0.82999999999999996,0.28000000000000003,0.29999999999999999,0.34000000000000002,0.70999999999999996,0.69999999999999996,0.52000000000000002,0.81999999999999995,0.29999999999999999,0.91000000000000003,1.01,0.69999999999999996,1.0700000000000001,1.51,0.27000000000000002,1.03,0.81999999999999995,0.81999999999999995,0.31,0.51000000000000001,0.29999999999999999,0.32000000000000001,0.57999999999999996,0.80000000000000004,0.34999999999999998,0.5,0.38,0.34999999999999998,1.02,0.56000000000000005,0.42999999999999999,0.34999999999999998,0.38,0.42999999999999999,0.40999999999999998,0.69999999999999996,1.28,1.1499999999999999,0.29999999999999999,2.1099999999999999,1.2,0.69999999999999996,0.23000000000000001,0.52000000000000002,0.41999999999999998,1.2,1.01,0.32000000000000001,0.54000000000000004,0.92000000000000004,0.26000000000000001,0.54000000000000004,0.69999999999999996,0.46000000000000002,1.03,1.0700000000000001,1.1299999999999999,0.31,1.01,1.03,0.80000000000000004,1.8700000000000001,0.34000000000000002,1.6000000000000001,2.0699999999999998,0.29999999999999999,0.39000000000000001,0.69999999999999996,1.01,1.1100000000000001,2.0899999999999999,1.3700000000000001,1.9399999999999999,0.91000000000000003,0.56999999999999995,1.5600000000000001,0.41999999999999998,0.84999999999999998,1.1899999999999999,0.70999999999999996,1.51,0.71999999999999997,1.71,0.29999999999999999,0.29999999999999999,0.51000000000000001,0.56999999999999995,1.29,2,1.46,0.97999999999999998,1.1699999999999999,1.1200000000000001,1.1299999999999999,1.5,0.38,0.5,0.23000000000000001,0.69999999999999996,1.02,1.01,0.94999999999999996,0.35999999999999999,0.5,1.2,0.71999999999999997,0.69999999999999996,0.51000000000000001,0.32000000000000001,1.22,0.77000000000000002,1.0600000000000001,0.56999999999999995,0.69999999999999996,1.21,1.51,0.81999999999999995,2.0099999999999998,1.1799999999999999,1.51,0.71999999999999997,1.5,0.79000000000000004,0.23999999999999999,0.52000000000000002,0.23999999999999999,1.01,0.69999999999999996,0.58999999999999997,1.0700000000000001,0.31,1.5,1.02,0.5,1.02,0.54000000000000004,1,0.46999999999999997,1,1.25,0.70999999999999996,1.1000000000000001,0.45000000000000001,0.33000000000000002,1.5600000000000001,1.01,1.1399999999999999,1.03,1.03,2.21,0.55000000000000004,1.6200000000000001,0.51000000000000001,1.1299999999999999,0.72999999999999998,0.39000000000000001,1.1100000000000001,1.1399999999999999,0.31,0.29999999999999999,0.76000000000000001,1.05,1.01,0.90000000000000002,0.70999999999999996,1.01,1.1499999999999999,0.69999999999999996,0.70999999999999996,0.33000000000000002,0.42999999999999999,0.32000000000000001,0.51000000000000001,1.22,1,1.52,1.6000000000000001,1.1699999999999999,0.76000000000000001,1.74,0.90000000000000002,1.26,1.1499999999999999,0.25,0.70999999999999996,1.3200000000000001,1.3,0.58999999999999997,2.3799999999999999,0.29999999999999999,0.23000000000000001,0.38,0.69999999999999996,0.31,1.5,0.32000000000000001,1.0700000000000001,0.60999999999999999,1.02,0.70999999999999996,2.46,1.53,0.72999999999999998,0.38,0.76000000000000001,1.0900000000000001,0.32000000000000001,0.72999999999999998,0.40999999999999998,0.69999999999999996,0.53000000000000003,1.04,1.5,0.34999999999999998,1.6000000000000001,0.23000000000000001,0.42999999999999999,0.51000000000000001,0.69999999999999996,1.3100000000000001,0.40000000000000002,1,1.1000000000000001,1.53,1.5,0.51000000000000001,0.52000000000000002,0.32000000000000001,0.38,0.31,0.51000000000000001,1.02,0.29999999999999999,0.35999999999999999,0.54000000000000004,0.40000000000000002,0.29999999999999999,0.51000000000000001,0.23999999999999999,0.29999999999999999,0.31,1.03,0.54000000000000004,0.5,1.73,0.35999999999999999,0.29999999999999999,1.3200000000000001,0.5,0.31,1.51,0.90000000000000002,0.31,0.34000000000000002,0.41999999999999998,0.56999999999999995,0.56999999999999995,0.82999999999999996,0.23000000000000001,1.5,1,1.03,0.28999999999999998,0.32000000000000001,0.59999999999999998,1,0.40999999999999998,1.5700000000000001,1,1.0600000000000001,0.90000000000000002,0.40999999999999998,0.95999999999999996,0.77000000000000002,0.29999999999999999,0.46999999999999997,2.0299999999999998,1.52,1,0.32000000000000001,0.58999999999999997,1.02,0.91000000000000003,0.5,0.70999999999999996,0.31,1.0600000000000001,1.0900000000000001,1.05,0.31,0.93000000000000005,0.78000000000000003,1.52,1.03,1.51,0.31,0.5,2.0499999999999998,1.01,0.55000000000000004,1.02,0.29999999999999999,0.41999999999999998,1,0.80000000000000004,0.5,0.38,0.90000000000000002,1,1.01,1.3300000000000001,0.34000000000000002,2.0099999999999998,1.2,0.41999999999999998,1.3899999999999999,1.1699999999999999,0.55000000000000004,0.69999999999999996,1.1799999999999999,1.04,0.32000000000000001,1.53,0.52000000000000002,0.47999999999999998,1.0700000000000001,2.02,1.01,0.98999999999999999,0.52000000000000002,0.5,0.32000000000000001,0.5,1.51,0.32000000000000001,0.31,0.90000000000000002,0.40000000000000002,0.40000000000000002,1.52,1,0.55000000000000004,0.40000000000000002,0.53000000000000003,2,1.27,1.02,0.71999999999999997,0.31,0.69999999999999996,1.05,0.77000000000000002,0.66000000000000003,0.32000000000000001,1.01,1.04,2.1200000000000001,0.40000000000000002,2.0299999999999998,0.67000000000000004,0.5,0.32000000000000001,1.1299999999999999,0.38,0.5,0.56999999999999995,0.52000000000000002,0.90000000000000002,0.90000000000000002,0.32000000000000001,1,0.38,1.01,0.52000000000000002,0.40000000000000002,0.31,1.5900000000000001,0.69999999999999996,0.53000000000000003,1.1799999999999999,0.90000000000000002,1.5,1.0900000000000001,2,1.3,0.75,0.38,0.56000000000000005,1.2,1,0.34999999999999998,1.1000000000000001,0.5,0.34000000000000002,1.1499999999999999,1,1.01,1.71,0.70999999999999996,1.28,0.29999999999999999,0.80000000000000004,0.29999999999999999,0.40000000000000002,1.02,0.26000000000000001,1.5,1.0800000000000001,0.40999999999999998,1.53,0.41999999999999998,0.35999999999999999,0.54000000000000004,0.53000000000000003,0.5,0.80000000000000004,1.01,1.01,0.5,1.01,0.51000000000000001,1.24,0.23999999999999999,0.34999999999999998,0.32000000000000001,1.01,1.52,0.75,0.56999999999999995,0.33000000000000002,0.31,1,0.32000000000000001,0.90000000000000002,0.41999999999999998,1.03,1.1299999999999999,1.26,0.69999999999999996,0.5,0.90000000000000002,0.42999999999999999,0.34000000000000002,0.32000000000000001,0.51000000000000001,2.3199999999999998,0.40999999999999998,1.01,0.69999999999999996,0.29999999999999999,1.1699999999999999,0.5,1.1499999999999999,0.56999999999999995,1.05,1,1.49,1.0900000000000001,1.23,0.77000000000000002,0.40999999999999998,0.56999999999999995,0.23000000000000001,1.01,1.01,0.33000000000000002,0.91000000000000003,0.56000000000000005,0.5,0.69999999999999996,0.28000000000000003,1.51,0.42999999999999999,1.02,0.34000000000000002,0.41999999999999998,0.27000000000000002,1,0.32000000000000001,1.05,1,0.90000000000000002,0.29999999999999999,0.35999999999999999,1.03,1.6000000000000001,0.81000000000000005,0.76000000000000001,0.71999999999999997,0.72999999999999998,1.01,0.76000000000000001,0.54000000000000004,0.25,0.33000000000000002,0.70999999999999996,1.52,0.34000000000000002,0.5,0.26000000000000001,0.31,0.81999999999999995,1.22,0.40000000000000002,1.6399999999999999,1.01,0.31,1.53,0.35999999999999999,1.23,0.71999999999999997,0.33000000000000002,0.71999999999999997,0.69999999999999996,1.1299999999999999,0.70999999999999996,0.23000000000000001,0.31,1.01,1.03,0.52000000000000002,1.5,0.28999999999999998,1.52,0.69999999999999996,0.5,0.75,0.39000000000000001,0.51000000000000001,0.58999999999999997,0.42999999999999999,0.73999999999999999,0.56999999999999995,1.1100000000000001,1.5],"y":[2742,6480,844,10584,545,2441,968,1607,787,780,1200,13442,6827,1042,684,5196,2348,1690,2795,6037,16789,1720,1448,1667,4033,625,432,6210,3222,951,4470,4368,16731,11040,719,1662,828,575,921,2946,4864,4182,9555,1700,680,548,17263,3145,3852,8486,4830,3879,1114,5549,619,1058,2326,5301,946,5154,3105,1599,1289,6770,874,3146,11848,10447,607,2309,7777,624,918,16593,1115,900,544,1639,3896,5983,1793,1046,3847,687,9799,556,604,9513,4171,698,2035,6289,6335,15917,3999,7367,3801,581,828,4292,875,12681,10466,5363,4508,1783,1001,16129,3569,9702,3412,677,5759,649,840,961,781,593,625,803,1053,765,1612,515,7419,15941,2394,2200,1409,7355,11962,1014,743,15092,1629,7903,1659,2726,8930,933,4457,3229,3811,767,5645,1061,1572,4727,7001,1343,776,4416,2206,833,2306,908,1197,713,9060,1014,4836,1917,9335,3812,7748,4304,8349,6751,2141,617,1689,12221,4978,1162,1237,3816,689,3274,13779,6324,2565,7555,1282,2793,14543,12648,14404,918,4550,4093,898,5268,1271,4708,858,650,3507,14711,5165,2004,838,2690,6070,630,4412,1436,7740,2487,849,2234,4079,7768,3167,857,432,2442,4397,2227,1282,2505,1061,530,4182,1956,1814,946,1289,2578,1080,707,737,1343,1712,14239,1408,5003,726,6757,9304,605,2009,4872,6044,5645,471,5914,6288,3378,10905,1572,3010,1028,1028,2701,1223,1105,4096,1546,5807,1624,10850,2275,6399,2318,8061,10763,1438,4480,4798,10520,991,867,4252,2607,533,1020,3299,1812,2768,3393,1372,803,583,9355,658,912,987,5504,17010,2068,13069,4113,6660,533,5107,1626,1741,5886,17051,6302,926,2324,700,6113,2054,776,1956,5411,666,8073,11220,1024,5491,13233,1031,2480,6353,965,844,6765,1273,901,640,404,6271,1075,6772,2054,1789,1743,8181,16570,4046,2788,10800,6025,18426,13939,955,3950,3998,4282,6857,3027,9127,16915,3334,3922,1752,5759,2039,3371,8485,10942,3506,961,3224,6586,2596,706,5082,1077,2763,956,8268,3945,4029,7113,470,10983,11262,12119,879,1866,5418,1070,758,7421,14194,4106,567,942,3404,641,702,1261,1357,1590,1749,4788,8151,1758,3774,1346,4581,1783,4524,698,410,686,7951,2268,10827,1333,1006,10536,1800,8523,6727,619,3116,1436,4285,4286,13631,4504,1145,7903,4668,6492,9095,990,1793,2493,871,11500,18615,3816,1116,1758,3818,2862,4920,1040,2719,1239,3922,1633,1170,979,1259,666,364,971,10860,666,2307,6552,4435,5606,5311,2583,16339,737,6139,814,11654,587,2335,7885,3308,4211,3975,3462,1040,2543,598,949,696,2573,2195,2164,2557,658,3993,9955,2535,4716,13757,567,4038,2602,2893,732,2369,442,707,1633,3429,1063,1257,645,879,5278,1440,1329,706,800,1048,719,3585,12465,4250,1013,14615,6672,2371,505,1978,921,6129,4418,576,1939,4379,657,1422,2362,1192,3530,6525,4998,544,5944,6981,3070,9955,507,8666,14857,1013,988,2100,4853,5015,16704,5063,18735,3889,1608,15609,1087,2295,5318,2096,9513,3078,11246,911,524,1716,1384,5607,15081,7604,2958,2935,5178,9214,9104,680,1238,505,2936,4819,4171,6291,587,1655,10064,3322,2423,1674,720,5436,3357,5020,1173,2184,6620,7737,2140,10772,5477,12319,2446,8820,2878,552,2441,373,3555,2339,1361,6022,544,7715,4932,1209,12035,2356,6349,1203,7163,10996,2697,3604,1213,723,14237,5789,5469,5378,4391,13615,1755,14386,1611,4113,2327,1197,7623,4884,698,605,2692,5204,4194,3449,2169,4751,5191,2370,2756,579,792,898,1119,5329,5351,11946,9681,5366,4243,16316,3334,6239,4437,498,1922,4160,11061,1982,18559,675,431,566,2411,627,4939,576,6587,3397,3148,3290,10470,8062,2335,1267,2399,7422,814,3089,1153,2125,3517,6334,7459,916,16068,485,1129,1662,2991,8261,737,5929,3216,10924,8371,1315,1653,936,844,627,1875,3119,753,810,1586,1088,684,2111,559,675,725,11538,1937,1203,18377,518,605,14842,1250,1009,10546,4078,757,695,970,1072,2068,4009,362,12526,5027,7778,334,561,2142,4077,1007,9683,4333,5142,3510,1007,4064,2789,709,1078,13182,9973,6702,605,1355,9212,3664,2579,2306,507,2968,11846,5917,802,2374,2945,15792,4268,8067,462,1598,15067,4197,1134,5195,863,710,3634,2856,1939,1100,3795,5221,4121,5251,596,11110,8454,1216,12943,8256,1580,2423,9252,8415,576,10153,1232,2329,4374,16704,6097,1789,1689,1676,773,1316,10147,645,802,5080,873,945,11105,3712,1692,990,1607,16650,4542,3633,2562,663,1040,4675,3096,1981,561,5664,6286,18164,884,11968,1662,1098,943,4556,1270,1436,1571,1720,3718,3115,972,4679,1060,6247,1547,1257,544,8325,2478,1601,6960,4543,14071,7520,11792,7087,2562,898,1739,10463,7242,722,5226,1865,596,6106,7134,2730,11873,4222,6566,393,2550,621,912,4341,420,9954,6562,1367,12851,931,851,1571,1948,2437,2760,7528,4118,2105,4038,1628,5783,572,1024,972,5589,9898,1819,1097,992,625,5239,576,3841,945,5005,5120,6738,3504,1097,3516,948,612,990,1376,14666,939,3948,4644,776,4423,1017,7175,1359,6224,4824,12900,6852,9836,2375,863,1691,485,4498,5226,579,3703,1814,2165,2107,429,14673,1218,5702,1033,625,432,5484,825,4116,4015,2376,670,821,3892,12343,3104,2652,2505,3166,7900,2175,2041,575,631,2525,12823,765,2180,580,625,2522,5602,641,14201,7597,523,7862,587,4856,2265,499,2776,2111,5050,2777,530,516,3626,3149,1720,4032,664,9541,3737,1842,3462,675,1709,1257,919,2583,1760,6178,7056],"text":["Price: 2742 $ Cut: Premium","Price: 6480 $ Cut: Premium","Price: 844 $ Cut: Ideal","Price: 10584 $ Cut: Very Good","Price: 545 $ Cut: Premium","Price: 2441 $ Cut: Very Good","Price: 968 $ Cut: Ideal","Price: 1607 $ Cut: Ideal","Price: 787 $ Cut: Ideal","Price: 780 $ Cut: Premium","Price: 1200 $ Cut: Premium","Price: 13442 $ Cut: Fair","Price: 6827 $ Cut: Very Good","Price: 1042 $ Cut: Good","Price: 684 $ Cut: Good","Price: 5196 $ Cut: Very Good","Price: 2348 $ Cut: Premium","Price: 1690 $ Cut: Ideal","Price: 2795 $ Cut: Very Good","Price: 6037 $ Cut: Good","Price: 16789 $ Cut: Good","Price: 1720 $ Cut: Ideal","Price: 1448 $ Cut: Ideal","Price: 1667 $ Cut: Ideal","Price: 4033 $ Cut: Ideal","Price: 625 $ Cut: Ideal","Price: 432 $ Cut: Ideal","Price: 6210 $ Cut: Fair","Price: 3222 $ Cut: Very Good","Price: 951 $ Cut: Premium","Price: 4470 $ Cut: Ideal","Price: 4368 $ Cut: Fair","Price: 16731 $ Cut: Good","Price: 11040 $ Cut: Ideal","Price: 719 $ Cut: Premium","Price: 1662 $ Cut: Premium","Price: 828 $ Cut: Ideal","Price: 575 $ Cut: Very Good","Price: 921 $ Cut: Ideal","Price: 2946 $ Cut: Ideal","Price: 4864 $ Cut: Ideal","Price: 4182 $ Cut: Premium","Price: 9555 $ Cut: Ideal","Price: 1700 $ Cut: Ideal","Price: 680 $ Cut: Very Good","Price: 548 $ Cut: Very Good","Price: 17263 $ Cut: Ideal","Price: 3145 $ Cut: Very Good","Price: 3852 $ Cut: Good","Price: 8486 $ Cut: Ideal","Price: 4830 $ Cut: Ideal","Price: 3879 $ Cut: Ideal","Price: 1114 $ Cut: Very Good","Price: 5549 $ Cut: Ideal","Price: 619 $ Cut: Very Good","Price: 1058 $ Cut: Premium","Price: 2326 $ Cut: Very Good","Price: 5301 $ Cut: Good","Price: 946 $ Cut: Ideal","Price: 5154 $ Cut: Ideal","Price: 3105 $ Cut: Very Good","Price: 1599 $ Cut: Premium","Price: 1289 $ Cut: Very Good","Price: 6770 $ Cut: Very Good","Price: 874 $ Cut: Premium","Price: 3146 $ Cut: Ideal","Price: 11848 $ Cut: Premium","Price: 10447 $ Cut: Very Good","Price: 607 $ Cut: Ideal","Price: 2309 $ Cut: Good","Price: 7777 $ Cut: Very Good","Price: 624 $ Cut: Ideal","Price: 918 $ Cut: Ideal","Price: 16593 $ Cut: Good","Price: 1115 $ Cut: Ideal","Price: 900 $ Cut: Premium","Price: 544 $ Cut: Ideal","Price: 1639 $ Cut: Ideal","Price: 3896 $ Cut: Premium","Price: 5983 $ Cut: Premium","Price: 1793 $ Cut: Very Good","Price: 1046 $ Cut: Very Good","Price: 3847 $ Cut: Very Good","Price: 687 $ Cut: Good","Price: 9799 $ Cut: Ideal","Price: 556 $ Cut: Ideal","Price: 604 $ Cut: Ideal","Price: 9513 $ Cut: Premium","Price: 4171 $ Cut: Good","Price: 698 $ Cut: Ideal","Price: 2035 $ Cut: Very Good","Price: 6289 $ Cut: Ideal","Price: 6335 $ Cut: Premium","Price: 15917 $ Cut: Premium","Price: 3999 $ Cut: Ideal","Price: 7367 $ Cut: Ideal","Price: 3801 $ Cut: Premium","Price: 581 $ Cut: Ideal","Price: 828 $ Cut: Premium","Price: 4292 $ Cut: Very Good","Price: 875 $ Cut: Ideal","Price: 12681 $ Cut: Ideal","Price: 10466 $ Cut: Premium","Price: 5363 $ Cut: Premium","Price: 4508 $ Cut: Ideal","Price: 1783 $ Cut: Ideal","Price: 1001 $ Cut: Ideal","Price: 16129 $ Cut: Very Good","Price: 3569 $ Cut: Ideal","Price: 9702 $ Cut: Good","Price: 3412 $ Cut: Ideal","Price: 677 $ Cut: Ideal","Price: 5759 $ Cut: Very Good","Price: 649 $ Cut: Very Good","Price: 840 $ Cut: Ideal","Price: 961 $ Cut: Ideal","Price: 781 $ Cut: Ideal","Price: 593 $ Cut: Ideal","Price: 625 $ Cut: Ideal","Price: 803 $ Cut: Ideal","Price: 1053 $ Cut: Very Good","Price: 765 $ Cut: Premium","Price: 1612 $ Cut: Ideal","Price: 515 $ Cut: Ideal","Price: 7419 $ Cut: Premium","Price: 15941 $ Cut: Premium","Price: 2394 $ Cut: Ideal","Price: 2200 $ Cut: Premium","Price: 1409 $ Cut: Good","Price: 7355 $ Cut: Ideal","Price: 11962 $ Cut: Premium","Price: 1014 $ Cut: Ideal","Price: 743 $ Cut: Premium","Price: 15092 $ Cut: Ideal","Price: 1629 $ Cut: Ideal","Price: 7903 $ Cut: Premium","Price: 1659 $ Cut: Premium","Price: 2726 $ Cut: Ideal","Price: 8930 $ Cut: Ideal","Price: 933 $ Cut: Premium","Price: 4457 $ Cut: Ideal","Price: 3229 $ Cut: Premium","Price: 3811 $ Cut: Good","Price: 767 $ Cut: Ideal","Price: 5645 $ Cut: Premium","Price: 1061 $ Cut: Premium","Price: 1572 $ Cut: Premium","Price: 4727 $ Cut: Very Good","Price: 7001 $ Cut: Good","Price: 1343 $ Cut: Good","Price: 776 $ Cut: Premium","Price: 4416 $ Cut: Very Good","Price: 2206 $ Cut: Ideal","Price: 833 $ Cut: Ideal","Price: 2306 $ Cut: Premium","Price: 908 $ Cut: Ideal","Price: 1197 $ Cut: Ideal","Price: 713 $ Cut: Ideal","Price: 9060 $ Cut: Ideal","Price: 1014 $ Cut: Ideal","Price: 4836 $ Cut: Very Good","Price: 1917 $ Cut: Premium","Price: 9335 $ Cut: Ideal","Price: 3812 $ Cut: Ideal","Price: 7748 $ Cut: Ideal","Price: 4304 $ Cut: Premium","Price: 8349 $ Cut: Very Good","Price: 6751 $ Cut: Premium","Price: 2141 $ Cut: Very Good","Price: 617 $ Cut: Good","Price: 1689 $ Cut: Ideal","Price: 12221 $ Cut: Very Good","Price: 4978 $ Cut: Very Good","Price: 1162 $ Cut: Ideal","Price: 1237 $ Cut: Ideal","Price: 3816 $ Cut: Fair","Price: 689 $ Cut: Ideal","Price: 3274 $ Cut: Very Good","Price: 13779 $ Cut: Premium","Price: 6324 $ Cut: Ideal","Price: 2565 $ Cut: Ideal","Price: 7555 $ Cut: Premium","Price: 1282 $ Cut: Good","Price: 2793 $ Cut: Ideal","Price: 14543 $ Cut: Premium","Price: 12648 $ Cut: Ideal","Price: 14404 $ Cut: Very Good","Price: 918 $ Cut: Ideal","Price: 4550 $ Cut: Fair","Price: 4093 $ Cut: Ideal","Price: 898 $ Cut: Ideal","Price: 5268 $ Cut: Premium","Price: 1271 $ Cut: Premium","Price: 4708 $ Cut: Ideal","Price: 858 $ Cut: Very Good","Price: 650 $ Cut: Ideal","Price: 3507 $ Cut: Premium","Price: 14711 $ Cut: Premium","Price: 5165 $ Cut: Ideal","Price: 2004 $ Cut: Ideal","Price: 838 $ Cut: Ideal","Price: 2690 $ Cut: Ideal","Price: 6070 $ Cut: Premium","Price: 630 $ Cut: Premium","Price: 4412 $ Cut: Premium","Price: 1436 $ Cut: Very Good","Price: 7740 $ Cut: Ideal","Price: 2487 $ Cut: Ideal","Price: 849 $ Cut: Good","Price: 2234 $ Cut: Good","Price: 4079 $ Cut: Premium","Price: 7768 $ Cut: Ideal","Price: 3167 $ Cut: Very Good","Price: 857 $ Cut: Ideal","Price: 432 $ Cut: Ideal","Price: 2442 $ Cut: Ideal","Price: 4397 $ Cut: Ideal","Price: 2227 $ Cut: Ideal","Price: 1282 $ Cut: Ideal","Price: 2505 $ Cut: Ideal","Price: 1061 $ Cut: Premium","Price: 530 $ Cut: Ideal","Price: 4182 $ Cut: Ideal","Price: 1956 $ Cut: Ideal","Price: 1814 $ Cut: Ideal","Price: 946 $ Cut: Ideal","Price: 1289 $ Cut: Good","Price: 2578 $ Cut: Ideal","Price: 1080 $ Cut: Premium","Price: 707 $ Cut: Ideal","Price: 737 $ Cut: Very Good","Price: 1343 $ Cut: Very Good","Price: 1712 $ Cut: Ideal","Price: 14239 $ Cut: Very Good","Price: 1408 $ Cut: Very Good","Price: 5003 $ Cut: Premium","Price: 726 $ Cut: Ideal","Price: 6757 $ Cut: Ideal","Price: 9304 $ Cut: Premium","Price: 605 $ Cut: Premium","Price: 2009 $ Cut: Premium","Price: 4872 $ Cut: Ideal","Price: 6044 $ Cut: Ideal","Price: 5645 $ Cut: Very Good","Price: 471 $ Cut: Very Good","Price: 5914 $ Cut: Fair","Price: 6288 $ Cut: Ideal","Price: 3378 $ Cut: Very Good","Price: 10905 $ Cut: Premium","Price: 1572 $ Cut: Very Good","Price: 3010 $ Cut: Ideal","Price: 1028 $ Cut: Very Good","Price: 1028 $ Cut: Ideal","Price: 2701 $ Cut: Ideal","Price: 1223 $ Cut: Ideal","Price: 1105 $ Cut: Very Good","Price: 4096 $ Cut: Premium","Price: 1546 $ Cut: Premium","Price: 5807 $ Cut: Ideal","Price: 1624 $ Cut: Ideal","Price: 10850 $ Cut: Premium","Price: 2275 $ Cut: Premium","Price: 6399 $ Cut: Good","Price: 2318 $ Cut: Premium","Price: 8061 $ Cut: Ideal","Price: 10763 $ Cut: Premium","Price: 1438 $ Cut: Very Good","Price: 4480 $ Cut: Fair","Price: 4798 $ Cut: Very Good","Price: 10520 $ Cut: Ideal","Price: 991 $ Cut: Very Good","Price: 867 $ Cut: Ideal","Price: 4252 $ Cut: Ideal","Price: 2607 $ Cut: Premium","Price: 533 $ Cut: Very Good","Price: 1020 $ Cut: Ideal","Price: 3299 $ Cut: Ideal","Price: 1812 $ Cut: Good","Price: 2768 $ Cut: Very Good","Price: 3393 $ Cut: Good","Price: 1372 $ Cut: Premium","Price: 803 $ Cut: Ideal","Price: 583 $ Cut: Very Good","Price: 9355 $ Cut: Very Good","Price: 658 $ Cut: Premium","Price: 912 $ Cut: Ideal","Price: 987 $ Cut: Ideal","Price: 5504 $ Cut: Ideal","Price: 17010 $ Cut: Ideal","Price: 2068 $ Cut: Fair","Price: 13069 $ Cut: Premium","Price: 4113 $ Cut: Premium","Price: 6660 $ Cut: Premium","Price: 533 $ Cut: Ideal","Price: 5107 $ Cut: Ideal","Price: 1626 $ Cut: Very Good","Price: 1741 $ Cut: Very Good","Price: 5886 $ Cut: Ideal","Price: 17051 $ Cut: Good","Price: 6302 $ Cut: Ideal","Price: 926 $ Cut: Very Good","Price: 2324 $ Cut: Ideal","Price: 700 $ Cut: Very Good","Price: 6113 $ Cut: Good","Price: 2054 $ Cut: Ideal","Price: 776 $ Cut: Good","Price: 1956 $ Cut: Ideal","Price: 5411 $ Cut: Very Good","Price: 666 $ Cut: Very Good","Price: 8073 $ Cut: Very Good","Price: 11220 $ Cut: Very Good","Price: 1024 $ Cut: Premium","Price: 5491 $ Cut: Very Good","Price: 13233 $ Cut: Premium","Price: 1031 $ Cut: Ideal","Price: 2480 $ Cut: Ideal","Price: 6353 $ Cut: Ideal","Price: 965 $ Cut: Good","Price: 844 $ Cut: Ideal","Price: 6765 $ Cut: Premium","Price: 1273 $ Cut: Very Good","Price: 901 $ Cut: Ideal","Price: 640 $ Cut: Ideal","Price: 404 $ Cut: Ideal","Price: 6271 $ Cut: Premium","Price: 1075 $ Cut: Ideal","Price: 6772 $ Cut: Ideal","Price: 2054 $ Cut: Ideal","Price: 1789 $ Cut: Ideal","Price: 1743 $ Cut: Ideal","Price: 8181 $ Cut: Premium","Price: 16570 $ Cut: Ideal","Price: 4046 $ Cut: Premium","Price: 2788 $ Cut: Premium","Price: 10800 $ Cut: Very Good","Price: 6025 $ Cut: Good","Price: 18426 $ Cut: Premium","Price: 13939 $ Cut: Premium","Price: 955 $ Cut: Ideal","Price: 3950 $ Cut: Very Good","Price: 3998 $ Cut: Very Good","Price: 4282 $ Cut: Very Good","Price: 6857 $ Cut: Premium","Price: 3027 $ Cut: Ideal","Price: 9127 $ Cut: Very Good","Price: 16915 $ Cut: Ideal","Price: 3334 $ Cut: Very Good","Price: 3922 $ Cut: Ideal","Price: 1752 $ Cut: Ideal","Price: 5759 $ Cut: Ideal","Price: 2039 $ Cut: Ideal","Price: 3371 $ Cut: Ideal","Price: 8485 $ Cut: Ideal","Price: 10942 $ Cut: Premium","Price: 3506 $ Cut: Premium","Price: 961 $ Cut: Ideal","Price: 3224 $ Cut: Premium","Price: 6586 $ Cut: Ideal","Price: 2596 $ Cut: Ideal","Price: 706 $ Cut: Premium","Price: 5082 $ Cut: Very Good","Price: 1077 $ Cut: Good","Price: 2763 $ Cut: Very Good","Price: 956 $ Cut: Fair","Price: 8268 $ Cut: Ideal","Price: 3945 $ Cut: Ideal","Price: 4029 $ Cut: Ideal","Price: 7113 $ Cut: Very Good","Price: 470 $ Cut: Ideal","Price: 10983 $ Cut: Ideal","Price: 11262 $ Cut: Very Good","Price: 12119 $ Cut: Ideal","Price: 879 $ Cut: Ideal","Price: 1866 $ Cut: Ideal","Price: 5418 $ Cut: Good","Price: 1070 $ Cut: Ideal","Price: 758 $ Cut: Ideal","Price: 7421 $ Cut: Premium","Price: 14194 $ Cut: Fair","Price: 4106 $ Cut: Fair","Price: 567 $ Cut: Premium","Price: 942 $ Cut: Ideal","Price: 3404 $ Cut: Ideal","Price: 641 $ Cut: Premium","Price: 702 $ Cut: Very Good","Price: 1261 $ Cut: Very Good","Price: 1357 $ Cut: Very Good","Price: 1590 $ Cut: Premium","Price: 1749 $ Cut: Premium","Price: 4788 $ Cut: Ideal","Price: 8151 $ Cut: Very Good","Price: 1758 $ Cut: Ideal","Price: 3774 $ Cut: Premium","Price: 1346 $ Cut: Very Good","Price: 4581 $ Cut: Good","Price: 1783 $ Cut: Ideal","Price: 4524 $ Cut: Premium","Price: 698 $ Cut: Very Good","Price: 410 $ Cut: Very Good","Price: 686 $ Cut: Very Good","Price: 7951 $ Cut: Premium","Price: 2268 $ Cut: Ideal","Price: 10827 $ Cut: Premium","Price: 1333 $ Cut: Very Good","Price: 1006 $ Cut: Ideal","Price: 10536 $ Cut: Ideal","Price: 1800 $ Cut: Very Good","Price: 8523 $ Cut: Ideal","Price: 6727 $ Cut: Fair","Price: 619 $ Cut: Ideal","Price: 3116 $ Cut: Ideal","Price: 1436 $ Cut: Good","Price: 4285 $ Cut: Good","Price: 4286 $ Cut: Very Good","Price: 13631 $ Cut: Very Good","Price: 4504 $ Cut: Good","Price: 1145 $ Cut: Ideal","Price: 7903 $ Cut: Premium","Price: 4668 $ Cut: Good","Price: 6492 $ Cut: Ideal","Price: 9095 $ Cut: Fair","Price: 990 $ Cut: Premium","Price: 1793 $ Cut: Ideal","Price: 2493 $ Cut: Ideal","Price: 871 $ Cut: Ideal","Price: 11500 $ Cut: Ideal","Price: 18615 $ Cut: Premium","Price: 3816 $ Cut: Fair","Price: 1116 $ Cut: Ideal","Price: 1758 $ Cut: Good","Price: 3818 $ Cut: Ideal","Price: 2862 $ Cut: Premium","Price: 4920 $ Cut: Good","Price: 1040 $ Cut: Premium","Price: 2719 $ Cut: Ideal","Price: 1239 $ Cut: Good","Price: 3922 $ Cut: Ideal","Price: 1633 $ Cut: Ideal","Price: 1170 $ Cut: Premium","Price: 979 $ Cut: Ideal","Price: 1259 $ Cut: Good","Price: 666 $ Cut: Premium","Price: 364 $ Cut: Ideal","Price: 971 $ Cut: Ideal","Price: 10860 $ Cut: Premium","Price: 666 $ Cut: Ideal","Price: 2307 $ Cut: Premium","Price: 6552 $ Cut: Fair","Price: 4435 $ Cut: Good","Price: 5606 $ Cut: Premium","Price: 5311 $ Cut: Premium","Price: 2583 $ Cut: Ideal","Price: 16339 $ Cut: Ideal","Price: 737 $ Cut: Very Good","Price: 6139 $ Cut: Very Good","Price: 814 $ Cut: Ideal","Price: 11654 $ Cut: Premium","Price: 587 $ Cut: Ideal","Price: 2335 $ Cut: Ideal","Price: 7885 $ Cut: Premium","Price: 3308 $ Cut: Premium","Price: 4211 $ Cut: Good","Price: 3975 $ Cut: Fair","Price: 3462 $ Cut: Ideal","Price: 1040 $ Cut: Premium","Price: 2543 $ Cut: Premium","Price: 598 $ Cut: Ideal","Price: 949 $ Cut: Ideal","Price: 696 $ Cut: Good","Price: 2573 $ Cut: Very Good","Price: 2195 $ Cut: Very Good","Price: 2164 $ Cut: Ideal","Price: 2557 $ Cut: Ideal","Price: 658 $ Cut: Premium","Price: 3993 $ Cut: Good","Price: 9955 $ Cut: Very Good","Price: 2535 $ Cut: Premium","Price: 4716 $ Cut: Very Good","Price: 13757 $ Cut: Premium","Price: 567 $ Cut: Very Good","Price: 4038 $ Cut: Premium","Price: 2602 $ Cut: Very Good","Price: 2893 $ Cut: Very Good","Price: 732 $ Cut: Ideal","Price: 2369 $ Cut: Very Good","Price: 442 $ Cut: Very Good","Price: 707 $ Cut: Ideal","Price: 1633 $ Cut: Very Good","Price: 3429 $ Cut: Premium","Price: 1063 $ Cut: Ideal","Price: 1257 $ Cut: Fair","Price: 645 $ Cut: Ideal","Price: 879 $ Cut: Premium","Price: 5278 $ Cut: Ideal","Price: 1440 $ Cut: Very Good","Price: 1329 $ Cut: Ideal","Price: 706 $ Cut: Very Good","Price: 800 $ Cut: Ideal","Price: 1048 $ Cut: Ideal","Price: 719 $ Cut: Ideal","Price: 3585 $ Cut: Ideal","Price: 12465 $ Cut: Ideal","Price: 4250 $ Cut: Premium","Price: 1013 $ Cut: Very Good","Price: 14615 $ Cut: Premium","Price: 6672 $ Cut: Very Good","Price: 2371 $ Cut: Ideal","Price: 505 $ Cut: Very Good","Price: 1978 $ Cut: Ideal","Price: 921 $ Cut: Premium","Price: 6129 $ Cut: Premium","Price: 4418 $ Cut: Premium","Price: 576 $ Cut: Premium","Price: 1939 $ Cut: Good","Price: 4379 $ Cut: Premium","Price: 657 $ Cut: Very Good","Price: 1422 $ Cut: Premium","Price: 2362 $ Cut: Good","Price: 1192 $ Cut: Ideal","Price: 3530 $ Cut: Fair","Price: 6525 $ Cut: Very Good","Price: 4998 $ Cut: Good","Price: 544 $ Cut: Premium","Price: 5944 $ Cut: Very Good","Price: 6981 $ Cut: Ideal","Price: 3070 $ Cut: Very Good","Price: 9955 $ Cut: Ideal","Price: 507 $ Cut: Very Good","Price: 8666 $ Cut: Fair","Price: 14857 $ Cut: Ideal","Price: 