From 36d06a834f57498a45fc6e3219bebfe8a8a6c656 Mon Sep 17 00:00:00 2001 From: hanneoberman Date: Wed, 1 Nov 2023 10:01:49 +0000 Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20amices/g?= =?UTF-8?q?gmice@6a69f135ad8b42512446ad67a36486a80a4febef=20=F0=9F=9A=80?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- articles/ggmice.html | 44 +- .../figure-html/convergence-1.png | Bin 90724 -> 89928 bytes articles/ggmice_files/figure-html/facet-1.png | Bin 52715 -> 51802 bytes .../ggmice_files/figure-html/imp-box-1.png | Bin 160514 -> 157207 bytes .../ggmice_files/figure-html/imp-same-1.png | Bin 169512 -> 168450 bytes .../ggmice_files/figure-html/imp-same-2.png | Bin 93902 -> 94218 bytes .../ggmice_files/figure-html/imp-same-3.png | Bin 111121 -> 111256 bytes .../ggmice_files/figure-html/imp-same-4.png | Bin 157109 -> 157074 bytes .../ggmice_files/figure-html/imp-strip-1.png | Bin 185965 -> 181946 bytes articles/old_friends.html | 52 +- .../figure-html/bwplot-1.png | Bin 29458 -> 30330 bytes .../figure-html/bwplot-2.png | Bin 31309 -> 32969 bytes .../figure-html/bwplot-3.png | Bin 32789 -> 33555 bytes .../figure-html/bwplots-1.png | Bin 92237 -> 92376 bytes .../figure-html/bwplots-2.png | Bin 113578 -> 114857 bytes .../figure-html/densityplot-1.png | Bin 91858 -> 92614 bytes .../figure-html/densityplot-2.png | Bin 124967 -> 124989 bytes .../figure-html/densityplot-3.png | Bin 133797 -> 134810 bytes .../figure-html/densityplots-1.png | Bin 144659 -> 143280 bytes .../figure-html/densityplots-2.png | Bin 186152 -> 187645 bytes .../figure-html/plot.mids-1.png | Bin 44613 -> 47332 bytes .../figure-html/plot.mids-2.png | Bin 98192 -> 112283 bytes .../figure-html/stripplot-1.png | Bin 329274 -> 331607 bytes .../figure-html/stripplot-2.png | Bin 168972 -> 169267 bytes .../figure-html/stripplot-3.png | Bin 484527 -> 486767 bytes .../figure-html/stripplots-1.png | Bin 436696 -> 436776 bytes .../figure-html/stripplots-2.png | Bin 401972 -> 400973 bytes .../figure-html/unnamed-chunk-2-1.png | Bin 147261 -> 144491 bytes .../figure-html/unnamed-chunk-2-2.png | Bin 173247 -> 170839 bytes .../figure-html/unnamed-chunk-2-3.png | Bin 228695 -> 225450 bytes .../plotly-binding-4.10.3/plotly.js | 941 ++++++++++++++++++ authors.html | 7 +- deps/bootstrap-5.2.2/bootstrap.min.css | 4 +- news/index.html | 2 +- pkgdown.yml | 2 +- reference/Rplot001.png | Bin 9713 -> 9834 bytes reference/bwplot-1.png | Bin 84365 -> 85288 bytes reference/densityplot-1.png | Bin 274665 -> 191799 bytes reference/plot_trace-1.png | Bin 418873 -> 419667 bytes reference/stripplot-1.png | Bin 186240 -> 186539 bytes reference/xyplot-1.png | Bin 43961 -> 44587 bytes search.json | 2 +- 42 files changed, 998 insertions(+), 56 deletions(-) create mode 100644 articles/old_friends_files/plotly-binding-4.10.3/plotly.js diff --git a/articles/ggmice.html b/articles/ggmice.html index 14d41adb..dc830602 100644 --- a/articles/ggmice.html +++ b/articles/ggmice.html @@ -481,9 +481,9 @@

using:

 sessionInfo()
-#> R version 4.3.1 (2023-06-16)
+#> R version 4.3.2 (2023-10-31)
 #> Platform: x86_64-pc-linux-gnu (64-bit)
-#> Running under: Ubuntu 22.04.2 LTS
+#> Running under: Ubuntu 22.04.3 LTS
 #> 
 #> Matrix products: default
 #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3 
@@ -502,28 +502,28 @@ 

#> [1] stats graphics grDevices utils datasets methods base #> #> other attached packages: -#> [1] ggmice_0.1.0 ggplot2_3.4.2 mice_3.16.0 +#> [1] ggmice_0.1.0 ggplot2_3.4.4 mice_3.16.0 #> #> loaded via a namespace (and not attached): -#> [1] gtable_0.3.3 shape_1.4.6 xfun_0.39 bslib_0.5.0 -#> [5] lattice_0.21-8 vctrs_0.6.3 tools_4.3.1 generics_0.1.3 -#> [9] tibble_3.2.1 fansi_1.0.4 highr_0.10 pan_1.8 -#> [13] pkgconfig_2.0.3 jomo_2.7-6 Matrix_1.5-4.1 desc_1.4.2 -#> [17] lifecycle_1.0.3 farver_2.1.1 compiler_4.3.1 stringr_1.5.0 -#> [21] textshaping_0.3.6 munsell_0.5.0 codetools_0.2-19 htmltools_0.5.5 -#> [25] sass_0.4.7 yaml_2.3.7 glmnet_4.1-7 pillar_1.9.0 -#> [29] pkgdown_2.0.7 nloptr_2.0.3 jquerylib_0.1.4 tidyr_1.3.0 -#> [33] MASS_7.3-60 cachem_1.0.8 iterators_1.0.14 rpart_4.1.19 -#> [37] boot_1.3-28.1 foreach_1.5.2 mitml_0.4-5 nlme_3.1-162 -#> [41] tidyselect_1.2.0 digest_0.6.33 stringi_1.7.12 dplyr_1.1.2 -#> [45] purrr_1.0.1 labeling_0.4.2 splines_4.3.1 rprojroot_2.0.3 -#> [49] fastmap_1.1.1 grid_4.3.1 colorspace_2.1-0 cli_3.6.1 -#> [53] magrittr_2.0.3 patchwork_1.1.2 survival_3.5-5 utf8_1.2.3 -#> [57] broom_1.0.5 withr_2.5.0 scales_1.2.1 backports_1.4.1 -#> [61] rmarkdown_2.23 nnet_7.3-19 lme4_1.1-34 ragg_1.2.5 -#> [65] memoise_2.0.1 evaluate_0.21 knitr_1.43 rlang_1.1.1 -#> [69] Rcpp_1.0.11 glue_1.6.2 minqa_1.2.5 jsonlite_1.8.7 -#> [73] R6_2.5.1 systemfonts_1.0.4 fs_1.6.3
+#> [1] gtable_0.3.4 shape_1.4.6 xfun_0.40 bslib_0.5.1 +#> [5] lattice_0.21-9 vctrs_0.6.4 tools_4.3.2 generics_0.1.3 +#> [9] tibble_3.2.1 fansi_1.0.5 pan_1.9 pkgconfig_2.0.3 +#> [13] jomo_2.7-6 Matrix_1.6-1.1 desc_1.4.2 lifecycle_1.0.3 +#> [17] farver_2.1.1 compiler_4.3.2 stringr_1.5.0 textshaping_0.3.7 +#> [21] munsell_0.5.0 codetools_0.2-19