1013 $ Cut: Ideal","Price: 988 $ Cut: Ideal","Price: 2100 $ Cut: Fair","Price: 4853 $ Cut: Ideal","Price: 5015 $ Cut: Good","Price: 16704 $ Cut: Ideal","Price: 5063 $ Cut: Very Good","Price: 18735 $ Cut: Premium","Price: 3889 $ Cut: Premium","Price: 1608 $ Cut: Ideal","Price: 15609 $ Cut: Ideal","Price: 1087 $ Cut: Premium","Price: 2295 $ Cut: Premium","Price: 5318 $ Cut: Ideal","Price: 2096 $ Cut: Good","Price: 9513 $ Cut: Very Good","Price: 3078 $ Cut: Premium","Price: 11246 $ Cut: Premium","Price: 911 $ Cut: Premium","Price: 524 $ Cut: Ideal","Price: 1716 $ Cut: Premium","Price: 1384 $ Cut: Very Good","Price: 5607 $ Cut: Ideal","Price: 15081 $ Cut: Very Good","Price: 7604 $ Cut: Premium","Price: 2958 $ Cut: Fair","Price: 2935 $ Cut: Fair","Price: 5178 $ Cut: Ideal","Price: 9214 $ Cut: Ideal","Price: 9104 $ Cut: Ideal","Price: 680 $ Cut: Good","Price: 1238 $ Cut: Fair","Price: 505 $ Cut: Good","Price: 2936 $ Cut: Ideal","Price: 4819 $ Cut: Ideal","Price: 4171 $ Cut: Good","Price: 6291 $ Cut: Ideal","Price: 587 $ Cut: Ideal","Price: 1655 $ Cut: Ideal","Price: 10064 $ Cut: Premium","Price: 3322 $ Cut: Ideal","Price: 2423 $ Cut: Ideal","Price: 1674 $ Cut: Ideal","Price: 720 $ Cut: Ideal","Price: 5436 $ Cut: Ideal","Price: 3357 $ Cut: Ideal","Price: 5020 $ Cut: Very Good","Price: 1173 $ Cut: Ideal","Price: 2184 $ Cut: Premium","Price: 6620 $ Cut: Ideal","Price: 7737 $ Cut: Very Good","Price: 2140 $ Cut: Good","Price: 10772 $ Cut: Fair","Price: 5477 $ Cut: Premium","Price: 12319 $ Cut: Premium","Price: 2446 $ Cut: Good","Price: 8820 $ Cut: Premium","Price: 2878 $ Cut: Very Good","Price: 552 $ Cut: Very Good","Price: 2441 $ Cut: Ideal","Price: 373 $ Cut: Very Good","Price: 3555 $ Cut: Good","Price: 2339 $ Cut: Premium","Price: 1361 $ Cut: Good","Price: 6022 $ Cut: Premium","Price: 544 $ Cut: Premium","Price: 7715 $ Cut: Premium","Price: 4932 $ Cut: Very Good","Price: 1209 $ Cut: Very Good","Price: 12035 $ Cut: Ideal","Price: 2356 $ Cut: Very Good","Price: 6349 $ Cut: Good","Price: 1203 $ Cut: Very Good","Price: 7163 $ Cut: Very Good","Price: 10996 $ Cut: Ideal","Price: 2697 $ Cut: Very Good","Price: 3604 $ Cut: Premium","Price: 1213 $ Cut: Ideal","Price: 723 $ Cut: Ideal","Price: 14237 $ Cut: Ideal","Price: 5789 $ Cut: Very Good","Price: 5469 $ Cut: Ideal","Price: 5378 $ Cut: Ideal","Price: 4391 $ Cut: Ideal","Price: 13615 $ Cut: Ideal","Price: 1755 $ Cut: Very Good","Price: 14386 $ Cut: Ideal","Price: 1611 $ Cut: Ideal","Price: 4113 $ Cut: Fair","Price: 2327 $ Cut: Ideal","Price: 1197 $ Cut: Ideal","Price: 7623 $ Cut: Premium","Price: 4884 $ Cut: Premium","Price: 698 $ Cut: Good","Price: 605 $ Cut: Good","Price: 2692 $ Cut: Ideal","Price: 5204 $ Cut: Ideal","Price: 4194 $ Cut: Very Good","Price: 3449 $ Cut: Good","Price: 2169 $ Cut: Premium","Price: 4751 $ Cut: Ideal","Price: 5191 $ Cut: Premium","Price: 2370 $ Cut: Good","Price: 2756 $ Cut: Premium","Price: 579 $ Cut: Very Good","Price: 792 $ Cut: Premium","Price: 898 $ Cut: Ideal","Price: 1119 $ Cut: Good","Price: 5329 $ Cut: Very Good","Price: 5351 $ Cut: Very Good","Price: 11946 $ Cut: Ideal","Price: 9681 $ Cut: Ideal","Price: 5366 $ Cut: Premium","Price: 4243 $ Cut: Ideal","Price: 16316 $ Cut: Ideal","Price: 3334 $ Cut: Very Good","Price: 6239 $ Cut: Ideal","Price: 4437 $ Cut: Good","Price: 498 $ Cut: Good","Price: 1922 $ Cut: Good","Price: 4160 $ Cut: Premium","Price: 11061 $ Cut: Premium","Price: 1982 $ Cut: Premium","Price: 18559 $ Cut: Premium","Price: 675 $ Cut: Very Good","Price: 431 $ Cut: Very Good","Price: 566 $ Cut: Very Good","Price: 2411 $ Cut: Good","Price: 627 $ Cut: Ideal","Price: 4939 $ Cut: Fair","Price: 576 $ Cut: Premium","Price: 6587 $ Cut: Ideal","Price: 3397 $ Cut: Ideal","Price: 3148 $ Cut: Ideal","Price: 3290 $ Cut: Ideal","Price: 10470 $ Cut: Premium","Price: 8062 $ Cut: Ideal","Price: 2335 $ Cut: Very Good","Price: 1267 $ Cut: Ideal","Price: 2399 $ Cut: Ideal","Price: 7422 $ Cut: Premium","Price: 814 $ Cut: Ideal","Price: 3089 $ Cut: Ideal","Price: 1153 $ Cut: Ideal","Price: 2125 $ Cut: Fair","Price: 3517 $ Cut: Ideal","Price: 6334 $ Cut: Very Good","Price: 7459 $ Cut: Very Good","Price: 916 $ Cut: Ideal","Price: 16068 $ Cut: Premium","Price: 485 $ Cut: Very Good","Price: 1129 $ Cut: Premium","Price: 1662 $ Cut: Very Good","Price: 2991 $ Cut: Ideal","Price: 8261 $ Cut: Ideal","Price: 737 $ Cut: Premium","Price: 5929 $ Cut: Very Good","Price: 3216 $ Cut: Ideal","Price: 10924 $ Cut: Premium","Price: 8371 $ Cut: Ideal","Price: 1315 $ Cut: Very Good","Price: 1653 $ Cut: Very Good","Price: 936 $ Cut: Premium","Price: 844 $ Cut: Ideal","Price: 627 $ Cut: Ideal","Price: 1875 $ Cut: Ideal","Price: 3119 $ Cut: Premium","Price: 753 $ Cut: Very Good","Price: 810 $ Cut: Ideal","Price: 1586 $ Cut: Ideal","Price: 1088 $ Cut: Premium","Price: 684 $ Cut: Very Good","Price: 2111 $ Cut: Ideal","Price: 559 $ Cut: Ideal","Price: 675 $ Cut: Premium","Price: 725 $ Cut: Ideal","Price: 11538 $ Cut: Premium","Price: 1937 $ Cut: Ideal","Price: 1203 $ Cut: Ideal","Price: 18377 $ Cut: Premium","Price: 518 $ Cut: Very Good","Price: 605 $ Cut: Premium","Price: 14842 $ Cut: Very Good","Price: 1250 $ Cut: Very Good","Price: 1009 $ Cut: Very Good","Price: 10546 $ Cut: Very Good","Price: 4078 $ Cut: Very Good","Price: 757 $ Cut: Ideal","Price: 695 $ Cut: Ideal","Price: 970 $ Cut: Ideal","Price: 1072 $ Cut: Very Good","Price: 2068 $ Cut: Ideal","Price: 4009 $ Cut: Ideal","Price: 362 $ Cut: Very Good","Price: 12526 $ Cut: Very Good","Price: 5027 $ Cut: Premium","Price: 7778 $ Cut: Premium","Price: 334 $ Cut: Premium","Price: 561 $ Cut: Premium","Price: 2142 $ Cut: Premium","Price: 4077 $ Cut: Ideal","Price: 1007 $ Cut: Ideal","Price: 9683 $ Cut: Ideal","Price: 4333 $ Cut: Premium","Price: 5142 $ Cut: Very Good","Price: 3510 $ Cut: Very Good","Price: 1007 $ Cut: Ideal","Price: 4064 $ Cut: Very Good","Price: 2789 $ Cut: Good","Price: 709 $ Cut: Premium","Price: 1078 $ Cut: Very Good","Price: 13182 $ Cut: Ideal","Price: 9973 $ Cut: Very Good","Price: 6702 $ Cut: Premium","Price: 605 $ Cut: Premium","Price: 1355 $ Cut: Premium","Price: 9212 $ Cut: Ideal","Price: 3664 $ Cut: Very Good","Price: 2579 $ Cut: Fair","Price: 2306 $ Cut: Good","Price: 507 $ Cut: Good","Price: 2968 $ Cut: Premium","Price: 11846 $ Cut: Ideal","Price: 5917 $ Cut: Very Good","Price: 802 $ Cut: Premium","Price: 2374 $ Cut: Very Good","Price: 2945 $ Cut: Very Good","Price: 15792 $ Cut: Good","Price: 4268 $ Cut: Very Good","Price: 8067 $ Cut: Ideal","Price: 462 $ Cut: Ideal","Price: 1598 $ Cut: Very Good","Price: 15067 $ Cut: Premium","Price: 4197 $ Cut: Good","Price: 1134 $ Cut: Ideal","Price: 5195 $ Cut: Ideal","Price: 863 $ Cut: Ideal","Price: 710 $ Cut: Very Good","Price: 3634 $ Cut: Good","Price: 2856 $ Cut: Ideal","Price: 1939 $ Cut: Very Good","Price: 1100 $ Cut: Ideal","Price: 3795 $ Cut: Good","Price: 5221 $ Cut: Premium","Price: 4121 $ Cut: Very Good","Price: 5251 $ Cut: Good","Price: 596 $ Cut: Good","Price: 11110 $ Cut: Very Good","Price: 8454 $ Cut: Very Good","Price: 1216 $ Cut: Ideal","Price: 12943 $ Cut: Ideal","Price: 8256 $ Cut: Premium","Price: 1580 $ Cut: Ideal","Price: 2423 $ Cut: Premium","Price: 9252 $ Cut: Ideal","Price: 8415 $ Cut: Ideal","Price: 576 $ Cut: Premium","Price: 10153 $ Cut: Ideal","Price: 1232 $ Cut: Very Good","Price: 2329 $ Cut: Very Good","Price: 4374 $ Cut: Ideal","Price: 16704 $ Cut: Ideal","Price: 6097 $ Cut: Premium","Price: 1789 $ Cut: Fair","Price: 1689 $ Cut: Ideal","Price: 1676 $ Cut: Premium","Price: 773 $ Cut: Ideal","Price: 1316 $ Cut: Ideal","Price: 10147 $ Cut: Ideal","Price: 645 $ Cut: Very Good","Price: 802 $ Cut: Ideal","Price: 5080 $ Cut: Ideal","Price: 873 $ Cut: Ideal","Price: 945 $ Cut: Premium","Price: 11105 $ Cut: Premium","Price: 3712 $ Cut: Premium","Price: 1692 $ Cut: Very Good","Price: 990 $ Cut: Ideal","Price: 1607 $ Cut: Premium","Price: 16650 $ Cut: Ideal","Price: 4542 $ Cut: Good","Price: 3633 $ Cut: Good","Price: 2562 $ Cut: Very Good","Price: 663 $ Cut: Ideal","Price: 1040 $ Cut: Good","Price: 4675 $ Cut: Ideal","Price: 3096 $ Cut: Good","Price: 1981 $ Cut: Ideal","Price: 561 $ Cut: Ideal","Price: 5664 $ Cut: Ideal","Price: 6286 $ Cut: Ideal","Price: 18164 $ Cut: Premium","Price: 884 $ Cut: Premium","Price: 11968 $ Cut: Very Good","Price: 1662 $ Cut: Ideal","Price: 1098 $ Cut: Fair","Price: 943 $ Cut: Ideal","Price: 4556 $ Cut: Ideal","Price: 1270 $ Cut: Ideal","Price: 1436 $ Cut: Very Good","Price: 1571 $ Cut: Premium","Price: 1720 $ Cut: Ideal","Price: 3718 $ Cut: Good","Price: 3115 $ Cut: Good","Price: 972 $ Cut: Ideal","Price: 4679 $ Cut: Fair","Price: 1060 $ Cut: Ideal","Price: 6247 $ Cut: Good","Price: 1547 $ Cut: Ideal","Price: 1257 $ Cut: Ideal","Price: 544 $ Cut: Very Good","Price: 8325 $ Cut: Ideal","Price: 2478 $ Cut: Ideal","Price: 1601 $ Cut: Ideal","Price: 6960 $ Cut: Ideal","Price: 4543 $ Cut: Very Good","Price: 14071 $ Cut: Premium","Price: 7520 $ Cut: Ideal","Price: 11792 $ Cut: Very Good","Price: 7087 $ Cut: Very Good","Price: 2562 $ Cut: Ideal","Price: 898 $ Cut: Premium","Price: 1739 $ Cut: Ideal","Price: 10463 $ Cut: Ideal","Price: 7242 $ Cut: Very Good","Price: 722 $ Cut: Ideal","Price: 5226 $ Cut: Very Good","Price: 1865 $ Cut: Ideal","Price: 596 $ Cut: Premium","Price: 6106 $ Cut: Ideal","Price: 7134 $ Cut: Good","Price: 2730 $ Cut: Very Good","Price: 11873 $ Cut: Very Good","Price: 4222 $ Cut: Ideal","Price: 6566 $ Cut: Very Good","Price: 393 $ Cut: Very Good","Price: 2550 $ Cut: Ideal","Price: 621 $ Cut: Ideal","Price: 912 $ Cut: Very Good","Price: 4341 $ Cut: Premium","Price: 420 $ Cut: Very Good","Price: 9954 $ Cut: Good","Price: 6562 $ Cut: Ideal","Price: 1367 $ Cut: Premium","Price: 12851 $ Cut: Premium","Price: 931 $ Cut: Ideal","Price: 851 $ Cut: Ideal","Price: 1571 $ Cut: Ideal","Price: 1948 $ Cut: Very Good","Price: 2437 $ Cut: Good","Price: 2760 $ Cut: Premium","Price: 7528 $ Cut: Good","Price: 4118 $ Cut: Fair","Price: 2105 $ Cut: Very Good","Price: 4038 $ Cut: Premium","Price: 1628 $ Cut: Very Good","Price: 5783 $ Cut: Very Good","Price: 572 $ Cut: Ideal","Price: 1024 $ Cut: Ideal","Price: 972 $ Cut: Ideal","Price: 5589 $ Cut: Ideal","Price: 9898 $ Cut: Good","Price: 1819 $ Cut: Good","Price: 1097 $ Cut: Premium","Price: 992 $ Cut: Ideal","Price: 625 $ Cut: Good","Price: 5239 $ Cut: Very Good","Price: 576 $ Cut: Ideal","Price: 3841 $ Cut: Premium","Price: 945 $ Cut: Ideal","Price: 5005 $ Cut: Ideal","Price: 5120 $ Cut: Ideal","Price: 6738 $ Cut: Ideal","Price: 3504 $ Cut: Ideal","Price: 1097 $ Cut: Very Good","Price: 3516 $ Cut: Ideal","Price: 948 $ Cut: Very Good","Price: 612 $ Cut: Premium","Price: 990 $ Cut: Ideal","Price: 1376 $ Cut: Good","Price: 14666 $ Cut: Premium","Price: 939 $ Cut: Very Good","Price: 3948 $ Cut: Good","Price: 4644 $ Cut: Very Good","Price: 776 $ Cut: Premium","Price: 4423 $ Cut: Premium","Price: 1017 $ Cut: Good","Price: 7175 $ Cut: Very Good","Price: 1359 $ Cut: Ideal","Price: 6224 $ Cut: Very Good","Price: 4824 $ Cut: Ideal","Price: 12900 $ Cut: Premium","Price: 6852 $ Cut: Ideal","Price: 9836 $ Cut: Premium","Price: 2375 $ Cut: Premium","Price: 863 $ Cut: Ideal","Price: 1691 $ Cut: Ideal","Price: 485 $ Cut: Very Good","Price: 4498 $ Cut: Very Good","Price: 5226 $ Cut: Good","Price: 579 $ Cut: Premium","Price: 3703 $ Cut: Very Good","Price: 1814 $ Cut: Ideal","Price: 2165 $ Cut: Ideal","Price: 2107 $ Cut: Very Good","Price: 429 $ Cut: Very Good","Price: 14673 $ Cut: Very Good","Price: 1218 $ Cut: Ideal","Price: 5702 $ Cut: Ideal","Price: 1033 $ Cut: Ideal","Price: 625 $ Cut: Ideal","Price: 432 $ Cut: Ideal","Price: 5484 $ Cut: Fair","Price: 825 $ Cut: Ideal","Price: 4116 $ Cut: Premium","Price: 4015 $ Cut: Very Good","Price: 2376 $ Cut: Fair","Price: 670 $ Cut: Ideal","Price: 821 $ Cut: Ideal","Price: 3892 $ Cut: Fair","Price: 12343 $ Cut: Premium","Price: 3104 $ Cut: Very Good","Price: 2652 $ Cut: Very Good","Price: 2505 $ Cut: Very Good","Price: 3166 $ Cut: Good","Price: 7900 $ Cut: Ideal","Price: 2175 $ Cut: Premium","Price: 2041 $ Cut: Ideal","Price: 575 $ Cut: Good","Price: 631 $ Cut: Ideal","Price: 2525 $ Cut: Ideal","Price: 12823 $ Cut: Premium","Price: 765 $ Cut: Premium","Price: 2180 $ Cut: Very Good","Price: 580 $ Cut: Premium","Price: 625 $ Cut: Premium","Price: 2522 $ Cut: Ideal","Price: 5602 $ Cut: Ideal","Price: 641 $ Cut: Ideal","Price: 14201 $ Cut: Premium","Price: 7597 $ Cut: Very Good","Price: 523 $ Cut: Premium","Price: 7862 $ Cut: Very Good","Price: 587 $ Cut: Ideal","Price: 4856 $ Cut: Premium","Price: 2265 $ Cut: Very Good","Price: 499 $ Cut: Very Good","Price: 2776 $ Cut: Ideal","Price: 2111 $ Cut: Ideal","Price: 5050 $ Cut: Premium","Price: 2777 $ Cut: Very Good","Price: 530 $ Cut: Very Good","Price: 516 $ Cut: Good","Price: 3626 $ Cut: Good","Price: 3149 $ Cut: Good","Price: 1720 $ Cut: Premium","Price: 4032 $ Cut: Premium","Price: 664 $ Cut: Very Good","Price: 9541 $ Cut: Ideal","Price: 3737 $ Cut: Ideal","Price: 1842 $ Cut: Ideal","Price: 3462 $ Cut: Ideal","Price: 675 $ Cut: Ideal","Price: 1709 $ Cut: Premium","Price: 1257 $ Cut: Very Good","Price: 919 $ Cut: Ideal","Price: 2583 $ Cut: Very Good","Price: 1760 $ Cut: Premium","Price: 6178 $ Cut: Good","Price: 7056 $ Cut: Fair"],"type":"scatter","mode":"markers","marker":{"colorbar":{"title":"carat","ticklen":2},"cmin":0.23000000000000001,"cmax":2.5099999999999998,"colorscale":[["0","rgba(68,1,84,1)"],["0.0416666666666667","rgba(70,19,97,1)"],["0.0833333333333333","rgba(72,32,111,1)"],["0.125","rgba(71,45,122,1)"],["0.166666666666667","rgba(68,58,128,1)"],["0.208333333333333","rgba(64,70,135,1)"],["0.25","rgba(60,82,138,1)"],["0.291666666666667","rgba(56,93,140,1)"],["0.333333333333333","rgba(49,104,142,1)"],["0.375","rgba(46,114,142,1)"],["0.416666666666667","rgba(42,123,142,1)"],["0.458333333333333","rgba(38,133,141,1)"],["0.5","rgba(37,144,140,1)"],["0.541666666666667","rgba(33,154,138,1)"],["0.583333333333333","rgba(39,164,133,1)"],["0.625","rgba(47,174,127,1)"],["0.666666666666667","rgba(53,183,121,1)"],["0.708333333333333","rgba(79,191,110,1)"],["0.75","rgba(98,199,98,1)"],["0.791666666666667","rgba(119,207,85,1)"],["0.833333333333333","rgba(147,214,70,1)"],["0.875","rgba(172,220,52,1)"],["0.916666666666667","rgba(199,225,42,1)"],["0.958333333333333","rgba(226,228,40,1)"],["1","rgba(253,231,37,1)"]],"showscale":false,"color":[0.71999999999999997,1.3300000000000001,0.29999999999999999,1.5,0.33000000000000002,0.71999999999999997,0.38,0.53000000000000003,0.28000000000000003,0.33000000000000002,0.40000000000000002,2,1.0900000000000001,0.41999999999999998,0.29999999999999999,1.1000000000000001,0.69999999999999996,0.53000000000000003,0.70999999999999996,1.01,2.02,0.52000000000000002,0.56999999999999995,0.55000000000000004,0.91000000000000003,0.31,0.29999999999999999,1,0.70999999999999996,0.39000000000000001,1.03,1,2.0099999999999998,2.0600000000000001,0.40999999999999998,0.51000000000000001,0.32000000000000001,0.33000000000000002,0.41999999999999998,0.71999999999999997,0.71999999999999997,0.93000000000000005,1.05,0.53000000000000003,0.40999999999999998,0.25,2.1600000000000001,0.90000000000000002,1.01,1.2,1.2,0.73999999999999999,0.53000000000000003,1.02,0.32000000000000001,0.56999999999999995,0.70999999999999996,1.02,0.33000000000000002,0.72999999999999998,0.90000000000000002,0.90000000000000002,0.52000000000000002,1.5,0.31,0.78000000000000003,1.7,1.5700000000000001,0.28999999999999998,0.67000000000000004,1,0.40000000000000002,0.47999999999999998,2.02,0.40999999999999998,0.32000000000000001,0.31,0.55000000000000004,1.04,1.0600000000000001,0.51000000000000001,0.5,1.0800000000000001,0.40000000000000002,1.1699999999999999,0.26000000000000001,0.40999999999999998,1.51,1.01,0.31,0.52000000000000002,1.23,1.01,2.0099999999999998,1.01,1.2,1.01,0.38,0.32000000000000001,1.05,0.5,1.6000000000000001,1.54,1.1200000000000001,1.1899999999999999,0.53000000000000003,0.34999999999999998,1.51,0.96999999999999997,1.5,0.72999999999999998,0.31,1,0.37,0.31,0.41999999999999998,0.33000000000000002,0.31,0.31,0.32000000000000001,0.40000000000000002,0.34000000000000002,0.56999999999999995,0.29999999999999999,1.4399999999999999,1.7,0.69999999999999996,0.78000000000000003,0.5,1.01,2.02,0.34000000000000002,0.33000000000000002,2,0.5,1.26,0.42999999999999999,0.69999999999999996,1.3400000000000001,0.35999999999999999,1.1100000000000001,0.69999999999999996,1.02,0.34999999999999998,1.2,0.40999999999999998,0.58999999999999997,1.01,1.01,0.51000000000000001,0.29999999999999999,1.01,0.56999999999999995,0.38,0.60999999999999999,0.41999999999999998,0.53000000000000003,0.32000000000000001,1.3,0.34000000000000002,1.03,0.81000000000000005,1.5800000000000001,0.91000000000000003,1.0700000000000001,0.90000000000000002,1.1499999999999999,1.3700000000000001,0.70999999999999996,0.41999999999999998,0.52000000000000002,2,1.27,0.54000000000000004,0.5,1.01,0.34000000000000002,0.90000000000000002,1.8400000000000001,1.0700000000000001,0.63,1.21,0.53000000000000003,0.76000000000000001,2.5099999999999998,1.51,1.6299999999999999,0.32000000000000001,0.91000000000000003,1.0800000000000001,0.41999999999999998,1.2,0.39000000000000001,1.1299999999999999,0.35999999999999999,0.29999999999999999,0.90000000000000002,2.3300000000000001,1.1299999999999999,0.56000000000000005,0.29999999999999999,0.73999999999999999,1.05,0.34999999999999998,1.01,0.56000000000000005,1.52,0.69999999999999996,0.31,0.69999999999999996,0.90000000000000002,1.2,1.01,0.29999999999999999,0.27000000000000002,0.56000000000000005,1.02,0.57999999999999996,0.5,0.70999999999999996,0.40999999999999998,0.23000000000000001,0.93999999999999995,0.53000000000000003,0.54000000000000004,0.33000000000000002,0.52000000000000002,0.76000000000000001,0.32000000000000001,0.31,0.40000000000000002,0.51000000000000001,0.53000000000000003,2.0299999999999998,0.57999999999999996,1.1399999999999999,0.34000000000000002,1.6899999999999999,1.1799999999999999,0.29999999999999999,0.54000000000000004,1.01,1.03,1.2,0.28999999999999998,2,1.0900000000000001,0.5,1.55,0.60999999999999999,0.80000000000000004,0.40000000000000002,0.31,0.70999999999999996,0.53000000000000003,0.45000000000000001,0.92000000000000004,0.51000000000000001,1.22,0.5,1.3799999999999999,0.79000000000000004,1.01,0.71999999999999997,1.02,1.3,0.51000000000000001,1.01,1,1.7,0.40999999999999998,0.32000000000000001,0.71999999999999997,0.71999999999999997,0.23999999999999999,0.32000000000000001,0.70999999999999996,0.51000000000000001,0.72999999999999998,0.77000000000000002,0.46000000000000002,0.34000000000000002,0.23000000000000001,1.6200000000000001,0.29999999999999999,0.29999999999999999,0.31,1.05,2.2599999999999998,0.95999999999999996,2.1099999999999999,1.1299999999999999,1.3200000000000001,0.32000000000000001,1.1599999999999999,0.70999999999999996,0.56999999999999995,0.92000000000000004,2.27,1.21,0.39000000000000001,0.60999999999999999,0.41999999999999998,1.01,0.51000000000000001,0.29999999999999999,0.53000000000000003,1.01,0.38,1.51,1.5,0.34999999999999998,1.0600000000000001,2.1099999999999999,0.41999999999999998,0.69999999999999996,1.01,0.29999999999999999,0.34000000000000002,1.04,0.56999999999999995,0.31,0.31,0.23000000000000001,1.01,0.41999999999999998,1.1499999999999999,0.62,0.58999999999999997,0.52000000000000002,1.02,1.5700000000000001,1.0900000000000001,1.01,1.01,1.6599999999999999,2.2599999999999998,1.8200000000000001,0.33000000000000002,0.90000000000000002,1.01,1.1299999999999999,1.72,0.82999999999999996,1.3400000000000001,2.4900000000000002,0.78000000000000003,0.73999999999999999,0.51000000000000001,1.1299999999999999,0.56999999999999995,0.70999999999999996,1.02,1.6100000000000001,0.82999999999999996,0.40999999999999998,0.81999999999999995,1.0800000000000001,0.78000000000000003,0.32000000000000001,1.1000000000000001,0.5,0.60999999999999999,0.69999999999999996,1.04,0.95999999999999996,0.70999999999999996,1.21,0.27000000000000002,1.25,1.3999999999999999,2.0600000000000001,0.38,0.71999999999999997,1.01,0.38,0.32000000000000001,1.3600000000000001,2.5,1.01,0.29999999999999999,0.31,0.70999999999999996,0.29999999999999999,0.40000000000000002,0.58999999999999997,0.5,0.56999999999999995,0.68000000000000005,1,1.52,0.57999999999999996,1.04,0.56999999999999995,1,0.58999999999999997,1.2,0.31,0.25,0.34000000000000002,1.3700000000000001,0.69999999999999996,1.55,0.40000000000000002,0.41999999999999998,1.5600000000000001,0.51000000000000001,1.23,1.4299999999999999,0.28999999999999998,0.70999999999999996,0.5,1.01,1.02,1.5900000000000001,1,0.37,1.6000000000000001,0.90000000000000002,1.1499999999999999,2.02,0.44,0.52000000000000002,0.71999999999999997,0.31,1.02,2.4199999999999999,0.91000000000000003,0.34999999999999998,0.57999999999999996,1.01,0.72999999999999998,1.0900000000000001,0.33000000000000002,0.76000000000000001,0.5,1.03,0.54000000000000004,0.32000000000000001,0.39000000000000001,0.51000000000000001,0.40000000000000002,0.23000000000000001,0.35999999999999999,1.7,0.37,0.75,1.5,1,1,1.01,0.78000000000000003,1.6000000000000001,0.41999999999999998,1.51,0.29999999999999999,1.1399999999999999,0.27000000000000002,0.70999999999999996,1,0.72999999999999998,1.01,1,0.73999999999999999,0.44,0.82999999999999996,0.28000000000000003,0.29999999999999999,0.34000000000000002,0.70999999999999996,0.69999999999999996,0.52000000000000002,0.81999999999999995,0.29999999999999999,0.91000000000000003,1.01,0.69999999999999996,1.0700000000000001,1.51,0.27000000000000002,1.03,0.81999999999999995,0.81999999999999995,0.31,0.51000000000000001,0.29999999999999999,0.32000000000000001,0.57999999999999996,0.80000000000000004,0.34999999999999998,0.5,0.38,0.34999999999999998,1.02,0.56000000000000005,0.42999999999999999,0.34999999999999998,0.38,0.42999999999999999,0.40999999999999998,0.69999999999999996,1.28,1.1499999999999999,0.29999999999999999,2.1099999999999999,1.2,0.69999999999999996,0.23000000000000001,0.52000000000000002,0.41999999999999998,1.2,1.01,0.32000000000000001,0.54000000000000004,0.92000000000000004,0.26000000000000001,0.54000000000000004,0.69999999999999996,0.46000000000000002,1.03,1.0700000000000001,1.1299999999999999,0.31,1.01,1.03,0.80000000000000004,1.8700000000000001,0.34000000000000002,1.6000000000000001,2.0699999999999998,0.29999999999999999,0.39000000000000001,0.69999999999999996,1.01,1.1100000000000001,2.0899999999999999,1.3700000000000001,1.9399999999999999,0.91000000000000003,0.56999999999999995,1.5600000000000001,0.41999999999999998,0.84999999999999998,1.1899999999999999,0.70999999999999996,1.51,0.71999999999999997,1.71,0.29999999999999999,0.29999999999999999,0.51000000000000001,0.56999999999999995,1.29,2,1.46,0.97999999999999998,1.1699999999999999,1.1200000000000001,1.1299999999999999,1.5,0.38,0.5,0.23000000000000001,0.69999999999999996,1.02,1.01,0.94999999999999996,0.35999999999999999,0.5,1.2,0.71999999999999997,0.69999999999999996,0.51000000000000001,0.32000000000000001,1.22,0.77000000000000002,1.0600000000000001,0.56999999999999995,0.69999999999999996,1.21,1.51,0.81999999999999995,2.0099999999999998,1.1799999999999999,1.51,0.71999999999999997,1.5,0.79000000000000004,0.23999999999999999,0.52000000000000002,0.23999999999999999,1.01,0.69999999999999996,0.58999999999999997,1.0700000000000001,0.31,1.5,1.02,0.5,1.02,0.54000000000000004,1,0.46999999999999997,1,1.25,0.70999999999999996,1.1000000000000001,0.45000000000000001,0.33000000000000002,1.5600000000000001,1.01,1.1399999999999999,1.03,1.03,2.21,0.55000000000000004,1.6200000000000001,0.51000000000000001,1.1299999999999999,0.72999999999999998,0.39000000000000001,1.1100000000000001,1.1399999999999999,0.31,0.29999999999999999,0.76000000000000001,1.05,1.01,0.90000000000000002,0.70999999999999996,1.01,1.1499999999999999,0.69999999999999996,0.70999999999999996,0.33000000000000002,0.42999999999999999,0.32000000000000001,0.51000000000000001,1.22,1,1.52,1.6000000000000001,1.1699999999999999,0.76000000000000001,1.74,0.90000000000000002,1.26,1.1499999999999999,0.25,0.70999999999999996,1.3200000000000001,1.3,0.58999999999999997,2.3799999999999999,0.29999999999999999,0.23000000000000001,0.38,0.69999999999999996,0.31,1.5,0.32000000000000001,1.0700000000000001,0.60999999999999999,1.02,0.70999999999999996,2.46,1.53,0.72999999999999998,0.38,0.76000000000000001,1.0900000000000001,0.32000000000000001,0.72999999999999998,0.40999999999999998,0.69999999999999996,0.53000000000000003,1.04,1.5,0.34999999999999998,1.6000000000000001,0.23000000000000001,0.42999999999999999,0.51000000000000001,0.69999999999999996,1.3100000000000001,0.40000000000000002,1,1.1000000000000001,1.53,1.5,0.51000000000000001,0.52000000000000002,0.32000000000000001,0.38,0.31,0.51000000000000001,1.02,0.29999999999999999,0.35999999999999999,0.54000000000000004,0.40000000000000002,0.29999999999999999,0.51000000000000001,0.23999999999999999,0.29999999999999999,0.31,1.03,0.54000000000000004,0.5,1.73,0.35999999999999999,0.29999999999999999,1.3200000000000001,0.5,0.31,1.51,0.90000000000000002,0.31,0.34000000000000002,0.41999999999999998,0.56999999999999995,0.56999999999999995,0.82999999999999996,0.23000000000000001,1.5,1,1.03,0.28999999999999998,0.32000000000000001,0.59999999999999998,1,0.40999999999999998,1.5700000000000001,1,1.0600000000000001,0.90000000000000002,0.40999999999999998,0.95999999999999996,0.77000000000000002,0.29999999999999999,0.46999999999999997,2.0299999999999998,1.52,1,0.32000000000000001,0.58999999999999997,1.02,0.91000000000000003,0.5,0.70999999999999996,0.31,1.0600000000000001,1.0900000000000001,1.05,0.31,0.93000000000000005,0.78000000000000003,1.52,1.03,1.51,0.31,0.5,2.0499999999999998,1.01,0.55000000000000004,1.02,0.29999999999999999,0.41999999999999998,1,0.80000000000000004,0.5,0.38,0.90000000000000002,1,1.01,1.3300000000000001,0.34000000000000002,2.0099999999999998,1.2,0.41999999999999998,1.3899999999999999,1.1699999999999999,0.55000000000000004,0.69999999999999996,1.1799999999999999,1.04,0.32000000000000001,1.53,0.52000000000000002,0.47999999999999998,1.0700000000000001,2.02,1.01,0.98999999999999999,0.52000000000000002,0.5,0.32000000000000001,0.5,1.51,0.32000000000000001,0.31,0.90000000000000002,0.40000000000000002,0.40000000000000002,1.52,1,0.55000000000000004,0.40000000000000002,0.53000000000000003,2,1.27,1.02,0.71999999999999997,0.31,0.69999999999999996,1.05,0.77000000000000002,0.66000000000000003,0.32000000000000001,1.01,1.04,2.1200000000000001,0.40000000000000002,2.0299999999999998,0.67000000000000004,0.5,0.32000000000000001,1.1299999999999999,0.38,0.5,0.56999999999999995,0.52000000000000002,0.90000000000000002,0.90000000000000002,0.32000000000000001,1,0.38,1.01,0.52000000000000002,0.40000000000000002,0.31,1.5900000000000001,0.69999999999999996,0.53000000000000003,1.1799999999999999,0.90000000000000002,1.5,1.0900000000000001,2,1.3,0.75,0.38,0.56000000000000005,1.2,1,0.34999999999999998,1.1000000000000001,0.5,0.34000000000000002,1.1499999999999999,1,1.01,1.71,0.70999999999999996,1.28,0.29999999999999999,0.80000000000000004,0.29999999999999999,0.40000000000000002,1.02,0.26000000000000001,1.5,1.0800000000000001,0.40999999999999998,1.53,0.41999999999999998,0.35999999999999999,0.54000000000000004,0.53000000000000003,0.5,0.80000000000000004,1.01,1.01,0.5,1.01,0.51000000000000001,1.24,0.23999999999999999,0.34999999999999998,0.32000000000000001,1.01,1.52,0.75,0.56999999999999995,0.33000000000000002,0.31,1,0.32000000000000001,0.90000000000000002,0.41999999999999998,1.03,1.1299999999999999,1.26,0.69999999999999996,0.5,0.90000000000000002,0.42999999999999999,0.34000000000000002,0.32000000000000001,0.51000000000000001,2.3199999999999998,0.40999999999999998,1.01,0.69999999999999996,0.29999999999999999,1.1699999999999999,0.5,1.1499999999999999,0.56999999999999995,1.05,1,1.49,1.0900000000000001,1.23,0.77000000000000002,0.40999999999999998,0.56999999999999995,0.23000000000000001,1.01,1.01,0.33000000000000002,0.91000000000000003,0.56000000000000005,0.5,0.69999999999999996,0.28000000000000003,1.51,0.42999999999999999,1.02,0.34000000000000002,0.41999999999999998,0.27000000000000002,1,0.32000000000000001,1.05,1,0.90000000000000002,0.29999999999999999,0.35999999999999999,1.03,1.6000000000000001,0.81000000000000005,0.76000000000000001,0.71999999999999997,0.72999999999999998,1.01,0.76000000000000001,0.54000000000000004,0.25,0.33000000000000002,0.70999999999999996,1.52,0.34000000000000002,0.5,0.26000000000000001,0.31,0.81999999999999995,1.22,0.40000000000000002,1.6399999999999999,1.01,0.31,1.53,0.35999999999999999,1.23,0.71999999999999997,0.33000000000000002,0.71999999999999997,0.69999999999999996,1.1299999999999999,0.70999999999999996,0.23000000000000001,0.31,1.01,1.03,0.52000000000000002,1.5,0.28999999999999998,1.52,0.69999999999999996,0.5,0.75,0.39000000000000001,0.51000000000000001,0.58999999999999997,0.42999999999999999,0.73999999999999999,0.56999999999999995,1.1100000000000001,1.5],"size":[29.342105263157894,53.421052631578952,12.763157894736842,60.131578947368425,13.947368421052632,29.342105263157894,15.921052631578947,21.842105263157897,11.973684210526317,13.947368421052632,16.710526315789473,79.868421052631589,43.947368421052637,17.5,12.763157894736842,44.342105263157904,28.55263157894737,21.842105263157897,28.947368421052634,40.789473684210535,80.65789473684211,21.447368421052637,23.421052631578945,22.631578947368425,36.842105263157897,13.157894736842106,12.763157894736842,40.394736842105267,28.947368421052634,16.315789473684212,41.578947368421055,40.394736842105267,80.263157894736835,82.236842105263165,17.105263157894736,21.05263157894737,13.55263157894737,13.947368421052632,17.5,29.342105263157894,29.342105263157894,37.631578947368425,42.368421052631582,21.842105263157897,17.105263157894736,10.789473684210526,86.184210526315809,36.44736842105263,40.789473684210535,48.289473684210527,48.289473684210527,30.131578947368425,21.842105263157897,41.184210526315795,13.55263157894737,23.421052631578945,28.947368421052634,41.184210526315795,13.947368421052632,29.736842105263158,36.44736842105263,36.44736842105263,21.447368421052637,60.131578947368425,13.157894736842106,31.710526315789476,68.026315789473685,62.894736842105267,12.368421052631579,27.368421052631582,40.394736842105267,16.710526315789473,19.868421052631579,80.65789473684211,17.105263157894736,13.55263157894737,13.157894736842106,22.631578947368425,41.973684210526315,42.76315789473685,21.05263157894737,20.65789473684211,43.55263157894737,16.710526315789473,47.10526315789474,11.184210526315789,17.105263157894736,60.526315789473692,40.789473684210535,13.157894736842106,21.447368421052637,49.473684210526315,40.789473684210535,80.263157894736835,40.789473684210535,48.289473684210527,40.789473684210535,15.921052631578947,13.55263157894737,42.368421052631582,20.65789473684211,64.078947368421069,61.710526315789487,45.131578947368432,47.894736842105267,21.842105263157897,14.736842105263158,60.526315789473692,39.21052631578948,60.131578947368425,29.736842105263158,13.157894736842106,40.394736842105267,15.526315789473685,13.157894736842106,17.5,13.947368421052632,13.157894736842106,13.157894736842106,13.55263157894737,16.710526315789473,14.342105263157896,23.421052631578945,12.763157894736842,57.763157894736842,68.026315789473685,28.55263157894737,31.710526315789476,20.65789473684211,40.789473684210535,80.65789473684211,14.342105263157896,13.947368421052632,79.868421052631589,20.65789473684211,50.65789473684211,17.894736842105264,28.55263157894737,53.81578947368422,15.131578947368421,44.736842105263165,28.55263157894737,41.184210526315795,14.736842105263158,48.289473684210527,17.105263157894736,24.210526315789476,40.789473684210535,40.789473684210535,21.05263157894737,12.763157894736842,40.789473684210535,23.421052631578945,15.921052631578947,25,17.5,21.842105263157897,13.55263157894737,52.236842105263165,14.342105263157896,41.578947368421055,32.894736842105274,63.289473684210535,36.842105263157897,43.157894736842117,36.44736842105263,46.315789473684205,55.000000000000007,28.947368421052634,17.5,21.447368421052637,79.868421052631589,51.05263157894737,22.236842105263161,20.65789473684211,40.789473684210535,14.342105263157896,36.44736842105263,73.55263157894737,43.157894736842117,25.789473684210527,48.684210526315788,21.842105263157897,30.921052631578949,100,60.526315789473692,65.26315789473685,13.55263157894737,36.842105263157897,43.55263157894737,17.5,48.289473684210527,16.315789473684212,45.526315789473685,15.131578947368421,12.763157894736842,36.44736842105263,92.894736842105274,45.526315789473685,23.026315789473685,12.763157894736842,30.131578947368425,42.368421052631582,14.736842105263158,40.789473684210535,23.026315789473685,60.921052631578959,28.55263157894737,13.157894736842106,28.55263157894737,36.44736842105263,48.289473684210527,40.789473684210535,12.763157894736842,11.578947368421053,23.026315789473685,41.184210526315795,23.815789473684212,20.65789473684211,28.947368421052634,17.105263157894736,10,38.026315789473685,21.842105263157897,22.236842105263161,13.947368421052632,21.447368421052637,30.921052631578949,13.55263157894737,13.157894736842106,16.710526315789473,21.05263157894737,21.842105263157897,81.05263157894737,23.815789473684212,45.921052631578952,14.342105263157896,67.631578947368411,47.5,12.763157894736842,22.236842105263161,40.789473684210535,41.578947368421055,48.289473684210527,12.368421052631579,79.868421052631589,43.947368421052637,20.65789473684211,62.10526315789474,25,32.5,16.710526315789473,13.157894736842106,28.947368421052634,21.842105263157897,18.684210526315788,37.236842105263165,21.05263157894737,49.078947368421055,20.65789473684211,55.394736842105267,32.10526315789474,40.789473684210535,29.342105263157894,41.184210526315795,52.236842105263165,21.05263157894737,40.789473684210535,40.394736842105267,68.026315789473685,17.105263157894736,13.55263157894737,29.342105263157894,29.342105263157894,10.394736842105262,13.55263157894737,28.947368421052634,21.05263157894737,29.736842105263158,31.315789473684216,19.078947368421055,14.342105263157896,10,64.868421052631589,12.763157894736842,12.763157894736842,13.157894736842106,42.368421052631582,90.131578947368425,38.815789473684205,84.21052631578948,45.526315789473685,53.026315789473692,13.55263157894737,46.710526315789473,28.947368421052634,23.421052631578945,37.236842105263165,90.526315789473699,48.684210526315788,16.315789473684212,25,17.5,40.789473684210535,21.05263157894737,12.763157894736842,21.842105263157897,40.789473684210535,15.921052631578947,60.526315789473692,60.131578947368425,14.736842105263158,42.76315789473685,84.21052631578948,17.5,28.55263157894737,40.789473684210535,12.763157894736842,14.342105263157896,41.973684210526315,23.421052631578945,13.157894736842106,13.157894736842106,10,40.789473684210535,17.5,46.315789473684205,25.394736842105267,24.210526315789476,21.447368421052637,41.184210526315795,62.894736842105267,43.947368421052637,40.789473684210535,40.789473684210535,66.44736842105263,90.131578947368425,72.76315789473685,13.947368421052632,36.44736842105263,40.789473684210535,45.526315789473685,68.81578947368422,33.684210526315788,53.81578947368422,99.210526315789494,31.710526315789476,30.131578947368425,21.05263157894737,45.526315789473685,23.421052631578945,28.947368421052634,41.184210526315795,64.473684210526329,33.684210526315788,17.105263157894736,33.289473684210527,43.55263157894737,31.710526315789476,13.55263157894737,44.342105263157904,20.65789473684211,25,28.55263157894737,41.973684210526315,38.815789473684205,28.947368421052634,48.684210526315788,11.578947368421053,50.26315789473685,56.184210526315795,82.236842105263165,15.921052631578947,29.342105263157894,40.789473684210535,15.921052631578947,13.55263157894737,54.605263157894747,99.60526315789474,40.789473684210535,12.763157894736842,13.157894736842106,28.947368421052634,12.763157894736842,16.710526315789473,24.210526315789476,20.65789473684211,23.421052631578945,27.763157894736846,40.394736842105267,60.921052631578959,23.815789473684212,41.973684210526315,23.421052631578945,40.394736842105267,24.210526315789476,48.289473684210527,13.157894736842106,10.789473684210526,14.342105263157896,55.000000000000007,28.55263157894737,62.10526315789474,16.710526315789473,17.5,62.5,21.05263157894737,49.473684210526315,57.368421052631575,12.368421052631579,28.947368421052634,20.65789473684211,40.789473684210535,41.184210526315795,63.684210526315795,40.394736842105267,15.526315789473685,64.078947368421069,36.44736842105263,46.315789473684205,80.65789473684211,18.289473684210527,21.447368421052637,29.342105263157894,13.157894736842106,41.184210526315795,96.447368421052644,36.842105263157897,14.736842105263158,23.815789473684212,40.789473684210535,29.736842105263158,43.947368421052637,13.947368421052632,30.921052631578949,20.65789473684211,41.578947368421055,22.236842105263161,13.55263157894737,16.315789473684212,21.05263157894737,16.710526315789473,10,15.131578947368421,68.026315789473685,15.526315789473685,30.526315789473685,60.131578947368425,40.394736842105267,40.394736842105267,40.789473684210535,31.710526315789476,64.078947368421069,17.5,60.526315789473692,12.763157894736842,45.921052631578952,11.578947368421053,28.947368421052634,40.394736842105267,29.736842105263158,40.789473684210535,40.394736842105267,30.131578947368425,18.289473684210527,33.684210526315788,11.973684210526317,12.763157894736842,14.342105263157896,28.947368421052634,28.55263157894737,21.447368421052637,33.289473684210527,12.763157894736842,36.842105263157897,40.789473684210535,28.55263157894737,43.157894736842117,60.526315789473692,11.578947368421053,41.578947368421055,33.289473684210527,33.289473684210527,13.157894736842106,21.05263157894737,12.763157894736842,13.55263157894737,23.815789473684212,32.5,14.736842105263158,20.65789473684211,15.921052631578947,14.736842105263158,41.184210526315795,23.026315789473685,17.894736842105264,14.736842105263158,15.921052631578947,17.894736842105264,17.105263157894736,28.55263157894737,51.447368421052637,46.315789473684205,12.763157894736842,84.21052631578948,48.289473684210527,28.55263157894737,10,21.447368421052637,17.5,48.289473684210527,40.789473684210535,13.55263157894737,22.236842105263161,37.236842105263165,11.184210526315789,22.236842105263161,28.55263157894737,19.078947368421055,41.578947368421055,43.157894736842117,45.526315789473685,13.157894736842106,40.789473684210535,41.578947368421055,32.5,74.736842105263165,14.342105263157896,64.078947368421069,82.631578947368411,12.763157894736842,16.315789473684212,28.55263157894737,40.789473684210535,44.736842105263165,83.421052631578945,55.000000000000007,77.5,36.842105263157897,23.421052631578945,62.5,17.5,34.473684210526315,47.894736842105267,28.947368421052634,60.526315789473692,29.342105263157894,68.421052631578959,12.763157894736842,12.763157894736842,21.05263157894737,23.421052631578945,51.842105263157897,79.868421052631589,58.55263157894737,39.60526315789474,47.10526315789474,45.131578947368432,45.526315789473685,60.131578947368425,15.921052631578947,20.65789473684211,10,28.55263157894737,41.184210526315795,40.789473684210535,38.421052631578952,15.131578947368421,20.65789473684211,48.289473684210527,29.342105263157894,28.55263157894737,21.05263157894737,13.55263157894737,49.078947368421055,31.315789473684216,42.76315789473685,23.421052631578945,28.55263157894737,48.684210526315788,60.526315789473692,33.289473684210527,80.263157894736835,47.5,60.526315789473692,29.342105263157894,60.131578947368425,32.10526315789474,10.394736842105262,21.447368421052637,10.394736842105262,40.789473684210535,28.55263157894737,24.210526315789476,43.157894736842117,13.157894736842106,60.131578947368425,41.184210526315795,20.65789473684211,41.184210526315795,22.236842105263161,40.394736842105267,19.473684210526315,40.394736842105267,50.26315789473685,28.947368421052634,44.342105263157904,18.684210526315788,13.947368421052632,62.5,40.789473684210535,45.921052631578952,41.578947368421055,41.578947368421055,88.15789473684211,22.631578947368425,64.868421052631589,21.05263157894737,45.526315789473685,29.736842105263158,16.315789473684212,44.736842105263165,45.921052631578952,13.157894736842106,12.763157894736842,30.921052631578949,42.368421052631582,40.789473684210535,36.44736842105263,28.947368421052634,40.789473684210535,46.315789473684205,28.55263157894737,28.947368421052634,13.947368421052632,17.894736842105264,13.55263157894737,21.05263157894737,49.078947368421055,40.394736842105267,60.921052631578959,64.078947368421069,47.10526315789474,30.921052631578949,69.60526315789474,36.44736842105263,50.65789473684211,46.315789473684205,10.789473684210526,28.947368421052634,53.026315789473692,52.236842105263165,24.210526315789476,94.868421052631589,12.763157894736842,10,15.921052631578947,28.55263157894737,13.157894736842106,60.131578947368425,13.55263157894737,43.157894736842117,25,41.184210526315795,28.947368421052634,98.026315789473685,61.31578947368422,29.736842105263158,15.921052631578947,30.921052631578949,43.947368421052637,13.55263157894737,29.736842105263158,17.105263157894736,28.55263157894737,21.842105263157897,41.973684210526315,60.131578947368425,14.736842105263158,64.078947368421069,10,17.894736842105264,21.05263157894737,28.55263157894737,52.631578947368432,16.710526315789473,40.394736842105267,44.342105263157904,61.31578947368422,60.131578947368425,21.05263157894737,21.447368421052637,13.55263157894737,15.921052631578947,13.157894736842106,21.05263157894737,41.184210526315795,12.763157894736842,15.131578947368421,22.236842105263161,16.710526315789473,12.763157894736842,21.05263157894737,10.394736842105262,12.763157894736842,13.157894736842106,41.578947368421055,22.236842105263161,20.65789473684211,69.21052631578948,15.131578947368421,12.763157894736842,53.026315789473692,20.65789473684211,13.157894736842106,60.526315789473692,36.44736842105263,13.157894736842106,14.342105263157896,17.5,23.421052631578945,23.421052631578945,33.684210526315788,10,60.131578947368425,40.394736842105267,41.578947368421055,12.368421052631579,13.55263157894737,24.60526315789474,40.394736842105267,17.105263157894736,62.894736842105267,40.394736842105267,42.76315789473685,36.44736842105263,17.105263157894736,38.815789473684205,31.315789473684216,12.763157894736842,19.473684210526315,81.05263157894737,60.921052631578959,40.394736842105267,13.55263157894737,24.210526315789476,41.184210526315795,36.842105263157897,20.65789473684211,28.947368421052634,13.157894736842106,42.76315789473685,43.947368421052637,42.368421052631582,13.157894736842106,37.631578947368425,31.710526315789476,60.921052631578959,41.578947368421055,60.526315789473692,13.157894736842106,20.65789473684211,81.842105263157904,40.789473684210535,22.631578947368425,41.184210526315795,12.763157894736842,17.5,40.394736842105267,32.5,20.65789473684211,15.921052631578947,36.44736842105263,40.394736842105267,40.789473684210535,53.421052631578952,14.342105263157896,80.263157894736835,48.289473684210527,17.5,55.789473684210527,47.10526315789474,22.631578947368425,28.55263157894737,47.5,41.973684210526315,13.55263157894737,61.31578947368422,21.447368421052637,19.868421052631579,43.157894736842117,80.65789473684211,40.789473684210535,40,21.447368421052637,20.65789473684211,13.55263157894737,20.65789473684211,60.526315789473692,13.55263157894737,13.157894736842106,36.44736842105263,16.710526315789473,16.710526315789473,60.921052631578959,40.394736842105267,22.631578947368425,16.710526315789473,21.842105263157897,79.868421052631589,51.05263157894737,41.184210526315795,29.342105263157894,13.157894736842106,28.55263157894737,42.368421052631582,31.315789473684216,26.973684210526319,13.55263157894737,40.789473684210535,41.973684210526315,84.605263157894754,16.710526315789473,81.05263157894737,27.368421052631582,20.65789473684211,13.55263157894737,45.526315789473685,15.921052631578947,20.65789473684211,23.421052631578945,21.447368421052637,36.44736842105263,36.44736842105263,13.55263157894737,40.394736842105267,15.921052631578947,40.789473684210535,21.447368421052637,16.710526315789473,13.157894736842106,63.684210526315795,28.55263157894737,21.842105263157897,47.5,36.44736842105263,60.131578947368425,43.947368421052637,79.868421052631589,52.236842105263165,30.526315789473685,15.921052631578947,23.026315789473685,48.289473684210527,40.394736842105267,14.736842105263158,44.342105263157904,20.65789473684211,14.342105263157896,46.315789473684205,40.394736842105267,40.789473684210535,68.421052631578959,28.947368421052634,51.447368421052637,12.763157894736842,32.5,12.763157894736842,16.710526315789473,41.184210526315795,11.184210526315789,60.131578947368425,43.55263157894737,17.105263157894736,61.31578947368422,17.5,15.131578947368421,22.236842105263161,21.842105263157897,20.65789473684211,32.5,40.789473684210535,40.789473684210535,20.65789473684211,40.789473684210535,21.05263157894737,49.868421052631582,10.394736842105262,14.736842105263158,13.55263157894737,40.789473684210535,60.921052631578959,30.526315789473685,23.421052631578945,13.947368421052632,13.157894736842106,40.394736842105267,13.55263157894737,36.44736842105263,17.5,41.578947368421055,45.526315789473685,50.65789473684211,28.55263157894737,20.65789473684211,36.44736842105263,17.894736842105264,14.342105263157896,13.55263157894737,21.05263157894737,92.5,17.105263157894736,40.789473684210535,28.55263157894737,12.763157894736842,47.10526315789474,20.65789473684211,46.315789473684205,23.421052631578945,42.368421052631582,40.394736842105267,59.736842105263165,43.947368421052637,49.473684210526315,31.315789473684216,17.105263157894736,23.421052631578945,10,40.789473684210535,40.789473684210535,13.947368421052632,36.842105263157897,23.026315789473685,20.65789473684211,28.55263157894737,11.973684210526317,60.526315789473692,17.894736842105264,41.184210526315795,14.342105263157896,17.5,11.578947368421053,40.394736842105267,13.55263157894737,42.368421052631582,40.394736842105267,36.44736842105263,12.763157894736842,15.131578947368421,41.578947368421055,64.078947368421069,32.894736842105274,30.921052631578949,29.342105263157894,29.736842105263158,40.789473684210535,30.921052631578949,22.236842105263161,10.789473684210526,13.947368421052632,28.947368421052634,60.921052631578959,14.342105263157896,20.65789473684211,11.184210526315789,13.157894736842106,33.289473684210527,49.078947368421055,16.710526315789473,65.65789473684211,40.789473684210535,13.157894736842106,61.31578947368422,15.131578947368421,49.473684210526315,29.342105263157894,13.947368421052632,29.342105263157894,28.55263157894737,45.526315789473685,28.947368421052634,10,13.157894736842106,40.789473684210535,41.578947368421055,21.447368421052637,60.131578947368425,12.368421052631579,60.921052631578959,28.55263157894737,20.65789473684211,30.526315789473685,16.315789473684212,21.05263157894737,24.210526315789476,17.894736842105264,30.131578947368425,23.421052631578945,44.736842105263165,60.131578947368425],"sizemode":"area","line":{"colorbar":{"title":"","ticklen":2},"cmin":0.23000000000000001,"cmax":2.5099999999999998,"colorscale":[["0","rgba(68,1,84,1)"],["0.0416666666666667","rgba(70,19,97,1)"],["0.0833333333333333","rgba(72,32,111,1)"],["0.125","rgba(71,45,122,1)"],["0.166666666666667","rgba(68,58,128,1)"],["0.208333333333333","rgba(64,70,135,1)"],["0.25","rgba(60,82,138,1)"],["0.291666666666667","rgba(56,93,140,1)"],["0.333333333333333","rgba(49,104,142,1)"],["0.375","rgba(46,114,142,1)"],["0.416666666666667","rgba(42,123,142,1)"],["0.458333333333333","rgba(38,133,141,1)"],["0.5","rgba(37,144,140,1)"],["0.541666666666667","rgba(33,154,138,1)"],["0.583333333333333","rgba(39,164,133,1)"],["0.625","rgba(47,174,127,1)"],["0.666666666666667","rgba(53,183,121,1)"],["0.708333333333333","rgba(79,191,110,1)"],["0.75","rgba(98,199,98,1)"],["0.791666666666667","rgba(119,207,85,1)"],["0.833333333333333","rgba(147,214,70,1)"],["0.875","rgba(172,220,52,1)"],["0.916666666666667","rgba(199,225,42,1)"],["0.958333333333333","rgba(226,228,40,1)"],["1","rgba(253,231,37,1)"]],"showscale":false,"color":[0.71999999999999997,1.3300000000000001,0.29999999999999999,1.5,0.33000000000000002,0.71999999999999997,0.38,0.53000000000000003,0.28000000000000003,0.33000000000000002,0.40000000000000002,2,1.0900000000000001,0.41999999999999998,0.29999999999999999,1.1000000000000001,0.69999999999999996,0.53000000000000003,0.70999999999999996,1.01,2.02,0.52000000000000002,0.56999999999999995,0.55000000000000004,0.91000000000000003,0.31,0.29999999999999999,1,0.70999999999999996,0.39000000000000001,1.03,1,2.0099999999999998,2.0600000000000001,0.40999999999999998,0.51000000000000001,0.32000000000000001,0.33000000000000002,0.41999999999999998,0.71999999999999997,0.71999999999999997,0.93000000000000005,1.05,0.53000000000000003,0.40999999999999998,0.25,2.1600000000000001,0.90000000000000002,1.01,1.2,1.2,0.73999999999999999,0.53000000000000003,1.02,0.32000000000000001,0.56999999999999995,0.70999999999999996,1.02,0.33000000000000002,0.72999999999999998,0.90000000000000002,0.90000000000000002,0.52000000000000002,1.5,0.31,0.78000000000000003,1.7,1.5700000000000001,0.28999999999999998,0.67000000000000004,1,0.40000000000000002,0.47999999999999998,2.02,0.40999999999999998,0.32000000000000001,0.31,0.55000000000000004,1.04,1.0600000000000001,0.51000000000000001,0.5,1.0800000000000001,0.40000000000000002,1.1699999999999999,0.26000000000000001,0.40999999999999998,1.51,1.01,0.31,0.52000000000000002,1.23,1.01,2.0099999999999998,1.01,1.2,1.01,0.38,0.32000000000000001,1.05,0.5,1.6000000000000001,1.54,1.1200000000000001,1.1899999999999999,0.53000000000000003,0.34999999999999998,1.51,0.96999999999999997,1.5,0.72999999999999998,0.31,1,0.37,0.31,0.41999999999999998,0.33000000000000002,0.31,0.31,0.32000000000000001,0.40000000000000002,0.34000000000000002,0.56999999999999995,0.29999999999999999,1.4399999999999999,1.7,0.69999999999999996,0.78000000000000003,0.5,1.01,2.02,0.34000000000000002,0.33000000000000002,2,0.5,1.26,0.42999999999999999,0.69999999999999996,1.3400000000000001,0.35999999999999999,1.1100000000000001,0.69999999999999996,1.02,0.34999999999999998,1.2,0.40999999999999998,0.58999999999999997,1.01,1.01,0.51000000000000001,0.29999999999999999,1.01,0.56999999999999995,0.38,0.60999999999999999,0.41999999999999998,0.53000000000000003,0.32000000000000001,1.3,0.34000000000000002,1.03,0.81000000000000005,1.5800000000000001,0.91000000000000003,1.0700000000000001,0.90000000000000002,1.1499999999999999,1.3700000000000001,0.70999999999999996,0.41999999999999998,0.52000000000000002,2,1.27,0.54000000000000004,0.5,1.01,0.34000000000000002,0.90000000000000002,1.8400000000000001,1.0700000000000001,0.63,1.21,0.53000000000000003,0.76000000000000001,2.5099999999999998,1.51,1.6299999999999999,0.32000000000000001,0.91000000000000003,1.0800000000000001,0.41999999999999998,1.2,0.39000000000000001,1.1299999999999999,0.35999999999999999,0.29999999999999999,0.90000000000000002,2.3300000000000001,1.1299999999999999,0.56000000000000005,0.29999999999999999,0.73999999999999999,1.05,0.34999999999999998,1.01,0.56000000000000005,1.52,0.69999999999999996,0.31,0.69999999999999996,0.90000000000000002,1.2,1.01,0.29999999999999999,0.27000000000000002,0.56000000000000005,1.02,0.57999999999999996,0.5,0.70999999999999996,0.40999999999999998,0.23000000000000001,0.93999999999999995,0.53000000000000003,0.54000000000000004,0.33000000000000002,0.52000000000000002,0.76000000000000001,0.32000000000000001,0.31,0.40000000000000002,0.51000000000000001,0.53000000000000003,2.0299999999999998,0.57999999999999996,1.1399999999999999,0.34000000000000002,1.6899999999999999,1.1799999999999999,0.29999999999999999,0.54000000000000004,1.01,1.03,1.2,0.28999999999999998,2,1.0900000000000001,0.5,1.55,0.60999999999999999,0.80000000000000004,0.40000000000000002,0.31,0.70999999999999996,0.53000000000000003,0.45000000000000001,0.92000000000000004,0.51000000000000001,1.22,0.5,1.3799999999999999,0.79000000000000004,1.01,0.71999999999999997,1.02,1.3,0.51000000000000001,1.01,1,1.7,0.40999999999999998,0.32000000000000001,0.71999999999999997,0.71999999999999997,0.23999999999999999,0.32000000000000001,0.70999999999999996,0.51000000000000001,0.72999999999999998,0.77000000000000002,0.46000000000000002,0.34000000000000002,0.23000000000000001,1.6200000000000001,0.29999999999999999,0.29999999999999999,0.31,1.05,2.2599999999999998,0.95999999999999996,2.1099999999999999,1.1299999999999999,1.3200000000000001,0.32000000000000001,1.1599999999999999,0.70999999999999996,0.56999999999999995,0.92000000000000004,2.27,1.21,0.39000000000000001,0.60999999999999999,0.41999999999999998,1.01,0.51000000000000001,0.29999999999999999,0.53000000000000003,1.01,0.38,1.51,1.5,0.34999999999999998,1.0600000000000001,2.1099999999999999,0.41999999999999998,0.69999999999999996,1.01,0.29999999999999999,0.34000000000000002,1.04,0.56999999999999995,0.31,0.31,0.23000000000000001,1.01,0.41999999999999998,1.1499999999999999,0.62,0.58999999999999997,0.52000000000000002,1.02,1.5700000000000001,1.0900000000000001,1.01,1.01,1.6599999999999999,2.2599999999999998,1.8200000000000001,0.33000000000000002,0.90000000000000002,1.01,1.1299999999999999,1.72,0.82999999999999996,1.3400000000000001,2.4900000000000002,0.78000000000000003,0.73999999999999999,0.51000000000000001,1.1299999999999999,0.56999999999999995,0.70999999999999996,1.02,1.6100000000000001,0.82999999999999996,0.40999999999999998,0.81999999999999995,1.0800000000000001,0.78000000000000003,0.32000000000000001,1.1000000000000001,0.5,0.60999999999999999,0.69999999999999996,1.04,0.95999999999999996,0.70999999999999996,1.21,0.27000000000000002,1.25,1.3999999999999999,2.0600000000000001,0.38,0.71999999999999997,1.01,0.38,0.32000000000000001,1.3600000000000001,2.5,1.01,0.29999999999999999,0.31,0.70999999999999996,0.29999999999999999,0.40000000000000002,0.58999999999999997,0.5,0.56999999999999995,0.68000000000000005,1,1.52,0.57999999999999996,1.04,0.56999999999999995,1,0.58999999999999997,1.2,0.31,0.25,0.34000000000000002,1.3700000000000001,0.69999999999999996,1.55,0.40000000000000002,0.41999999999999998,1.5600000000000001,0.51000000000000001,1.23,1.4299999999999999,0.28999999999999998,0.70999999999999996,0.5,1.01,1.02,1.5900000000000001,1,0.37,1.6000000000000001,0.90000000000000002,1.1499999999999999,2.02,0.44,0.52000000000000002,0.71999999999999997,0.31,1.02,2.4199999999999999,0.91000000000000003,0.34999999999999998,0.57999999999999996,1.01,0.72999999999999998,1.0900000000000001,0.33000000000000002,0.76000000000000001,0.5,1.03,0.54000000000000004,0.32000000000000001,0.39000000000000001,0.51000000000000001,0.40000000000000002,0.23000000000000001,0.35999999999999999,1.7,0.37,0.75,1.5,1,1,1.01,0.78000000000000003,1.6000000000000001,0.41999999999999998,1.51,0.29999999999999999,1.1399999999999999,0.27000000000000002,0.70999999999999996,1,0.72999999999999998,1.01,1,0.73999999999999999,0.44,0.82999999999999996,0.28000000000000003,0.29999999999999999,0.34000000000000002,0.70999999999999996,0.69999999999999996,0.52000000000000002,0.81999999999999995,0.29999999999999999,0.91000000000000003,1.01,0.69999999999999996,1.0700000000000001,1.51,0.27000000000000002,1.03,0.81999999999999995,0.81999999999999995,0.31,0.51000000000000001,0.29999999999999999,0.32000000000000001,0.57999999999999996,0.80000000000000004,0.34999999999999998,0.5,0.38,0.34999999999999998,1.02,0.56000000000000005,0.42999999999999999,0.34999999999999998,0.38,0.42999999999999999,0.40999999999999998,0.69999999999999996,1.28,1.1499999999999999,0.29999999999999999,2.1099999999999999,1.2,0.69999999999999996,0.23000000000000001,0.52000000000000002,0.41999999999999998,1.2,1.01,0.32000000000000001,0.54000000000000004,0.92000000000000004,0.26000000000000001,0.54000000000000004,0.69999999999999996,0.46000000000000002,1.03,1.0700000000000001,1.1299999999999999,0.31,1.01,1.03,0.80000000000000004,1.8700000000000001,0.34000000000000002,1.6000000000000001,2.0699999999999998,0.29999999999999999,0.39000000000000001,0.69999999999999996,1.01,1.1100000000000001,2.0899999999999999,1.3700000000000001,1.9399999999999999,0.91000000000000003,0.56999999999999995,1.5600000000000001,0.41999999999999998,0.84999999999999998,1.1899999999999999,0.70999999999999996,1.51,0.71999999999999997,1.71,0.29999999999999999,0.29999999999999999,0.51000000000000001,0.56999999999999995,1.29,2,1.46,0.97999999999999998,1.1699999999999999,1.1200000000000001,1.1299999999999999,1.5,0.38,0.5,0.23000000000000001,0.69999999999999996,1.02,1.01,0.94999999999999996,0.35999999999999999,0.5,1.2,0.71999999999999997,0.69999999999999996,0.51000000000000001,0.32000000000000001,1.22,0.77000000000000002,1.0600000000000001,0.56999999999999995,0.69999999999999996,1.21,1.51,0.81999999999999995,2.0099999999999998,1.1799999999999999,1.51,0.71999999999999997,1.5,0.79000000000000004,0.23999999999999999,0.52000000000000002,0.23999999999999999,1.01,0.69999999999999996,0.58999999999999997,1.0700000000000001,0.31,1.5,1.02,0.5,1.02,0.54000000000000004,1,0.46999999999999997,1,1.25,0.70999999999999996,1.1000000000000001,0.45000000000000001,0.33000000000000002,1.5600000000000001,1.01,1.1399999999999999,1.03,1.03,2.21,0.55000000000000004,1.6200000000000001,0.51000000000000001,1.1299999999999999,0.72999999999999998,0.39000000000000001,1.1100000000000001,1.1399999999999999,0.31,0.29999999999999999,0.76000000000000001,1.05,1.01,0.90000000000000002,0.70999999999999996,1.01,1.1499999999999999,0.69999999999999996,0.70999999999999996,0.33000000000000002,0.42999999999999999,0.32000000000000001,0.51000000000000001,1.22,1,1.52,1.6000000000000001,1.1699999999999999,0.76000000000000001,1.74,0.90000000000000002,1.26,1.1499999999999999,0.25,0.70999999999999996,1.3200000000000001,1.3,0.58999999999999997,2.3799999999999999,0.29999999999999999,0.23000000000000001,0.38,0.69999999999999996,0.31,1.5,0.32000000000000001,1.0700000000000001,0.60999999999999999,1.02,0.70999999999999996,2.46,1.53,0.72999999999999998,0.38,0.76000000000000001,1.0900000000000001,0.32000000000000001,0.72999999999999998,0.40999999999999998,0.69999999999999996,0.53000000000000003,1.04,1.5,0.34999999999999998,1.6000000000000001,0.23000000000000001,0.42999999999999999,0.51000000000000001,0.69999999999999996,1.3100000000000001,0.40000000000000002,1,1.1000000000000001,1.53,1.5,0.51000000000000001,0.52000000000000002,0.32000000000000001,0.38,0.31,0.51000000000000001,1.02,0.29999999999999999,0.35999999999999999,0.54000000000000004,0.40000000000000002,0.29999999999999999,0.51000000000000001,0.23999999999999999,0.29999999999999999,0.31,1.03,0.54000000000000004,0.5,1.73,0.35999999999999999,0.29999999999999999,1.3200000000000001,0.5,0.31,1.51,0.90000000000000002,0.31,0.34000000000000002,0.41999999999999998,0.56999999999999995,0.56999999999999995,0.82999999999999996,0.23000000000000001,1.5,1,1.03,0.28999999999999998,0.32000000000000001,0.59999999999999998,1,0.40999999999999998,1.5700000000000001,1,1.0600000000000001,0.90000000000000002,0.40999999999999998,0.95999999999999996,0.77000000000000002,0.29999999999999999,0.46999999999999997,2.0299999999999998,1.52,1,0.32000000000000001,0.58999999999999997,1.02,0.91000000000000003,0.5,0.70999999999999996,0.31,1.0600000000000001,1.0900000000000001,1.05,0.31,0.93000000000000005,0.78000000000000003,1.52,1.03,1.51,0.31,0.5,2.0499999999999998,1.01,0.55000000000000004,1.02,0.29999999999999999,0.41999999999999998,1,0.80000000000000004,0.5,0.38,0.90000000000000002,1,1.01,1.3300000000000001,0.34000000000000002,2.0099999999999998,1.2,0.41999999999999998,1.3899999999999999,1.1699999999999999,0.55000000000000004,0.69999999999999996,1.1799999999999999,1.04,0.32000000000000001,1.53,0.52000000000000002,0.47999999999999998,1.0700000000000001,2.02,1.01,0.98999999999999999,0.52000000000000002,0.5,0.32000000000000001,0.5,1.51,0.32000000000000001,0.31,0.90000000000000002,0.40000000000000002,0.40000000000000002,1.52,1,0.55000000000000004,0.40000000000000002,0.53000000000000003,2,1.27,1.02,0.71999999999999997,0.31,0.69999999999999996,1.05,0.77000000000000002,0.66000000000000003,0.32000000000000001,1.01,1.04,2.1200000000000001,0.40000000000000002,2.0299999999999998,0.67000000000000004,0.5,0.32000000000000001,1.1299999999999999,0.38,0.5,0.56999999999999995,0.52000000000000002,0.90000000000000002,0.90000000000000002,0.32000000000000001,1,0.38,1.01,0.52000000000000002,0.40000000000000002,0.31,1.5900000000000001,0.69999999999999996,0.53000000000000003,1.1799999999999999,0.90000000000000002,1.5,1.0900000000000001,2,1.3,0.75,0.38,0.56000000000000005,1.2,1,0.34999999999999998,1.1000000000000001,0.5,0.34000000000000002,1.1499999999999999,1,1.01,1.71,0.70999999999999996,1.28,0.29999999999999999,0.80000000000000004,0.29999999999999999,0.40000000000000002,1.02,0.26000000000000001,1.5,1.0800000000000001,0.40999999999999998,1.53,0.41999999999999998,0.35999999999999999,0.54000000000000004,0.53000000000000003,0.5,0.80000000000000004,1.01,1.01,0.5,1.01,0.51000000000000001,1.24,0.23999999999999999,0.34999999999999998,0.32000000000000001,1.01,1.52,0.75,0.56999999999999995,0.33000000000000002,0.31,1,0.32000000000000001,0.90000000000000002,0.41999999999999998,1.03,1.1299999999999999,1.26,0.69999999999999996,0.5,0.90000000000000002,0.42999999999999999,0.34000000000000002,0.32000000000000001,0.51000000000000001,2.3199999999999998,0.40999999999999998,1.01,0.69999999999999996,0.29999999999999999,1.1699999999999999,0.5,1.1499999999999999,0.56999999999999995,1.05,1,1.49,1.0900000000000001,1.23,0.77000000000000002,0.40999999999999998,0.56999999999999995,0.23000000000000001,1.01,1.01,0.33000000000000002,0.91000000000000003,0.56000000000000005,0.5,0.69999999999999996,0.28000000000000003,1.51,0.42999999999999999,1.02,0.34000000000000002,0.41999999999999998,0.27000000000000002,1,0.32000000000000001,1.05,1,0.90000000000000002,0.29999999999999999,0.35999999999999999,1.03,1.6000000000000001,0.81000000000000005,0.76000000000000001,0.71999999999999997,0.72999999999999998,1.01,0.76000000000000001,0.54000000000000004,0.25,0.33000000000000002,0.70999999999999996,1.52,0.34000000000000002,0.5,0.26000000000000001,0.31,0.81999999999999995,1.22,0.40000000000000002,1.6399999999999999,1.01,0.31,1.53,0.35999999999999999,1.23,0.71999999999999997,0.33000000000000002,0.71999999999999997,0.69999999999999996,1.1299999999999999,0.70999999999999996,0.23000000000000001,0.31,1.01,1.03,0.52000000000000002,1.5,0.28999999999999998,1.52,0.69999999999999996,0.5,0.75,0.39000000000000001,0.51000000000000001,0.58999999999999997,0.42999999999999999,0.73999999999999999,0.56999999999999995,1.1100000000000001,1.5]}},"textfont":{"size":[29.342105263157894,53.421052631578952,12.763157894736842,60.131578947368425,13.947368421052632,29.342105263157894,15.921052631578947,21.842105263157897,11.973684210526317,13.947368421052632,16.710526315789473,79.868421052631589,43.947368421052637,17.5,12.763157894736842,44.342105263157904,28.55263157894737,21.842105263157897,28.947368421052634,40.789473684210535,80.65789473684211,21.447368421052637,23.421052631578945,22.631578947368425,36.842105263157897,13.157894736842106,12.763157894736842,40.394736842105267,28.947368421052634,16.315789473684212,41.578947368421055,40.394736842105267,80.263157894736835,82.236842105263165,17.105263157894736,21.05263157894737,13.55263157894737,13.947368421052632,17.5,29.342105263157894,29.342105263157894,37.631578947368425,42.368421052631582,21.842105263157897,17.105263157894736,10.789473684210526,86.184210526315809,36.44736842105263,40.789473684210535,48.289473684210527,48.289473684210527,30.131578947368425,21.842105263157897,41.184210526315795,13.55263157894737,23.421052631578945,28.947368421052634,41.184210526315795,13.947368421052632,29.736842105263158,36.44736842105263,36.44736842105263,21.447368421052637,60.131578947368425,13.157894736842106,31.710526315789476,68.026315789473685,62.894736842105267,12.368421052631579,27.368421052631582,40.394736842105267,16.710526315789473,19.868421052631579,80.65789473684211,17.105263157894736,13.55263157894737,13.157894736842106,22.631578947368425,41.973684210526315,42.76315789473685,21.05263157894737,20.65789473684211,43.55263157894737,16.710526315789473,47.10526315789474,11.184210526315789,17.105263157894736,60.526315789473692,40.789473684210535,13.157894736842106,21.447368421052637,49.473684210526315,40.789473684210535,80.263157894736835,40.789473684210535,48.289473684210527,40.789473684210535,15.921052631578947,13.55263157894737,42.368421052631582,20.65789473684211,64.078947368421069,61.710526315789487,45.131578947368432,47.894736842105267,21.842105263157897,14.736842105263158,60.526315789473692,39.21052631578948,60.131578947368425,29.736842105263158,13.157894736842106,40.394736842105267,15.526315789473685,13.157894736842106,17.5,13.947368421052632,13.157894736842106,13.157894736842106,13.55263157894737,16.710526315789473,14.342105263157896,23.421052631578945,12.763157894736842,57.763157894736842,68.026315789473685,28.55263157894737,31.710526315789476,20.65789473684211,40.789473684210535,80.65789473684211,14.342105263157896,13.947368421052632,79.868421052631589,20.65789473684211,50.65789473684211,17.894736842105264,28.55263157894737,53.81578947368422,15.131578947368421,44.736842105263165,28.55263157894737,41.184210526315795,14.736842105263158,48.289473684210527,17.105263157894736,24.210526315789476,40.789473684210535,40.789473684210535,21.05263157894737,12.763157894736842,40.789473684210535,23.421052631578945,15.921052631578947,25,17.5,21.842105263157897,13.55263157894737,52.236842105263165,14.342105263157896,41.578947368421055,32.894736842105274,63.289473684210535,36.842105263157897,43.157894736842117,36.44736842105263,46.315789473684205,55.000000000000007,28.947368421052634,17.5,21.447368421052637,79.868421052631589,51.05263157894737,22.236842105263161,20.65789473684211,40.789473684210535,14.342105263157896,36.44736842105263,73.55263157894737,43.157894736842117,25.789473684210527,48.684210526315788,21.842105263157897,30.921052631578949,100,60.526315789473692,65.26315789473685,13.55263157894737,36.842105263157897,43.55263157894737,17.5,48.289473684210527,16.315789473684212,45.526315789473685,15.131578947368421,12.763157894736842,36.44736842105263,92.894736842105274,45.526315789473685,23.026315789473685,12.763157894736842,30.131578947368425,42.368421052631582,14.736842105263158,40.789473684210535,23.026315789473685,60.921052631578959,28.55263157894737,13.157894736842106,28.55263157894737,36.44736842105263,48.289473684210527,40.789473684210535,12.763157894736842,11.578947368421053,23.026315789473685,41.184210526315795,23.815789473684212,20.65789473684211,28.947368421052634,17.105263157894736,10,38.026315789473685,21.842105263157897,22.236842105263161,13.947368421052632,21.447368421052637,30.921052631578949,13.55263157894737,13.157894736842106,16.710526315789473,21.05263157894737,21.842105263157897,81.05263157894737,23.815789473684212,45.921052631578952,14.342105263157896,67.631578947368411,47.5,12.763157894736842,22.236842105263161,40.789473684210535,41.578947368421055,48.289473684210527,12.368421052631579,79.868421052631589,43.947368421052637,20.65789473684211,62.10526315789474,25,32.5,16.710526315789473,13.157894736842106,28.947368421052634,21.842105263157897,18.684210526315788,37.236842105263165,21.05263157894737,49.078947368421055,20.65789473684211,55.394736842105267,32.10526315789474,40.789473684210535,29.342105263157894,41.184210526315795,52.236842105263165,21.05263157894737,40.789473684210535,40.394736842105267,68.026315789473685,17.105263157894736,13.55263157894737,29.342105263157894,29.342105263157894,10.394736842105262,13.55263157894737,28.947368421052634,21.05263157894737,29.736842105263158,31.315789473684216,19.078947368421055,14.342105263157896,10,64.868421052631589,12.763157894736842,12.763157894736842,13.157894736842106,42.368421052631582,90.131578947368425,38.815789473684205,84.21052631578948,45.526315789473685,53.026315789473692,13.55263157894737,46.710526315789473,28.947368421052634,23.421052631578945,37.236842105263165,90.526315789473699,48.684210526315788,16.315789473684212,25,17.5,40.789473684210535,21.05263157894737,12.763157894736842,21.842105263157897,40.789473684210535,15.921052631578947,60.526315789473692,60.131578947368425,14.736842105263158,42.76315789473685,84.21052631578948,17.5,28.55263157894737,40.789473684210535,12.763157894736842,14.342105263157896,41.973684210526315,23.421052631578945,13.157894736842106,13.157894736842106,10,40.789473684210535,17.5,46.315789473684205,25.394736842105267,24.210526315789476,21.447368421052637,41.184210526315795,62.894736842105267,43.947368421052637,40.789473684210535,40.789473684210535,66.44736842105263,90.131578947368425,72.76315789473685,13.947368421052632,36.44736842105263,40.789473684210535,45.526315789473685,68.81578947368422,33.684210526315788,53.81578947368422,99.210526315789494,31.710526315789476,30.131578947368425,21.05263157894737,45.526315789473685,23.421052631578945,28.947368421052634,41.184210526315795,64.473684210526329,33.684210526315788,17.105263157894736,33.289473684210527,43.55263157894737,31.710526315789476,13.55263157894737,44.342105263157904,20.65789473684211,25,28.55263157894737,41.973684210526315,38.815789473684205,28.947368421052634,48.684210526315788,11.578947368421053,50.26315789473685,56.184210526315795,82.236842105263165,15.921052631578947,29.342105263157894,40.789473684210535,15.921052631578947,13.55263157894737,54.605263157894747,99.60526315789474,40.789473684210535,12.763157894736842,13.157894736842106,28.947368421052634,12.763157894736842,16.710526315789473,24.210526315789476,20.65789473684211,23.421052631578945,27.763157894736846,40.394736842105267,60.921052631578959,23.815789473684212,41.973684210526315,23.421052631578945,40.394736842105267,24.210526315789476,48.289473684210527,13.157894736842106,10.789473684210526,14.342105263157896,55.000000000000007,28.55263157894737,62.10526315789474,16.710526315789473,17.5,62.5,21.05263157894737,49.473684210526315,57.368421052631575,12.368421052631579,28.947368421052634,20.65789473684211,40.789473684210535,41.184210526315795,63.684210526315795,40.394736842105267,15.526315789473685,64.078947368421069,36.44736842105263,46.315789473684205,80.65789473684211,18.289473684210527,21.447368421052637,29.342105263157894,13.157894736842106,41.184210526315795,96.447368421052644,36.842105263157897,14.736842105263158,23.815789473684212,40.789473684210535,29.736842105263158,43.947368421052637,13.947368421052632,30.921052631578949,20.65789473684211,41.578947368421055,22.236842105263161,13.55263157894737,16.315789473684212,21.05263157894737,16.710526315789473,10,15.131578947368421,68.026315789473685,15.526315789473685,30.526315789473685,60.131578947368425,40.394736842105267,40.394736842105267,40.789473684210535,31.710526315789476,64.078947368421069,17.5,60.526315789473692,12.763157894736842,45.921052631578952,11.578947368421053,28.947368421052634,40.394736842105267,29.736842105263158,40.789473684210535,40.394736842105267,30.131578947368425,18.289473684210527,33.684210526315788,11.973684210526317,12.763157894736842,14.342105263157896,28.947368421052634,28.55263157894737,21.447368421052637,33.289473684210527,12.763157894736842,36.842105263157897,40.789473684210535,28.55263157894737,43.157894736842117,60.526315789473692,11.578947368421053,41.578947368421055,33.289473684210527,33.289473684210527,13.157894736842106,21.05263157894737,12.763157894736842,13.55263157894737,23.815789473684212,32.5,14.736842105263158,20.65789473684211,15.921052631578947,14.736842105263158,41.184210526315795,23.026315789473685,17.894736842105264,14.736842105263158,15.921052631578947,17.894736842105264,17.105263157894736,28.55263157894737,51.447368421052637,46.315789473684205,12.763157894736842,84.21052631578948,48.289473684210527,28.55263157894737,10,21.447368421052637,17.5,48.289473684210527,40.789473684210535,13.55263157894737,22.236842105263161,37.236842105263165,11.184210526315789,22.236842105263161,28.55263157894737,19.078947368421055,41.578947368421055,43.157894736842117,45.526315789473685,13.157894736842106,40.789473684210535,41.578947368421055,32.5,74.736842105263165,14.342105263157896,64.078947368421069,82.631578947368411,12.763157894736842,16.315789473684212,28.55263157894737,40.789473684210535,44.736842105263165,83.421052631578945,55.000000000000007,77.5,36.842105263157897,23.421052631578945,62.5,17.5,34.473684210526315,47.894736842105267,28.947368421052634,60.526315789473692,29.342105263157894,68.421052631578959,12.763157894736842,12.763157894736842,21.05263157894737,23.421052631578945,51.842105263157897,79.868421052631589,58.55263157894737,39.60526315789474,47.10526315789474,45.131578947368432,45.526315789473685,60.131578947368425,15.921052631578947,20.65789473684211,10,28.55263157894737,41.184210526315795,40.789473684210535,38.421052631578952,15.131578947368421,20.65789473684211,48.289473684210527,29.342105263157894,28.55263157894737,21.05263157894737,13.55263157894737,49.078947368421055,31.315789473684216,42.76315789473685,23.421052631578945,28.55263157894737,48.684210526315788,60.526315789473692,33.289473684210527,80.263157894736835,47.5,60.526315789473692,29.342105263157894,60.131578947368425,32.10526315789474,10.394736842105262,21.447368421052637,10.394736842105262,40.789473684210535,28.55263157894737,24.210526315789476,43.157894736842117,13.157894736842106,60.131578947368425,41.184210526315795,20.65789473684211,41.184210526315795,22.236842105263161,40.394736842105267,19.473684210526315,40.394736842105267,50.26315789473685,28.947368421052634,44.342105263157904,18.684210526315788,13.947368421052632,62.5,40.789473684210535,45.921052631578952,41.578947368421055,41.578947368421055,88.15789473684211,22.631578947368425,64.868421052631589,21.05263157894737,45.526315789473685,29.736842105263158,16.315789473684212,44.736842105263165,45.921052631578952,13.157894736842106,12.763157894736842,30.921052631578949,42.368421052631582,40.789473684210535,36.44736842105263,28.947368421052634,40.789473684210535,46.315789473684205,28.55263157894737,28.947368421052634,13.947368421052632,17.894736842105264,13.55263157894737,21.05263157894737,49.078947368421055,40.394736842105267,60.921052631578959,64.078947368421069,47.10526315789474,30.921052631578949,69.60526315789474,36.44736842105263,50.65789473684211,46.315789473684205,10.789473684210526,28.947368421052634,53.026315789473692,52.236842105263165,24.210526315789476,94.868421052631589,12.763157894736842,10,15.921052631578947,28.55263157894737,13.157894736842106,60.131578947368425,13.55263157894737,43.157894736842117,25,41.184210526315795,28.947368421052634,98.026315789473685,61.31578947368422,29.736842105263158,15.921052631578947,30.921052631578949,43.947368421052637,13.55263157894737,29.736842105263158,17.105263157894736,28.55263157894737,21.842105263157897,41.973684210526315,60.131578947368425,14.736842105263158,64.078947368421069,10,17.894736842105264,21.05263157894737,28.55263157894737,52.631578947368432,16.710526315789473,40.394736842105267,44.342105263157904,61.31578947368422,60.131578947368425,21.05263157894737,21.447368421052637,13.55263157894737,15.921052631578947,13.157894736842106,21.05263157894737,41.184210526315795,12.763157894736842,15.131578947368421,22.236842105263161,16.710526315789473,12.763157894736842,21.05263157894737,10.394736842105262,12.763157894736842,13.157894736842106,41.578947368421055,22.236842105263161,20.65789473684211,69.21052631578948,15.131578947368421,12.763157894736842,53.026315789473692,20.65789473684211,13.157894736842106,60.526315789473692,36.44736842105263,13.157894736842106,14.342105263157896,17.5,23.421052631578945,23.421052631578945,33.684210526315788,10,60.131578947368425,40.394736842105267,41.578947368421055,12.368421052631579,13.55263157894737,24.60526315789474,40.394736842105267,17.105263157894736,62.894736842105267,40.394736842105267,42.76315789473685,36.44736842105263,17.105263157894736,38.815789473684205,31.315789473684216,12.763157894736842,19.473684210526315,81.05263157894737,60.921052631578959,40.394736842105267,13.55263157894737,24.210526315789476,41.184210526315795,36.842105263157897,20.65789473684211,28.947368421052634,13.157894736842106,42.76315789473685,43.947368421052637,42.368421052631582,13.157894736842106,37.631578947368425,31.710526315789476,60.921052631578959,41.578947368421055,60.526315789473692,13.157894736842106,20.65789473684211,81.842105263157904,40.789473684210535,22.631578947368425,41.184210526315795,12.763157894736842,17.5,40.394736842105267,32.5,20.65789473684211,15.921052631578947,36.44736842105263,40.394736842105267,40.789473684210535,53.421052631578952,14.342105263157896,80.263157894736835,48.289473684210527,17.5,55.789473684210527,47.10526315789474,22.631578947368425,28.55263157894737,47.5,41.973684210526315,13.55263157894737,61.31578947368422,21.447368421052637,19.868421052631579,43.157894736842117,80.65789473684211,40.789473684210535,40,21.447368421052637,20.65789473684211,13.55263157894737,20.65789473684211,60.526315789473692,13.55263157894737,13.157894736842106,36.44736842105263,16.710526315789473,16.710526315789473,60.921052631578959,40.394736842105267,22.631578947368425,16.710526315789473,21.842105263157897,79.868421052631589,51.05263157894737,41.184210526315795,29.342105263157894,13.157894736842106,28.55263157894737,42.368421052631582,31.315789473684216,26.973684210526319,13.55263157894737,40.789473684210535,41.973684210526315,84.605263157894754,16.710526315789473,81.05263157894737,27.368421052631582,20.65789473684211,13.55263157894737,45.526315789473685,15.921052631578947,20.65789473684211,23.421052631578945,21.447368421052637,36.44736842105263,36.44736842105263,13.55263157894737,40.394736842105267,15.921052631578947,40.789473684210535,21.447368421052637,16.710526315789473,13.157894736842106,63.684210526315795,28.55263157894737,21.842105263157897,47.5,36.44736842105263,60.131578947368425,43.947368421052637,79.868421052631589,52.236842105263165,30.526315789473685,15.921052631578947,23.026315789473685,48.289473684210527,40.394736842105267,14.736842105263158,44.342105263157904,20.65789473684211,14.342105263157896,46.315789473684205,40.394736842105267,40.789473684210535,68.421052631578959,28.947368421052634,51.447368421052637,12.763157894736842,32.5,12.763157894736842,16.710526315789473,41.184210526315795,11.184210526315789,60.131578947368425,43.55263157894737,17.105263157894736,61.31578947368422,17.5,15.131578947368421,22.236842105263161,21.842105263157897,20.65789473684211,32.5,40.789473684210535,40.789473684210535,20.65789473684211,40.789473684210535,21.05263157894737,49.868421052631582,10.394736842105262,14.736842105263158,13.55263157894737,40.789473684210535,60.921052631578959,30.526315789473685,23.421052631578945,13.947368421052632,13.157894736842106,40.394736842105267,13.55263157894737,36.44736842105263,17.5,41.578947368421055,45.526315789473685,50.65789473684211,28.55263157894737,20.65789473684211,36.44736842105263,17.894736842105264,14.342105263157896,13.55263157894737,21.05263157894737,92.5,17.105263157894736,40.789473684210535,28.55263157894737,12.763157894736842,47.10526315789474,20.65789473684211,46.315789473684205,23.421052631578945,42.368421052631582,40.394736842105267,59.736842105263165,43.947368421052637,49.473684210526315,31.315789473684216,17.105263157894736,23.421052631578945,10,40.789473684210535,40.789473684210535,13.947368421052632,36.842105263157897,23.026315789473685,20.65789473684211,28.55263157894737,11.973684210526317,60.526315789473692,17.894736842105264,41.184210526315795,14.342105263157896,17.5,11.578947368421053,40.394736842105267,13.55263157894737,42.368421052631582,40.394736842105267,36.44736842105263,12.763157894736842,15.131578947368421,41.578947368421055,64.078947368421069,32.894736842105274,30.921052631578949,29.342105263157894,29.736842105263158,40.789473684210535,30.921052631578949,22.236842105263161,10.789473684210526,13.947368421052632,28.947368421052634,60.921052631578959,14.342105263157896,20.65789473684211,11.184210526315789,13.157894736842106,33.289473684210527,49.078947368421055,16.710526315789473,65.65789473684211,40.789473684210535,13.157894736842106,61.31578947368422,15.131578947368421,49.473684210526315,29.342105263157894,13.947368421052632,29.342105263157894,28.55263157894737,45.526315789473685,28.947368421052634,10,13.157894736842106,40.789473684210535,41.578947368421055,21.447368421052637,60.131578947368425,12.368421052631579,60.921052631578959,28.55263157894737,20.65789473684211,30.526315789473685,16.315789473684212,21.05263157894737,24.210526315789476,17.894736842105264,30.131578947368425,23.421052631578945,44.736842105263165,60.131578947368425]},"error_y":{"width":[]},"error_x":{"width":[]},"xaxis":"x","yaxis":"y","frame":null},{"x":[0.23000000000000001,2.5099999999999998],"y":[334,18735],"type":"scatter","mode":"markers","opacity":0,"hoverinfo":"none","showlegend":false,"marker":{"colorbar":{"title":"carat","ticklen":2,"len":0.5,"lenmode":"fraction","y":1,"yanchor":"top"},"cmin":0.23000000000000001,"cmax":2.5099999999999998,"colorscale":[["0","rgba(68,1,84,1)"],["0.0416666666666667","rgba(70,19,97,1)"],["0.0833333333333333","rgba(72,32,111,1)"],["0.125","rgba(71,45,122,1)"],["0.166666666666667","rgba(68,58,128,1)"],["0.208333333333333","rgba(64,70,135,1)"],["0.25","rgba(60,82,138,1)"],["0.291666666666667","rgba(56,93,140,1)"],["0.333333333333333","rgba(49,104,142,1)"],["0.375","rgba(46,114,142,1)"],["0.416666666666667","rgba(42,123,142,1)"],["0.458333333333333","rgba(38,133,141,1)"],["0.5","rgba(37,144,140,1)"],["0.541666666666667","rgba(33,154,138,1)"],["0.583333333333333","rgba(39,164,133,1)"],["0.625","rgba(47,174,127,1)"],["0.666666666666667","rgba(53,183,121,1)"],["0.708333333333333","rgba(79,191,110,1)"],["0.75","rgba(98,199,98,1)"],["0.791666666666667","rgba(119,207,85,1)"],["0.833333333333333","rgba(147,214,70,1)"],["0.875","rgba(172,220,52,1)"],["0.916666666666667","rgba(199,225,42,1)"],["0.958333333333333","rgba(226,228,40,1)"],["1","rgba(253,231,37,1)"]],"showscale":true,"color":[0.23000000000000001,2.5099999999999998],"line":{"color":"rgba(255,127,14,1)"}},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---
# Boxplots

``` r
set.seed(1234)
dat <- data.frame(cond = factor(rep(c("A","B"), each=200)), rating = c(rnorm(200),rnorm(200, mean=.8)))

p <- ggplot(dat, aes(x=cond, y=rating, fill=cond)) + geom_boxplot()

ggplotly(p, height = 350)  
```

<div id="htmlwidget-a7548c55cb08671d4741" style="width:80%;height:350px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-a7548c55cb08671d4741">{"x":{"data":[{"x":[1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],"y":[-1.2070657493854209,0.27742924211066,1.084441176683056,-2.3456977026293493,0.42912468881104998,0.50605589215757396,-0.57473996013464879,-0.54663185578418705,-0.56445199909328303,-0.89003782904410378,-0.477192699753547,-0.99838644485970396,-0.77625389463798999,0.064458817276269342,0.95949405897077134,-0.1102854943907743,-0.51100950580664217,-0.91119541662981118,-0.83717168026893951,2.415835178489341,0.1340882201520312,-0.49068589669094281,-0.44054787235322707,0.45958944100585364,-0.69372024693747547,-1.448204910386472,0.57475572090072835,-1.023655722963879,-0.015138300364181678,-0.93594860116839362,1.1022975462002629,-0.47559307886905738,-0.70944003751250617,-0.50125806059476141,-1.629093469078704,-1.1676192620941863,-2.1800396489486737,-1.3409931921000284,-0.29429385876371328,-0.46589754040611031,1.4494962652871319,-1.068642723674581,-0.85536463373750704,-0.28062300195745388,-0.9943400762956649,-0.968514317872049,-1.1073181926417659,-1.2519858856389401,-0.52382811898735571,-0.49684995726669995,-1.8060312568019488,-0.58207592468933278,-1.1088896244267814,-1.0149620094920093,-0.16230952355681924,0.5630558189945174,1.6478174728150614,-0.77335342394369511,1.6059096288572963,-1.15780854769441,0.65658846433280726,2.5489910707178565,-0.034760389803837589,-0.66963357966195747,-0.0076047557109746294,1.7770844481434263,-1.1386077367509086,1.3678271794232626,1.3295647907823602,0.33647279720381734,0.0068928384419579582,-0.45546873816142808,-0.3665239328739332,0.64828656750314784,2.0702708613309433,-0.15339841246697011,-1.390700946701491,-0.72358177711015437,0.25826176216785335,-0.31705911496119904,-0.17778995766429437,-0.1699940768545406,-1.3723018858766938,-0.17378717041403319,0.85023225712188422,0.697608711668253,0.54999735109110115,-0.40273197544762279,-0.19159377047847675,-1.1945278796025132,-0.053158818743323934,0.25519600099583339,1.7059640072400748,1.0015132523634485,-0.49558344300146012,0.3555502969997491,-1.1346080435338479,0.87820362695229148,0.97291675337612249,2.1211171053756757,0.41452353437498546,-0.47471847352936014,0.065993493704461351,-0.50247778239386609,-0.8259985871293356,0.16698927975298372,-0.89626462624475856,0.168185387655757,0.35496826101485446,-0.052105116871133596,-0.1959346187162532,-0.6490697516057603,-1.1097672313987317,0.84927420265505815,0.022362526076024031,0.83114061730683531,-1.2442878513442277,0.16902641376617525,0.67316630694767932,-0.026276376448526099,-0.19139216855602378,-0.78190664669987642,2.0581619877634907,0.75050145315583072,1.8242083023782891,0.080059641091987988,-0.63140929896636577,-1.5132881200337271,-0.6360998310850513,0.22630153249716084,1.0136903474657484,0.25275013506634181,-1.1719483128411208,0.66871432852503354,-1.6501009348443607,-0.36585224819190088,-0.31611832883307983,-1.948246047321369,0.92005752239090521,-0.62287159487887478,-0.33403664999745841,1.3951478925296228,0.63667441103894995,-0.10843169699038264,0.51376277840467355,0.39927180727395833,1.6628564474304048,0.27589340358548292,0.50627262320768718,0.34755197502381147,-0.37723764749631333,0.097619463109237387,1.6387446451217278,-0.87559247418956876,0.12175999864104588,1.3621306608449819,-0.23462108692271014,-1.053382807943086,-0.86978360563591173,-0.39012702964705492,-0.84735007312957189,-0.26063939209939924,-0.41441970634189329,-0.1830507977194335,0.40705609788057767,0.62463312820214656,1.678205743704712,-0.068693653564990673,-0.32083991265817746,1.471005717048905,1.7043293978270984,0.043244037557529078,-0.33265731913351898,-1.8222354175630957,1.4112623987467803,-0.83758243407686106,-1.1237627943953163,3.0437658860952879,0.2350213082506708,-0.033258610113305734,-2.7322195229558033,-0.099790588441896144,0.97603173492239637,0.41386891545109733,0.91232216161011348,1.9837322006843849,1.1691085140136264,-0.50873701541521954,0.70418017846551206,-0.19841627382207877,-0.53807078888486282,-2.8557586550192346,-0.78964685226376108,0.48781463516368456,2.1680325395193272,0.50069461428078588,0.62021020366731971,-0.96590321013357527,0.16265470811826502,-2.0782375418873769],"hoverinfo":"y","type":"box","fillcolor":"rgba(248,118,109,1)","marker":{"opacity":null,"outliercolor":"rgba(0,0,0,1)","line":{"width":1.8897637795275593,"color":"rgba(0,0,0,1)"},"size":5.6692913385826778},"line":{"color":"rgba(51,51,51,1)","width":1.8897637795275593},"name":"A","legendgroup":"A","showlegend":true,"xaxis":"x","yaxis":"y","frame":null},{"x":[2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2,2],"y":[1.2852268205692525,1.4967687785649126,0.98551391558305712,1.5007335155444612,1.1116810286613594,1.5604623619678382,2.6424636262076611,1.9123628412625959,0.83266395750144417,-0.31444896479736428,1.2180578223850831,0.39976476265683697,2.2934931026174805,-0.80708093984971652,0.38424821159848471,1.2220083732174201,0.64826346346502284,0.19384888473578044,0.49527893103328596,1.4295360998844715,1.6951719802755387,1.4602126318204054,3.0734835204474793,1.9734975726323913,1.0877097283137869,0.14022990617869446,3.7191401307176157,1.4774155004383278,0.11567965586399309,0.98649208308097058,0.47560669951634288,0.52529578177419367,-0.13350334058986768,0.91684534498608161,1.1191602386481172,-0.27754212275942969,-2.4331521329231371,0.54512534734546614,0.82951783032147974,1.3942737741105127,0.85913516817879687,1.2133988947370455,-0.29777217457042071,1.5111752572704407,1.5188887298541429,1.0516510690289678,2.1572744361517744,1.2044684712786073,1.0643642698379387,1.0680439041436973,1.2369305770394834,1.8601239054873644,1.2521903965287153,1.4631986156870651,-0.33637355399083502,0.4295024829078829,2.2769695897924702,-0.42390375051375595,1.0580683873961056,1.2050028054335165,1.77580332180945,0.45112326346009113,0.95862543949126244,-0.96325506654115345,1.138596047099905,0.13343497044072705,0.56135337567235599,-0.38776528245719377,1.1849353217685783,1.4665795156544796,0.49538611054226478,2.625011064086296,1.4705593705675875,1.7486325732551533,2.8494030016709111,0.14888639076246524,1.6086192728462936,1.786580613954563,0.79382920390930001,1.1190523579319118,-0.2118219027418442,1.270167547726389,0.099029668370902546,1.6136828625264914,-0.011430783992772198,1.1193974870994603,-0.046522653163624361,0.55423682087126747,-0.75285901110546094,0.92843403292575344,1.7854433894048676,0.98324752306719154,-0.96622921343045864,0.17946630338405634,2.4560430369987358,2.6098053855838765,-0.37503676801213515,0.43329674117235895,1.1536254489272868,1.1191562208678976,0.22004301098059853,-0.15327870194690651,0.62057141305437902,1.8098082149443033,0.82362661492140887,0.15097178041609949,0.29562577795180911,2.4143914954583634,0.35304018874433707,1.5631767611133149,2.2717186861857988,1.2436649036874154,0.37827812992981125,0.75999837379392643,0.30772003177211266,2.0277171173127515,0.65044643475560782,2.3499833839824635,0.23838746461868643,0.15288274936763935,0.9431321590504268,0.82418864799105129,0.2955484754191311,-0.78139680993033878,0.83006642125541807,0.083423300929298727,1.882610955476119,-0.15268545493929331,1.9264827290091573,0.15095698262088408,1.0924700784067261,1.6987027244027371,0.28125764320812607,1.3544385523451252,0.71202632881598726,-0.33521292940752168,0.52992038900009819,2.419789877534936,0.5858688263033599,-0.017782462924956777,0.74597707591839291,1.1301416098578694,1.7553246146573993,1.9439598777924414,0.9005223983750632,1.9645752456573831,0.035740052200852301,-1.5445134046903035,0.32831657447046447,0.28414451049261014,-1.5160361515025607,1.3624717569695326,0.016224860577619293,0.57394601377183485,-0.78710298765404185,1.3475242018683158,2.6912270173554806,-0.078077110224043955,0.68744108895521316,2.7487130649759912,1.7338163322077271,2.7130594216970483,0.7947659420680605,0.64773995107836491,0.29036834282088186,2.2345737034261175,-0.48583853233298835,1.1073142152550184,0.75368146672261704,3.0518418001268781,0.19196627139029232,-0.70928816985103582,1.0326317695085758,0.76035130394890682,-0.03912506750534539,0.93229108824415607,0.52447525329406108,0.12124135873196829,1.3008359317758253,0.4683376879932114,-1.0349802507725263,-1.8517412483726814,0.21941782791558517,2.2541868708711896,1.6381293799646928,2.015053580446136,1.7825054427327947,1.1157640240184308,-0.70706262771632078,1.0055697871662772,2.3972280903438099,-2.5960635345743635,0.01864771569791801,1.9024646407519072,1.3287450194452926,1.5893944035148539,1.2570995058560814,1.3388331156581226,0.81464312241110126,-0.11648913570309338],"hoverinfo":"y","type":"box","fillcolor":"rgba(0,191,196,1)","marker":{"opacity":null,"outliercolor":"rgba(0,0,0,1)","line":{"width":1.8897637795275593,"color":"rgba(0,0,0,1)"},"size":5.6692913385826778},"line":{"color":"rgba(51,51,51,1)","width":1.8897637795275593},"name":"B","legendgroup":"B","showlegend":true,"xaxis":"x","yaxis":"y","frame":null}],"layout":{"margin":{"t":26.626816106268159,"r":10.62681610626816,"b":54.196762141967625,"l":54.196762141967625},"plot_bgcolor":"rgba(235,235,235,1)","paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321},"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[0.40000000000000002,2.6000000000000001],"tickmode":"array","ticktext":["A","B"],"tickvals":[1,2],"categoryorder":"array","categoryarray":["A","B"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":17.002905770029059},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"y","title":{"text":"cond","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[-3.1845035943060771,4.0478850700044582],"tickmode":"array","ticktext":["-2","0","2","4"],"tickvals":[-2,0,2.0000000000000004,4],"categoryorder":"array","categoryarray":["-2","0","2","4"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":17.002905770029059},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"x","title":{"text":"rating","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","layer":"below","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":true,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":0,"font":{"color":"rgba(0,0,0,1)","family":"","size":17.002905770029059},"title":{"text":"cond","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}}},"hovermode":"closest","height":350,"barmode":"relative"},"config":{"doubleClick":"reset","modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"source":"A","attrs":{"27405196ccee":{"x":{},"y":{},"fill":{},"type":"box"}},"cur_data":"27405196ccee","visdat":{"27405196ccee":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---
### Boxplot conversion
from: https://macs40700.netlify.app/slides/05-stats-scales-guides/?panelset_001=geom#14

``` r
data("PlantGrowth")
p<-ggplot(PlantGrowth, aes(x = group, y = weight)) +
 geom_boxplot() +
 stat_summary(geom = "point", fun = "mean", 
 color = "darkgreen", size = 5, pch = 4, stroke = 2)
 
ggplotly(p)
```

<div class="plotly html-widget html-fill-item" id="htmlwidget-d6cb0ac2245c2fff1c96" style="width:80%;height:741.6px;"></div>
<script type="application/json" data-for="htmlwidget-d6cb0ac2245c2fff1c96">{"x":{"data":[{"x":[1,1,1,1,1,1,1,1,1,1,2,2,2,2,2,2,2,2,2,2,3,3,3,3,3,3,3,3,3,3],"y":[4.1699999999999999,5.5800000000000001,5.1799999999999997,6.1100000000000003,4.5,4.6100000000000003,5.1699999999999999,4.5300000000000002,5.3300000000000001,5.1399999999999997,4.8099999999999996,4.1699999999999999,4.4100000000000001,3.5899999999999999,5.8700000000000001,3.8300000000000001,6.0300000000000002,4.8899999999999997,4.3200000000000003,4.6900000000000004,6.3099999999999996,5.1200000000000001,5.54,5.5,5.3700000000000001,5.29,4.9199999999999999,6.1500000000000004,5.7999999999999998,5.2599999999999998],"hoverinfo":"y","type":"box","fillcolor":"rgba(255,255,255,1)","marker":{"opacity":null,"outliercolor":"rgba(0,0,0,1)","line":{"width":1.8897637795275593,"color":"rgba(0,0,0,1)"},"size":5.6692913385826778},"line":{"color":"rgba(51,51,51,1)","width":1.8897637795275593},"showlegend":false,"xaxis":"x","yaxis":"y","frame":null},{"x":[1,2,3],"y":[5.032,4.6609999999999996,5.5259999999999998],"text":["weight: 5.032","weight: 4.661","weight: 5.526"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,100,0,1)","opacity":1,"size":18.897637795275593,"symbol":"x-thin-open","line":{"width":7.559055118110237,"color":"rgba(0,100,0,1)"}},"hoveron":"points","showlegend":false,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null}],"layout":{"margin":{"t":26.626816106268159,"r":10.62681610626816,"b":54.196762141967625,"l":62.698215026982155},"plot_bgcolor":"rgba(235,235,235,1)","paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321},"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[0.40000000000000002,3.6000000000000001],"tickmode":"array","ticktext":["ctrl","trt1","trt2"],"tickvals":[1,2,3],"categoryorder":"array","categoryarray":["ctrl","trt1","trt2"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":17.002905770029059},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"y","title":{"text":"group","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[3.4539999999999997,6.4459999999999997],"tickmode":"array","ticktext":["3.5","4.0","4.5","5.0","5.5","6.0"],"tickvals":[3.5,4,4.5,5,5.5,6],"categoryorder":"array","categoryarray":["3.5","4.0","4.5","5.0","5.5","6.0"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":17.002905770029059},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"x","title":{"text":"weight","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","layer":"below","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":false,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":0,"font":{"color":"rgba(0,0,0,1)","family":"","size":17.002905770029059}},"hovermode":"closest","barmode":"relative"},"config":{"doubleClick":"reset","modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"source":"A","attrs":{"2740fc4214a":{"x":{},"y":{},"type":"box"},"27401565895c":{"x":{},"y":{}}},"cur_data":"2740fc4214a","visdat":{"2740fc4214a":["function (y) ","x"],"27401565895c":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---
## Data labels on hover

``` r
d <- diamonds[sample(nrow(diamonds), 1000), ]

plot_ly(
  dat, x = ~cond, y = ~rating,
  # Hover text:
  text = ~paste("Price: ", cond),
  color = ~cond, type = "box", height = 200)
```

<div id="htmlwidget-c3ea3541daad261e28c8" style="width:80%;height:200px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-c3ea3541daad261e28c8">{"x":{"visdat":{"27401c4a1a10":["function () ","plotlyVisDat"]},"cur_data":"27401c4a1a10","attrs":{"27401c4a1a10":{"x":{},"y":{},"text":{},"color":{},"alpha_stroke":1,"sizes":[10,100],"spans":[1,20],"type":"box"}},"layout":{"height":200,"margin":{"b":40,"l":60,"t":25,"r":10},"xaxis":{"domain":[0,1],"automargin":true,"title":"cond","type":"category","categoryorder":"array","categoryarray":["A","B"]},"yaxis":{"domain":[0,1],"automargin":true,"title":"rating"},"hovermode":"closest","showlegend":true},"source":"A","config":{"modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"data":[{"fillcolor":"rgba(102,194,165,0.5)","x":["A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A","A"],"y":[-1.2070657493854209,0.27742924211066,1.084441176683056,-2.3456977026293493,0.42912468881104998,0.50605589215757396,-0.57473996013464879,-0.54663185578418705,-0.56445199909328303,-0.89003782904410378,-0.477192699753547,-0.99838644485970396,-0.77625389463798999,0.064458817276269342,0.95949405897077134,-0.1102854943907743,-0.51100950580664217,-0.91119541662981118,-0.83717168026893951,2.415835178489341,0.1340882201520312,-0.49068589669094281,-0.44054787235322707,0.45958944100585364,-0.69372024693747547,-1.448204910386472,0.57475572090072835,-1.023655722963879,-0.015138300364181678,-0.93594860116839362,1.1022975462002629,-0.47559307886905738,-0.70944003751250617,-0.50125806059476141,-1.629093469078704,-1.1676192620941863,-2.1800396489486737,-1.3409931921000284,-0.29429385876371328,-0.46589754040611031,1.4494962652871319,-1.068642723674581,-0.85536463373750704,-0.28062300195745388,-0.9943400762956649,-0.968514317872049,-1.1073181926417659,-1.2519858856389401,-0.52382811898735571,-0.49684995726669995,-1.8060312568019488,-0.58207592468933278,-1.1088896244267814,-1.0149620094920093,-0.16230952355681924,0.5630558189945174,1.6478174728150614,-0.77335342394369511,1.6059096288572963,-1.15780854769441,0.65658846433280726,2.5489910707178565,-0.034760389803837589,-0.66963357966195747,-0.0076047557109746294,1.7770844481434263,-1.1386077367509086,1.3678271794232626,1.3295647907823602,0.33647279720381734,0.0068928384419579582,-0.45546873816142808,-0.3665239328739332,0.64828656750314784,2.0702708613309433,-0.15339841246697011,-1.390700946701491,-0.72358177711015437,0.25826176216785335,-0.31705911496119904,-0.17778995766429437,-0.1699940768545406,-1.3723018858766938,-0.17378717041403319,0.85023225712188422,0.697608711668253,0.54999735109110115,-0.40273197544762279,-0.19159377047847675,-1.1945278796025132,-0.053158818743323934,0.25519600099583339,1.7059640072400748,1.0015132523634485,-0.49558344300146012,0.3555502969997491,-1.1346080435338479,0.87820362695229148,0.97291675337612249,2.1211171053756757,0.41452353437498546,-0.47471847352936014,0.065993493704461351,-0.50247778239386609,-0.8259985871293356,0.16698927975298372,-0.89626462624475856,0.168185387655757,0.35496826101485446,-0.052105116871133596,-0.1959346187162532,-0.6490697516057603,-1.1097672313987317,0.84927420265505815,0.022362526076024031,0.83114061730683531,-1.2442878513442277,0.16902641376617525,0.67316630694767932,-0.026276376448526099,-0.19139216855602378,-0.78190664669987642,2.0581619877634907,0.75050145315583072,1.8242083023782891,0.080059641091987988,-0.63140929896636577,-1.5132881200337271,-0.6360998310850513,0.22630153249716084,1.0136903474657484,0.25275013506634181,-1.1719483128411208,0.66871432852503354,-1.6501009348443607,-0.36585224819190088,-0.31611832883307983,-1.948246047321369,0.92005752239090521,-0.62287159487887478,-0.33403664999745841,1.3951478925296228,0.63667441103894995,-0.10843169699038264,0.51376277840467355,0.39927180727395833,1.6628564474304048,0.27589340358548292,0.50627262320768718,0.34755197502381147,-0.37723764749631333,0.097619463109237387,1.6387446451217278,-0.87559247418956876,0.12175999864104588,1.3621306608449819,-0.23462108692271014,-1.053382807943086,-0.86978360563591173,-0.39012702964705492,-0.84735007312957189,-0.26063939209939924,-0.41441970634189329,-0.1830507977194335,0.40705609788057767,0.62463312820214656,1.678205743704712,-0.068693653564990673,-0.32083991265817746,1.471005717048905,1.7043293978270984,0.043244037557529078,-0.33265731913351898,-1.8222354175630957,1.4112623987467803,-0.83758243407686106,-1.1237627943953163,3.0437658860952879,0.2350213082506708,-0.033258610113305734,-2.7322195229558033,-0.099790588441896144,0.97603173492239637,0.41386891545109733,0.91232216161011348,1.9837322006843849,1.1691085140136264,-0.50873701541521954,0.70418017846551206,-0.19841627382207877,-0.53807078888486282,-2.8557586550192346,-0.78964685226376108,0.48781463516368456,2.1680325395193272,0.50069461428078588,0.62021020366731971,-0.96590321013357527,0.16265470811826502,-2.0782375418873769],"text":["Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A","Price: A"],"type":"box","name":"A","marker":{"color":"rgba(102,194,165,1)","line":{"color":"rgba(102,194,165,1)"}},"line":{"color":"rgba(102,194,165,1)"},"xaxis":"x","yaxis":"y","frame":null},{"fillcolor":"rgba(141,160,203,0.5)","x":["B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B","B"],"y":[1.2852268205692525,1.4967687785649126,0.98551391558305712,1.5007335155444612,1.1116810286613594,1.5604623619678382,2.6424636262076611,1.9123628412625959,0.83266395750144417,-0.31444896479736428,1.2180578223850831,0.39976476265683697,2.2934931026174805,-0.80708093984971652,0.38424821159848471,1.2220083732174201,0.64826346346502284,0.19384888473578044,0.49527893103328596,1.4295360998844715,1.6951719802755387,1.4602126318204054,3.0734835204474793,1.9734975726323913,1.0877097283137869,0.14022990617869446,3.7191401307176157,1.4774155004383278,0.11567965586399309,0.98649208308097058,0.47560669951634288,0.52529578177419367,-0.13350334058986768,0.91684534498608161,1.1191602386481172,-0.27754212275942969,-2.4331521329231371,0.54512534734546614,0.82951783032147974,1.3942737741105127,0.85913516817879687,1.2133988947370455,-0.29777217457042071,1.5111752572704407,1.5188887298541429,1.0516510690289678,2.1572744361517744,1.2044684712786073,1.0643642698379387,1.0680439041436973,1.2369305770394834,1.8601239054873644,1.2521903965287153,1.4631986156870651,-0.33637355399083502,0.4295024829078829,2.2769695897924702,-0.42390375051375595,1.0580683873961056,1.2050028054335165,1.77580332180945,0.45112326346009113,0.95862543949126244,-0.96325506654115345,1.138596047099905,0.13343497044072705,0.56135337567235599,-0.38776528245719377,1.1849353217685783,1.4665795156544796,0.49538611054226478,2.625011064086296,1.4705593705675875,1.7486325732551533,2.8494030016709111,0.14888639076246524,1.6086192728462936,1.786580613954563,0.79382920390930001,1.1190523579319118,-0.2118219027418442,1.270167547726389,0.099029668370902546,1.6136828625264914,-0.011430783992772198,1.1193974870994603,-0.046522653163624361,0.55423682087126747,-0.75285901110546094,0.92843403292575344,1.7854433894048676,0.98324752306719154,-0.96622921343045864,0.17946630338405634,2.4560430369987358,2.6098053855838765,-0.37503676801213515,0.43329674117235895,1.1536254489272868,1.1191562208678976,0.22004301098059853,-0.15327870194690651,0.62057141305437902,1.8098082149443033,0.82362661492140887,0.15097178041609949,0.29562577795180911,2.4143914954583634,0.35304018874433707,1.5631767611133149,2.2717186861857988,1.2436649036874154,0.37827812992981125,0.75999837379392643,0.30772003177211266,2.0277171173127515,0.65044643475560782,2.3499833839824635,0.23838746461868643,0.15288274936763935,0.9431321590504268,0.82418864799105129,0.2955484754191311,-0.78139680993033878,0.83006642125541807,0.083423300929298727,1.882610955476119,-0.15268545493929331,1.9264827290091573,0.15095698262088408,1.0924700784067261,1.6987027244027371,0.28125764320812607,1.3544385523451252,0.71202632881598726,-0.33521292940752168,0.52992038900009819,2.419789877534936,0.5858688263033599,-0.017782462924956777,0.74597707591839291,1.1301416098578694,1.7553246146573993,1.9439598777924414,0.9005223983750632,1.9645752456573831,0.035740052200852301,-1.5445134046903035,0.32831657447046447,0.28414451049261014,-1.5160361515025607,1.3624717569695326,0.016224860577619293,0.57394601377183485,-0.78710298765404185,1.3475242018683158,2.6912270173554806,-0.078077110224043955,0.68744108895521316,2.7487130649759912,1.7338163322077271,2.7130594216970483,0.7947659420680605,0.64773995107836491,0.29036834282088186,2.2345737034261175,-0.48583853233298835,1.1073142152550184,0.75368146672261704,3.0518418001268781,0.19196627139029232,-0.70928816985103582,1.0326317695085758,0.76035130394890682,-0.03912506750534539,0.93229108824415607,0.52447525329406108,0.12124135873196829,1.3008359317758253,0.4683376879932114,-1.0349802507725263,-1.8517412483726814,0.21941782791558517,2.2541868708711896,1.6381293799646928,2.015053580446136,1.7825054427327947,1.1157640240184308,-0.70706262771632078,1.0055697871662772,2.3972280903438099,-2.5960635345743635,0.01864771569791801,1.9024646407519072,1.3287450194452926,1.5893944035148539,1.2570995058560814,1.3388331156581226,0.81464312241110126,-0.11648913570309338],"text":["Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B","Price: B"],"type":"box","name":"B","marker":{"color":"rgba(141,160,203,1)","line":{"color":"rgba(141,160,203,1)"}},"line":{"color":"rgba(141,160,203,1)"},"xaxis":"x","yaxis":"y","frame":null}],"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>

---

## Additional plot types

* Just about any other plot type can be done -- try it on your own
  * Animated plots
  * Area plots
  * Bubble plots
  * Contour plots
  * Heatmaps
  * Spatial maps
  * Etc.

---
# Application: Try converting a ggplot graph

.panelset[
.panel[.panel-name[ggplot version]

``` r
ggplot(penguins, aes(x = bill_depth_mm,  y = bill_length_mm,
                     color = species), ) + geom_point(size = 2)
```

<img src="index_files/figure-html/unnamed-chunk-17-1.png" width="500px" style="display: block; margin: auto;" />
]
.panel[.panel-name[plotly version]

``` r
p <- ggplot(penguins, aes(x = bill_depth_mm,
 y = bill_length_mm,
 color = species)) +
 geom_point(size = 2)

ggplotly(p, height = 220)
```

<div id="htmlwidget-263828fe008152dd5d19" style="width:80%;height:220px;" class="plotly html-widget"></div>
<script type="application/json" data-for="htmlwidget-263828fe008152dd5d19">{"x":{"data":[{"x":[18.699999999999999,17.399999999999999,18,null,19.300000000000001,20.600000000000001,17.800000000000001,19.600000000000001,18.100000000000001,20.199999999999999,17.100000000000001,17.300000000000001,17.600000000000001,21.199999999999999,21.100000000000001,17.800000000000001,19,20.699999999999999,18.399999999999999,21.5,18.300000000000001,18.699999999999999,19.199999999999999,18.100000000000001,17.199999999999999,18.899999999999999,18.600000000000001,17.899999999999999,18.600000000000001,18.899999999999999,16.699999999999999,18.100000000000001,17.800000000000001,18.899999999999999,17,21.100000000000001,20,18.5,19.300000000000001,19.100000000000001,18,18.399999999999999,18.5,19.699999999999999,16.899999999999999,18.800000000000001,19,18.899999999999999,17.899999999999999,21.199999999999999,17.699999999999999,18.899999999999999,17.899999999999999,19.5,18.100000000000001,18.600000000000001,17.5,18.800000000000001,16.600000000000001,19.100000000000001,16.899999999999999,21.100000000000001,17,18.199999999999999,17.100000000000001,18,16.199999999999999,19.100000000000001,16.600000000000001,19.399999999999999,19,18.399999999999999,17.199999999999999,18.899999999999999,17.5,18.5,16.800000000000001,19.399999999999999,16.100000000000001,19.100000000000001,17.199999999999999,17.600000000000001,18.800000000000001,19.399999999999999,17.800000000000001,20.300000000000001,19.5,18.600000000000001,19.199999999999999,18.800000000000001,18,18.100000000000001,17.100000000000001,18.100000000000001,17.300000000000001,18.899999999999999,18.600000000000001,18.5,16.100000000000001,18.5,17.899999999999999,20,16,20,18.600000000000001,18.899999999999999,17.199999999999999,20,17,19,16.5,20.300000000000001,17.699999999999999,19.5,20.699999999999999,18.300000000000001,17,20.5,17,18.600000000000001,17.199999999999999,19.800000000000001,17,18.5,15.9,19,17.600000000000001,18.300000000000001,17.100000000000001,18,17.899999999999999,19.199999999999999,18.5,18.5,17.600000000000001,17.5,17.5,20.100000000000001,16.5,17.899999999999999,17.100000000000001,17.199999999999999,15.5,17,16.800000000000001,18.699999999999999,18.600000000000001,18.399999999999999,17.800000000000001,18.100000000000001,17.100000000000001,18.5],"y":[39.100000000000001,39.5,40.299999999999997,null,36.700000000000003,39.299999999999997,38.899999999999999,39.200000000000003,34.100000000000001,42,37.799999999999997,37.799999999999997,41.100000000000001,38.600000000000001,34.600000000000001,36.600000000000001,38.700000000000003,42.5,34.399999999999999,46,37.799999999999997,37.700000000000003,35.899999999999999,38.200000000000003,38.799999999999997,35.299999999999997,40.600000000000001,40.5,37.899999999999999,40.5,39.5,37.200000000000003,39.5,40.899999999999999,36.399999999999999,39.200000000000003,38.799999999999997,42.200000000000003,37.600000000000001,39.799999999999997,36.5,40.799999999999997,36,44.100000000000001,37,39.600000000000001,41.100000000000001,37.5,36,42.299999999999997,39.600000000000001,40.100000000000001,35,42,34.5,41.399999999999999,39,40.600000000000001,36.5,37.600000000000001,35.700000000000003,41.299999999999997,37.600000000000001,41.100000000000001,36.399999999999999,41.600000000000001,35.5,41.100000000000001,35.899999999999999,41.799999999999997,33.5,39.700000000000003,39.600000000000001,45.799999999999997,35.5,42.799999999999997,40.899999999999999,37.200000000000003,36.200000000000003,42.100000000000001,34.600000000000001,42.899999999999999,36.700000000000003,35.100000000000001,37.299999999999997,41.299999999999997,36.299999999999997,36.899999999999999,38.299999999999997,38.899999999999999,35.700000000000003,41.100000000000001,34,39.600000000000001,36.200000000000003,40.799999999999997,38.100000000000001,40.299999999999997,33.100000000000001,43.200000000000003,35,41,37.700000000000003,37.799999999999997,37.899999999999999,39.700000000000003,38.600000000000001,38.200000000000003,38.100000000000001,43.200000000000003,38.100000000000001,45.600000000000001,39.700000000000003,42.200000000000003,39.600000000000001,42.700000000000003,38.600000000000001,37.299999999999997,35.700000000000003,41.100000000000001,36.200000000000003,37.700000000000003,40.200000000000003,41.399999999999999,35.200000000000003,40.600000000000001,38.799999999999997,41.5,39,44.100000000000001,38.5,43.100000000000001,36.799999999999997,37.5,38.100000000000001,41.100000000000001,35.600000000000001,40.200000000000003,37,39.700000000000003,40.200000000000003,40.600000000000001,32.100000000000001,40.700000000000003,37.299999999999997,39,39.200000000000003,36.600000000000001,36,37.799999999999997,36,41.5],"text":["bill_depth_mm: 18.7 bill_length_mm: 39.1 species: Adelie","bill_depth_mm: 17.4 bill_length_mm: 39.5 species: Adelie","bill_depth_mm: 18.0 bill_length_mm: 40.3 species: Adelie","bill_depth_mm: NA bill_length_mm: NA species: Adelie","bill_depth_mm: 19.3 bill_length_mm: 36.7 species: Adelie","bill_depth_mm: 20.6 bill_length_mm: 39.3 species: Adelie","bill_depth_mm: 17.8 bill_length_mm: 38.9 species: Adelie","bill_depth_mm: 19.6 bill_length_mm: 39.2 species: Adelie","bill_depth_mm: 18.1 bill_length_mm: 34.1 species: Adelie","bill_depth_mm: 20.2 bill_length_mm: 42.0 species: Adelie","bill_depth_mm: 17.1 bill_length_mm: 37.8 species: Adelie","bill_depth_mm: 17.3 bill_length_mm: 37.8 species: Adelie","bill_depth_mm: 17.6 bill_length_mm: 41.1 species: Adelie","bill_depth_mm: 21.2 bill_length_mm: 38.6 species: Adelie","bill_depth_mm: 21.1 bill_length_mm: 34.6 species: Adelie","bill_depth_mm: 17.8 bill_length_mm: 36.6 species: Adelie","bill_depth_mm: 19.0 bill_length_mm: 38.7 species: Adelie","bill_depth_mm: 20.7 bill_length_mm: 42.5 species: Adelie","bill_depth_mm: 18.4 bill_length_mm: 34.4 species: Adelie","bill_depth_mm: 21.5 bill_length_mm: 46.0 species: Adelie","bill_depth_mm: 18.3 bill_length_mm: 37.8 species: Adelie","bill_depth_mm: 18.7 bill_length_mm: 37.7 species: Adelie","bill_depth_mm: 19.2 bill_length_mm: 35.9 species: Adelie","bill_depth_mm: 18.1 bill_length_mm: 38.2 species: Adelie","bill_depth_mm: 17.2 bill_length_mm: 38.8 species: Adelie","bill_depth_mm: 18.9 bill_length_mm: 35.3 species: Adelie","bill_depth_mm: 18.6 bill_length_mm: 40.6 species: Adelie","bill_depth_mm: 17.9 bill_length_mm: 40.5 species: Adelie","bill_depth_mm: 18.6 bill_length_mm: 37.9 species: Adelie","bill_depth_mm: 18.9 bill_length_mm: 40.5 species: Adelie","bill_depth_mm: 16.7 bill_length_mm: 39.5 species: Adelie","bill_depth_mm: 18.1 bill_length_mm: 37.2 species: Adelie","bill_depth_mm: 17.8 bill_length_mm: 39.5 species: Adelie","bill_depth_mm: 18.9 bill_length_mm: 40.9 species: Adelie","bill_depth_mm: 17.0 bill_length_mm: 36.4 species: Adelie","bill_depth_mm: 21.1 bill_length_mm: 39.2 species: Adelie","bill_depth_mm: 20.0 bill_length_mm: 38.8 species: Adelie","bill_depth_mm: 18.5 bill_length_mm: 42.2 species: Adelie","bill_depth_mm: 19.3 bill_length_mm: 37.6 species: Adelie","bill_depth_mm: 19.1 bill_length_mm: 39.8 species: Adelie","bill_depth_mm: 18.0 bill_length_mm: 36.5 species: Adelie","bill_depth_mm: 18.4 bill_length_mm: 40.8 species: Adelie","bill_depth_mm: 18.5 bill_length_mm: 36.0 species: Adelie","bill_depth_mm: 19.7 bill_length_mm: 44.1 species: Adelie","bill_depth_mm: 16.9 bill_length_mm: 37.0 species: Adelie","bill_depth_mm: 18.8 bill_length_mm: 39.6 species: Adelie","bill_depth_mm: 19.0 bill_length_mm: 41.1 species: Adelie","bill_depth_mm: 18.9 bill_length_mm: 37.5 species: Adelie","bill_depth_mm: 17.9 bill_length_mm: 36.0 species: Adelie","bill_depth_mm: 21.2 bill_length_mm: 42.3 species: Adelie","bill_depth_mm: 17.7 bill_length_mm: 39.6 species: Adelie","bill_depth_mm: 18.9 bill_length_mm: 40.1 species: Adelie","bill_depth_mm: 17.9 bill_length_mm: 35.0 species: Adelie","bill_depth_mm: 19.5 bill_length_mm: 42.0 species: Adelie","bill_depth_mm: 18.1 bill_length_mm: 34.5 species: Adelie","bill_depth_mm: 18.6 bill_length_mm: 41.4 species: Adelie","bill_depth_mm: 17.5 bill_length_mm: 39.0 species: Adelie","bill_depth_mm: 18.8 bill_length_mm: 40.6 species: Adelie","bill_depth_mm: 16.6 bill_length_mm: 36.5 species: Adelie","bill_depth_mm: 19.1 bill_length_mm: 37.6 species: Adelie","bill_depth_mm: 16.9 bill_length_mm: 35.7 species: Adelie","bill_depth_mm: 21.1 bill_length_mm: 41.3 species: Adelie","bill_depth_mm: 17.0 bill_length_mm: 37.6 species: Adelie","bill_depth_mm: 18.2 bill_length_mm: 41.1 species: Adelie","bill_depth_mm: 17.1 bill_length_mm: 36.4 species: Adelie","bill_depth_mm: 18.0 bill_length_mm: 41.6 species: Adelie","bill_depth_mm: 16.2 bill_length_mm: 35.5 species: Adelie","bill_depth_mm: 19.1 bill_length_mm: 41.1 species: Adelie","bill_depth_mm: 16.6 bill_length_mm: 35.9 species: Adelie","bill_depth_mm: 19.4 bill_length_mm: 41.8 species: Adelie","bill_depth_mm: 19.0 bill_length_mm: 33.5 species: Adelie","bill_depth_mm: 18.4 bill_length_mm: 39.7 species: Adelie","bill_depth_mm: 17.2 bill_length_mm: 39.6 species: Adelie","bill_depth_mm: 18.9 bill_length_mm: 45.8 species: Adelie","bill_depth_mm: 17.5 bill_length_mm: 35.5 species: Adelie","bill_depth_mm: 18.5 bill_length_mm: 42.8 species: Adelie","bill_depth_mm: 16.8 bill_length_mm: 40.9 species: Adelie","bill_depth_mm: 19.4 bill_length_mm: 37.2 species: Adelie","bill_depth_mm: 16.1 bill_length_mm: 36.2 species: Adelie","bill_depth_mm: 19.1 bill_length_mm: 42.1 species: Adelie","bill_depth_mm: 17.2 bill_length_mm: 34.6 species: Adelie","bill_depth_mm: 17.6 bill_length_mm: 42.9 species: Adelie","bill_depth_mm: 18.8 bill_length_mm: 36.7 species: Adelie","bill_depth_mm: 19.4 bill_length_mm: 35.1 species: Adelie","bill_depth_mm: 17.8 bill_length_mm: 37.3 species: Adelie","bill_depth_mm: 20.3 bill_length_mm: 41.3 species: Adelie","bill_depth_mm: 19.5 bill_length_mm: 36.3 species: Adelie","bill_depth_mm: 18.6 bill_length_mm: 36.9 species: Adelie","bill_depth_mm: 19.2 bill_length_mm: 38.3 species: Adelie","bill_depth_mm: 18.8 bill_length_mm: 38.9 species: Adelie","bill_depth_mm: 18.0 bill_length_mm: 35.7 species: Adelie","bill_depth_mm: 18.1 bill_length_mm: 41.1 species: Adelie","bill_depth_mm: 17.1 bill_length_mm: 34.0 species: Adelie","bill_depth_mm: 18.1 bill_length_mm: 39.6 species: Adelie","bill_depth_mm: 17.3 bill_length_mm: 36.2 species: Adelie","bill_depth_mm: 18.9 bill_length_mm: 40.8 species: Adelie","bill_depth_mm: 18.6 bill_length_mm: 38.1 species: Adelie","bill_depth_mm: 18.5 bill_length_mm: 40.3 species: Adelie","bill_depth_mm: 16.1 bill_length_mm: 33.1 species: Adelie","bill_depth_mm: 18.5 bill_length_mm: 43.2 species: Adelie","bill_depth_mm: 17.9 bill_length_mm: 35.0 species: Adelie","bill_depth_mm: 20.0 bill_length_mm: 41.0 species: Adelie","bill_depth_mm: 16.0 bill_length_mm: 37.7 species: Adelie","bill_depth_mm: 20.0 bill_length_mm: 37.8 species: Adelie","bill_depth_mm: 18.6 bill_length_mm: 37.9 species: Adelie","bill_depth_mm: 18.9 bill_length_mm: 39.7 species: Adelie","bill_depth_mm: 17.2 bill_length_mm: 38.6 species: Adelie","bill_depth_mm: 20.0 bill_length_mm: 38.2 species: Adelie","bill_depth_mm: 17.0 bill_length_mm: 38.1 species: Adelie","bill_depth_mm: 19.0 bill_length_mm: 43.2 species: Adelie","bill_depth_mm: 16.5 bill_length_mm: 38.1 species: Adelie","bill_depth_mm: 20.3 bill_length_mm: 45.6 species: Adelie","bill_depth_mm: 17.7 bill_length_mm: 39.7 species: Adelie","bill_depth_mm: 19.5 bill_length_mm: 42.2 species: Adelie","bill_depth_mm: 20.7 bill_length_mm: 39.6 species: Adelie","bill_depth_mm: 18.3 bill_length_mm: 42.7 species: Adelie","bill_depth_mm: 17.0 bill_length_mm: 38.6 species: Adelie","bill_depth_mm: 20.5 bill_length_mm: 37.3 species: Adelie","bill_depth_mm: 17.0 bill_length_mm: 35.7 species: Adelie","bill_depth_mm: 18.6 bill_length_mm: 41.1 species: Adelie","bill_depth_mm: 17.2 bill_length_mm: 36.2 species: Adelie","bill_depth_mm: 19.8 bill_length_mm: 37.7 species: Adelie","bill_depth_mm: 17.0 bill_length_mm: 40.2 species: Adelie","bill_depth_mm: 18.5 bill_length_mm: 41.4 species: Adelie","bill_depth_mm: 15.9 bill_length_mm: 35.2 species: Adelie","bill_depth_mm: 19.0 bill_length_mm: 40.6 species: Adelie","bill_depth_mm: 17.6 bill_length_mm: 38.8 species: Adelie","bill_depth_mm: 18.3 bill_length_mm: 41.5 species: Adelie","bill_depth_mm: 17.1 bill_length_mm: 39.0 species: Adelie","bill_depth_mm: 18.0 bill_length_mm: 44.1 species: Adelie","bill_depth_mm: 17.9 bill_length_mm: 38.5 species: Adelie","bill_depth_mm: 19.2 bill_length_mm: 43.1 species: Adelie","bill_depth_mm: 18.5 bill_length_mm: 36.8 species: Adelie","bill_depth_mm: 18.5 bill_length_mm: 37.5 species: Adelie","bill_depth_mm: 17.6 bill_length_mm: 38.1 species: Adelie","bill_depth_mm: 17.5 bill_length_mm: 41.1 species: Adelie","bill_depth_mm: 17.5 bill_length_mm: 35.6 species: Adelie","bill_depth_mm: 20.1 bill_length_mm: 40.2 species: Adelie","bill_depth_mm: 16.5 bill_length_mm: 37.0 species: Adelie","bill_depth_mm: 17.9 bill_length_mm: 39.7 species: Adelie","bill_depth_mm: 17.1 bill_length_mm: 40.2 species: Adelie","bill_depth_mm: 17.2 bill_length_mm: 40.6 species: Adelie","bill_depth_mm: 15.5 bill_length_mm: 32.1 species: Adelie","bill_depth_mm: 17.0 bill_length_mm: 40.7 species: Adelie","bill_depth_mm: 16.8 bill_length_mm: 37.3 species: Adelie","bill_depth_mm: 18.7 bill_length_mm: 39.0 species: Adelie","bill_depth_mm: 18.6 bill_length_mm: 39.2 species: Adelie","bill_depth_mm: 18.4 bill_length_mm: 36.6 species: Adelie","bill_depth_mm: 17.8 bill_length_mm: 36.0 species: Adelie","bill_depth_mm: 18.1 bill_length_mm: 37.8 species: Adelie","bill_depth_mm: 17.1 bill_length_mm: 36.0 species: Adelie","bill_depth_mm: 18.5 bill_length_mm: 41.5 species: Adelie"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(248,118,109,1)","opacity":1,"size":7.559055118110237,"symbol":"circle","line":{"width":1.8897637795275593,"color":"rgba(248,118,109,1)"}},"hoveron":"points","name":"Adelie","legendgroup":"Adelie","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[17.899999999999999,19.5,19.199999999999999,18.699999999999999,19.800000000000001,17.800000000000001,18.199999999999999,18.199999999999999,18.899999999999999,19.899999999999999,17.800000000000001,20.300000000000001,17.300000000000001,18.100000000000001,17.100000000000001,19.600000000000001,20,17.800000000000001,18.600000000000001,18.199999999999999,17.300000000000001,17.5,16.600000000000001,19.399999999999999,17.899999999999999,19,18.399999999999999,19,17.800000000000001,20,16.600000000000001,20.800000000000001,16.699999999999999,18.800000000000001,18.600000000000001,16.800000000000001,18.300000000000001,20.699999999999999,16.600000000000001,19.899999999999999,19.5,17.5,19.100000000000001,17,17.899999999999999,18.5,17.899999999999999,19.600000000000001,18.699999999999999,17.300000000000001,16.399999999999999,19,17.300000000000001,19.699999999999999,17.300000000000001,18.800000000000001,16.600000000000001,19.899999999999999,18.800000000000001,19.399999999999999,19.5,16.5,17,19.800000000000001,18.100000000000001,18.199999999999999,19,18.699999999999999],"y":[46.5,50,51.299999999999997,45.399999999999999,52.700000000000003,45.200000000000003,46.100000000000001,51.299999999999997,46,51.299999999999997,46.600000000000001,51.700000000000003,47,52,45.899999999999999,50.5,50.299999999999997,58,46.399999999999999,49.200000000000003,42.399999999999999,48.5,43.200000000000003,50.600000000000001,46.700000000000003,52,50.5,49.5,46.399999999999999,52.799999999999997,40.899999999999999,54.200000000000003,42.5,51,49.700000000000003,47.5,47.600000000000001,52,46.899999999999999,53.5,49,46.200000000000003,50.899999999999999,45.5,50.899999999999999,50.799999999999997,50.100000000000001,49,51.5,49.799999999999997,48.100000000000001,51.399999999999999,45.700000000000003,50.700000000000003,42.5,52.200000000000003,45.200000000000003,49.299999999999997,50.200000000000003,45.600000000000001,51.899999999999999,46.799999999999997,45.700000000000003,55.799999999999997,43.5,49.600000000000001,50.799999999999997,50.200000000000003],"text":["bill_depth_mm: 17.9 bill_length_mm: 46.5 species: Chinstrap","bill_depth_mm: 19.5 bill_length_mm: 50.0 species: Chinstrap","bill_depth_mm: 19.2 bill_length_mm: 51.3 species: Chinstrap","bill_depth_mm: 18.7 bill_length_mm: 45.4 species: Chinstrap","bill_depth_mm: 19.8 bill_length_mm: 52.7 species: Chinstrap","bill_depth_mm: 17.8 bill_length_mm: 45.2 species: Chinstrap","bill_depth_mm: 18.2 bill_length_mm: 46.1 species: Chinstrap","bill_depth_mm: 18.2 bill_length_mm: 51.3 species: Chinstrap","bill_depth_mm: 18.9 bill_length_mm: 46.0 species: Chinstrap","bill_depth_mm: 19.9 bill_length_mm: 51.3 species: Chinstrap","bill_depth_mm: 17.8 bill_length_mm: 46.6 species: Chinstrap","bill_depth_mm: 20.3 bill_length_mm: 51.7 species: Chinstrap","bill_depth_mm: 17.3 bill_length_mm: 47.0 species: Chinstrap","bill_depth_mm: 18.1 bill_length_mm: 52.0 species: Chinstrap","bill_depth_mm: 17.1 bill_length_mm: 45.9 species: Chinstrap","bill_depth_mm: 19.6 bill_length_mm: 50.5 species: Chinstrap","bill_depth_mm: 20.0 bill_length_mm: 50.3 species: Chinstrap","bill_depth_mm: 17.8 bill_length_mm: 58.0 species: Chinstrap","bill_depth_mm: 18.6 bill_length_mm: 46.4 species: Chinstrap","bill_depth_mm: 18.2 bill_length_mm: 49.2 species: Chinstrap","bill_depth_mm: 17.3 bill_length_mm: 42.4 species: Chinstrap","bill_depth_mm: 17.5 bill_length_mm: 48.5 species: Chinstrap","bill_depth_mm: 16.6 bill_length_mm: 43.2 species: Chinstrap","bill_depth_mm: 19.4 bill_length_mm: 50.6 species: Chinstrap","bill_depth_mm: 17.9 bill_length_mm: 46.7 species: Chinstrap","bill_depth_mm: 19.0 bill_length_mm: 52.0 species: Chinstrap","bill_depth_mm: 18.4 bill_length_mm: 50.5 species: Chinstrap","bill_depth_mm: 19.0 bill_length_mm: 49.5 species: Chinstrap","bill_depth_mm: 17.8 bill_length_mm: 46.4 species: Chinstrap","bill_depth_mm: 20.0 bill_length_mm: 52.8 species: Chinstrap","bill_depth_mm: 16.6 bill_length_mm: 40.9 species: Chinstrap","bill_depth_mm: 20.8 bill_length_mm: 54.2 species: Chinstrap","bill_depth_mm: 16.7 bill_length_mm: 42.5 species: Chinstrap","bill_depth_mm: 18.8 bill_length_mm: 51.0 species: Chinstrap","bill_depth_mm: 18.6 bill_length_mm: 49.7 species: Chinstrap","bill_depth_mm: 16.8 bill_length_mm: 47.5 species: Chinstrap","bill_depth_mm: 18.3 bill_length_mm: 47.6 species: Chinstrap","bill_depth_mm: 20.7 bill_length_mm: 52.0 species: Chinstrap","bill_depth_mm: 16.6 bill_length_mm: 46.9 species: Chinstrap","bill_depth_mm: 19.9 bill_length_mm: 53.5 species: Chinstrap","bill_depth_mm: 19.5 bill_length_mm: 49.0 species: Chinstrap","bill_depth_mm: 17.5 bill_length_mm: 46.2 species: Chinstrap","bill_depth_mm: 19.1 bill_length_mm: 50.9 species: Chinstrap","bill_depth_mm: 17.0 bill_length_mm: 45.5 species: Chinstrap","bill_depth_mm: 17.9 bill_length_mm: 50.9 species: Chinstrap","bill_depth_mm: 18.5 bill_length_mm: 50.8 species: Chinstrap","bill_depth_mm: 17.9 bill_length_mm: 50.1 species: Chinstrap","bill_depth_mm: 19.6 bill_length_mm: 49.0 species: Chinstrap","bill_depth_mm: 18.7 bill_length_mm: 51.5 species: Chinstrap","bill_depth_mm: 17.3 bill_length_mm: 49.8 species: Chinstrap","bill_depth_mm: 16.4 bill_length_mm: 48.1 species: Chinstrap","bill_depth_mm: 19.0 bill_length_mm: 51.4 species: Chinstrap","bill_depth_mm: 17.3 bill_length_mm: 45.7 species: Chinstrap","bill_depth_mm: 19.7 bill_length_mm: 50.7 species: Chinstrap","bill_depth_mm: 17.3 bill_length_mm: 42.5 species: Chinstrap","bill_depth_mm: 18.8 bill_length_mm: 52.2 species: Chinstrap","bill_depth_mm: 16.6 bill_length_mm: 45.2 species: Chinstrap","bill_depth_mm: 19.9 bill_length_mm: 49.3 species: Chinstrap","bill_depth_mm: 18.8 bill_length_mm: 50.2 species: Chinstrap","bill_depth_mm: 19.4 bill_length_mm: 45.6 species: Chinstrap","bill_depth_mm: 19.5 bill_length_mm: 51.9 species: Chinstrap","bill_depth_mm: 16.5 bill_length_mm: 46.8 species: Chinstrap","bill_depth_mm: 17.0 bill_length_mm: 45.7 species: Chinstrap","bill_depth_mm: 19.8 bill_length_mm: 55.8 species: Chinstrap","bill_depth_mm: 18.1 bill_length_mm: 43.5 species: Chinstrap","bill_depth_mm: 18.2 bill_length_mm: 49.6 species: Chinstrap","bill_depth_mm: 19.0 bill_length_mm: 50.8 species: Chinstrap","bill_depth_mm: 18.7 bill_length_mm: 50.2 species: Chinstrap"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(0,186,56,1)","opacity":1,"size":7.559055118110237,"symbol":"circle","line":{"width":1.8897637795275593,"color":"rgba(0,186,56,1)"}},"hoveron":"points","name":"Chinstrap","legendgroup":"Chinstrap","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null},{"x":[13.199999999999999,16.300000000000001,14.1,15.199999999999999,14.5,13.5,14.6,15.300000000000001,13.4,15.4,13.699999999999999,16.100000000000001,13.699999999999999,14.6,14.6,15.699999999999999,13.5,15.199999999999999,14.5,15.1,14.300000000000001,14.5,14.5,15.800000000000001,13.1,15.1,14.300000000000001,15,14.300000000000001,15.300000000000001,15.300000000000001,14.199999999999999,14.5,17,14.800000000000001,16.300000000000001,13.699999999999999,17.300000000000001,13.6,15.699999999999999,13.699999999999999,16,13.699999999999999,15,15.9,13.9,13.9,15.9,13.300000000000001,15.800000000000001,14.199999999999999,14.1,14.4,15,14.4,15.4,13.9,15,14.5,15.300000000000001,13.800000000000001,14.9,13.9,15.699999999999999,14.199999999999999,16.800000000000001,14.4,16.199999999999999,14.199999999999999,15,15,15.6,15.6,14.800000000000001,15,16,14.199999999999999,16.300000000000001,13.800000000000001,16.399999999999999,14.5,15.6,14.6,15.9,13.800000000000001,17.300000000000001,14.4,14.199999999999999,14,17,15,17.100000000000001,14.5,16.100000000000001,14.699999999999999,15.699999999999999,15.800000000000001,14.6,14.4,16.5,15,17,15.5,15,13.800000000000001,16.100000000000001,14.699999999999999,15.800000000000001,14,15.1,15.199999999999999,15.9,15.199999999999999,16.300000000000001,14.1,16,15.699999999999999,16.199999999999999,13.699999999999999,null,14.300000000000001,15.699999999999999,14.800000000000001,16.100000000000001],"y":[46.100000000000001,50,48.700000000000003,50,47.600000000000001,46.5,45.399999999999999,46.700000000000003,43.299999999999997,46.799999999999997,40.899999999999999,49,45.5,48.399999999999999,45.799999999999997,49.299999999999997,42,49.200000000000003,46.200000000000003,48.700000000000003,50.200000000000003,45.100000000000001,46.5,46.299999999999997,42.899999999999999,46.100000000000001,44.5,47.799999999999997,48.200000000000003,50,47.299999999999997,42.799999999999997,45.100000000000001,59.600000000000001,49.100000000000001,48.399999999999999,42.600000000000001,44.399999999999999,44,48.700000000000003,42.700000000000003,49.600000000000001,45.299999999999997,49.600000000000001,50.5,43.600000000000001,45.5,50.5,44.899999999999999,45.200000000000003,46.600000000000001,48.5,45.100000000000001,50.100000000000001,46.5,45,43.799999999999997,45.5,43.200000000000003,50.399999999999999,45.299999999999997,46.200000000000003,45.700000000000003,54.299999999999997,45.799999999999997,49.799999999999997,46.200000000000003,49.5,43.5,50.700000000000003,47.700000000000003,46.399999999999999,48.200000000000003,46.5,46.399999999999999,48.600000000000001,47.5,51.100000000000001,45.200000000000003,45.200000000000003,49.100000000000001,52.5,47.399999999999999,50,44.899999999999999,50.799999999999997,43.399999999999999,51.299999999999997,47.5,52.100000000000001,47.5,52.200000000000003,45.5,49.5,44.5,50.799999999999997,49.399999999999999,46.899999999999999,48.399999999999999,51.100000000000001,48.5,55.899999999999999,47.200000000000003,49.100000000000001,47.299999999999997,46.799999999999997,41.700000000000003,53.399999999999999,43.299999999999997,48.100000000000001,50.5,49.799999999999997,43.5,51.5,46.200000000000003,55.100000000000001,44.5,48.799999999999997,47.200000000000003,null,46.799999999999997,50.399999999999999,45.200000000000003,49.899999999999999],"text":["bill_depth_mm: 13.2 bill_length_mm: 46.1 species: Gentoo","bill_depth_mm: 16.3 bill_length_mm: 50.0 species: Gentoo","bill_depth_mm: 14.1 bill_length_mm: 48.7 species: Gentoo","bill_depth_mm: 15.2 bill_length_mm: 50.0 species: Gentoo","bill_depth_mm: 14.5 bill_length_mm: 47.6 species: Gentoo","bill_depth_mm: 13.5 bill_length_mm: 46.5 species: Gentoo","bill_depth_mm: 14.6 bill_length_mm: 45.4 species: Gentoo","bill_depth_mm: 15.3 bill_length_mm: 46.7 species: Gentoo","bill_depth_mm: 13.4 bill_length_mm: 43.3 species: Gentoo","bill_depth_mm: 15.4 bill_length_mm: 46.8 species: Gentoo","bill_depth_mm: 13.7 bill_length_mm: 40.9 species: Gentoo","bill_depth_mm: 16.1 bill_length_mm: 49.0 species: Gentoo","bill_depth_mm: 13.7 bill_length_mm: 45.5 species: Gentoo","bill_depth_mm: 14.6 bill_length_mm: 48.4 species: Gentoo","bill_depth_mm: 14.6 bill_length_mm: 45.8 species: Gentoo","bill_depth_mm: 15.7 bill_length_mm: 49.3 species: Gentoo","bill_depth_mm: 13.5 bill_length_mm: 42.0 species: Gentoo","bill_depth_mm: 15.2 bill_length_mm: 49.2 species: Gentoo","bill_depth_mm: 14.5 bill_length_mm: 46.2 species: Gentoo","bill_depth_mm: 15.1 bill_length_mm: 48.7 species: Gentoo","bill_depth_mm: 14.3 bill_length_mm: 50.2 species: Gentoo","bill_depth_mm: 14.5 bill_length_mm: 45.1 species: Gentoo","bill_depth_mm: 14.5 bill_length_mm: 46.5 species: Gentoo","bill_depth_mm: 15.8 bill_length_mm: 46.3 species: Gentoo","bill_depth_mm: 13.1 bill_length_mm: 42.9 species: Gentoo","bill_depth_mm: 15.1 bill_length_mm: 46.1 species: Gentoo","bill_depth_mm: 14.3 bill_length_mm: 44.5 species: Gentoo","bill_depth_mm: 15.0 bill_length_mm: 47.8 species: Gentoo","bill_depth_mm: 14.3 bill_length_mm: 48.2 species: Gentoo","bill_depth_mm: 15.3 bill_length_mm: 50.0 species: Gentoo","bill_depth_mm: 15.3 bill_length_mm: 47.3 species: Gentoo","bill_depth_mm: 14.2 bill_length_mm: 42.8 species: Gentoo","bill_depth_mm: 14.5 bill_length_mm: 45.1 species: Gentoo","bill_depth_mm: 17.0 bill_length_mm: 59.6 species: Gentoo","bill_depth_mm: 14.8 bill_length_mm: 49.1 species: Gentoo","bill_depth_mm: 16.3 bill_length_mm: 48.4 species: Gentoo","bill_depth_mm: 13.7 bill_length_mm: 42.6 species: Gentoo","bill_depth_mm: 17.3 bill_length_mm: 44.4 species: Gentoo","bill_depth_mm: 13.6 bill_length_mm: 44.0 species: Gentoo","bill_depth_mm: 15.7 bill_length_mm: 48.7 species: Gentoo","bill_depth_mm: 13.7 bill_length_mm: 42.7 species: Gentoo","bill_depth_mm: 16.0 bill_length_mm: 49.6 species: Gentoo","bill_depth_mm: 13.7 bill_length_mm: 45.3 species: Gentoo","bill_depth_mm: 15.0 bill_length_mm: 49.6 species: Gentoo","bill_depth_mm: 15.9 bill_length_mm: 50.5 species: Gentoo","bill_depth_mm: 13.9 bill_length_mm: 43.6 species: Gentoo","bill_depth_mm: 13.9 bill_length_mm: 45.5 species: Gentoo","bill_depth_mm: 15.9 bill_length_mm: 50.5 species: Gentoo","bill_depth_mm: 13.3 bill_length_mm: 44.9 species: Gentoo","bill_depth_mm: 15.8 bill_length_mm: 45.2 species: Gentoo","bill_depth_mm: 14.2 bill_length_mm: 46.6 species: Gentoo","bill_depth_mm: 14.1 bill_length_mm: 48.5 species: Gentoo","bill_depth_mm: 14.4 bill_length_mm: 45.1 species: Gentoo","bill_depth_mm: 15.0 bill_length_mm: 50.1 species: Gentoo","bill_depth_mm: 14.4 bill_length_mm: 46.5 species: Gentoo","bill_depth_mm: 15.4 bill_length_mm: 45.0 species: Gentoo","bill_depth_mm: 13.9 bill_length_mm: 43.8 species: Gentoo","bill_depth_mm: 15.0 bill_length_mm: 45.5 species: Gentoo","bill_depth_mm: 14.5 bill_length_mm: 43.2 species: Gentoo","bill_depth_mm: 15.3 bill_length_mm: 50.4 species: Gentoo","bill_depth_mm: 13.8 bill_length_mm: 45.3 species: Gentoo","bill_depth_mm: 14.9 bill_length_mm: 46.2 species: Gentoo","bill_depth_mm: 13.9 bill_length_mm: 45.7 species: Gentoo","bill_depth_mm: 15.7 bill_length_mm: 54.3 species: Gentoo","bill_depth_mm: 14.2 bill_length_mm: 45.8 species: Gentoo","bill_depth_mm: 16.8 bill_length_mm: 49.8 species: Gentoo","bill_depth_mm: 14.4 bill_length_mm: 46.2 species: Gentoo","bill_depth_mm: 16.2 bill_length_mm: 49.5 species: Gentoo","bill_depth_mm: 14.2 bill_length_mm: 43.5 species: Gentoo","bill_depth_mm: 15.0 bill_length_mm: 50.7 species: Gentoo","bill_depth_mm: 15.0 bill_length_mm: 47.7 species: Gentoo","bill_depth_mm: 15.6 bill_length_mm: 46.4 species: Gentoo","bill_depth_mm: 15.6 bill_length_mm: 48.2 species: Gentoo","bill_depth_mm: 14.8 bill_length_mm: 46.5 species: Gentoo","bill_depth_mm: 15.0 bill_length_mm: 46.4 species: Gentoo","bill_depth_mm: 16.0 bill_length_mm: 48.6 species: Gentoo","bill_depth_mm: 14.2 bill_length_mm: 47.5 species: Gentoo","bill_depth_mm: 16.3 bill_length_mm: 51.1 species: Gentoo","bill_depth_mm: 13.8 bill_length_mm: 45.2 species: Gentoo","bill_depth_mm: 16.4 bill_length_mm: 45.2 species: Gentoo","bill_depth_mm: 14.5 bill_length_mm: 49.1 species: Gentoo","bill_depth_mm: 15.6 bill_length_mm: 52.5 species: Gentoo","bill_depth_mm: 14.6 bill_length_mm: 47.4 species: Gentoo","bill_depth_mm: 15.9 bill_length_mm: 50.0 species: Gentoo","bill_depth_mm: 13.8 bill_length_mm: 44.9 species: Gentoo","bill_depth_mm: 17.3 bill_length_mm: 50.8 species: Gentoo","bill_depth_mm: 14.4 bill_length_mm: 43.4 species: Gentoo","bill_depth_mm: 14.2 bill_length_mm: 51.3 species: Gentoo","bill_depth_mm: 14.0 bill_length_mm: 47.5 species: Gentoo","bill_depth_mm: 17.0 bill_length_mm: 52.1 species: Gentoo","bill_depth_mm: 15.0 bill_length_mm: 47.5 species: Gentoo","bill_depth_mm: 17.1 bill_length_mm: 52.2 species: Gentoo","bill_depth_mm: 14.5 bill_length_mm: 45.5 species: Gentoo","bill_depth_mm: 16.1 bill_length_mm: 49.5 species: Gentoo","bill_depth_mm: 14.7 bill_length_mm: 44.5 species: Gentoo","bill_depth_mm: 15.7 bill_length_mm: 50.8 species: Gentoo","bill_depth_mm: 15.8 bill_length_mm: 49.4 species: Gentoo","bill_depth_mm: 14.6 bill_length_mm: 46.9 species: Gentoo","bill_depth_mm: 14.4 bill_length_mm: 48.4 species: Gentoo","bill_depth_mm: 16.5 bill_length_mm: 51.1 species: Gentoo","bill_depth_mm: 15.0 bill_length_mm: 48.5 species: Gentoo","bill_depth_mm: 17.0 bill_length_mm: 55.9 species: Gentoo","bill_depth_mm: 15.5 bill_length_mm: 47.2 species: Gentoo","bill_depth_mm: 15.0 bill_length_mm: 49.1 species: Gentoo","bill_depth_mm: 13.8 bill_length_mm: 47.3 species: Gentoo","bill_depth_mm: 16.1 bill_length_mm: 46.8 species: Gentoo","bill_depth_mm: 14.7 bill_length_mm: 41.7 species: Gentoo","bill_depth_mm: 15.8 bill_length_mm: 53.4 species: Gentoo","bill_depth_mm: 14.0 bill_length_mm: 43.3 species: Gentoo","bill_depth_mm: 15.1 bill_length_mm: 48.1 species: Gentoo","bill_depth_mm: 15.2 bill_length_mm: 50.5 species: Gentoo","bill_depth_mm: 15.9 bill_length_mm: 49.8 species: Gentoo","bill_depth_mm: 15.2 bill_length_mm: 43.5 species: Gentoo","bill_depth_mm: 16.3 bill_length_mm: 51.5 species: Gentoo","bill_depth_mm: 14.1 bill_length_mm: 46.2 species: Gentoo","bill_depth_mm: 16.0 bill_length_mm: 55.1 species: Gentoo","bill_depth_mm: 15.7 bill_length_mm: 44.5 species: Gentoo","bill_depth_mm: 16.2 bill_length_mm: 48.8 species: Gentoo","bill_depth_mm: 13.7 bill_length_mm: 47.2 species: Gentoo","bill_depth_mm: NA bill_length_mm: NA species: Gentoo","bill_depth_mm: 14.3 bill_length_mm: 46.8 species: Gentoo","bill_depth_mm: 15.7 bill_length_mm: 50.4 species: Gentoo","bill_depth_mm: 14.8 bill_length_mm: 45.2 species: Gentoo","bill_depth_mm: 16.1 bill_length_mm: 49.9 species: Gentoo"],"type":"scatter","mode":"markers","marker":{"autocolorscale":false,"color":"rgba(97,156,255,1)","opacity":1,"size":7.559055118110237,"symbol":"circle","line":{"width":1.8897637795275593,"color":"rgba(97,156,255,1)"}},"hoveron":"points","name":"Gentoo","legendgroup":"Gentoo","showlegend":true,"xaxis":"x","yaxis":"y","hoverinfo":"text","frame":null}],"layout":{"margin":{"t":26.626816106268159,"r":10.62681610626816,"b":54.196762141967625,"l":54.196762141967625},"plot_bgcolor":"rgba(235,235,235,1)","paper_bgcolor":"rgba(255,255,255,1)","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321},"xaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[12.68,21.920000000000002],"tickmode":"array","ticktext":["15.0","17.5","20.0"],"tickvals":[15,17.5,20],"categoryorder":"array","categoryarray":["15.0","17.5","20.0"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":17.002905770029059},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"y","title":{"text":"bill_depth_mm","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}},"hoverformat":".2f"},"yaxis":{"domain":[0,1],"automargin":true,"type":"linear","autorange":false,"range":[30.725000000000001,60.975000000000001],"tickmode":"array","ticktext":["40","50","60"],"tickvals":[40,50,60],"categoryorder":"array","categoryarray":["40","50","60"],"nticks":null,"ticks":"outside","tickcolor":"rgba(51,51,51,1)","ticklen":5.3134080531340802,"tickwidth":0,"showticklabels":true,"tickfont":{"color":"rgba(77,77,77,1)","family":"","size":17.002905770029059},"tickangle":-0,"showline":false,"linecolor":null,"linewidth":0,"showgrid":true,"gridcolor":"rgba(255,255,255,1)","gridwidth":0,"zeroline":false,"anchor":"x","title":{"text":"bill_length_mm","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}},"hoverformat":".2f"},"shapes":[{"type":"rect","fillcolor":null,"line":{"color":null,"width":0,"linetype":[]},"yref":"paper","xref":"paper","layer":"below","x0":0,"x1":1,"y0":0,"y1":1}],"showlegend":true,"legend":{"bgcolor":"rgba(255,255,255,1)","bordercolor":"transparent","borderwidth":0,"font":{"color":"rgba(0,0,0,1)","family":"","size":17.002905770029059},"title":{"text":"species","font":{"color":"rgba(0,0,0,1)","family":"","size":21.253632212536321}}},"hovermode":"closest","height":220,"barmode":"relative"},"config":{"doubleClick":"reset","modeBarButtonsToAdd":["hoverclosest","hovercompare"],"showSendToCloud":false},"source":"A","attrs":{"27405c9f912f":{"x":{},"y":{},"colour":{},"type":"scatter"}},"cur_data":"27405c9f912f","visdat":{"27405c9f912f":["function (y) ","x"]},"highlight":{"on":"plotly_click","persistent":false,"dynamic":false,"selectize":false,"opacityDim":0.20000000000000001,"selected":{"opacity":1},"debounce":0},"shinyEvents":["plotly_hover","plotly_click","plotly_selected","plotly_relayout","plotly_brushed","plotly_brushing","plotly_clickannotation","plotly_doubleclick","plotly_deselect","plotly_afterplot","plotly_sunburstclick"],"base_url":"https://plot.ly"},"evals":[],"jsHooks":[]}</script>
]
]
---

# Recap

* Plotly is another way to plot things as it offers interactivity. It can be used in R or Python and the plots can be quite nice if you're making slides or anything that's going to be online in some way.

* Sometimes you can incorporate ggplot elements and then render in ggplot

* Just about any plot you make in ggplot you can make in plotly
  * Boxplots
  * Bar plots
  * Scatter plots
  * Line plots
  * ... etc. ...
  
  
---
## Other options: ggiraph

---
## SHINY PARTY (REDUX)

We are going to bring together all of our skills from the course (!!): 
* Shiny app
* Interactive (plotly) plot
* Strong design principles

---

# How do you feel about BAKING???

* `install.packages(bakeoff)`

---

# Cool things: closeread + battle with Quarto

---
## Quarto: an alternative

* Different way to render/work with R (similar to RMD files)
* Can work with different packages (logic can be a little python-y w/r/t virual environments)

---

## Closeread

* Allows for cool scrolling
* Makes HTML files
* Can combine with other class skills
* Tempting for final project
* PATIENCE NEEDED

---

## Closeread simple example

* download our repo
* navigate to the folder in the terminal
* run `quarto add qmd-lab/closeread` 
* be nice to coding gods

https://closeread.dev/gallery/

---

### Closeread errors

* using cloud storage for device
* wrong package libraries
* added closeread to wrong directory file (one level up)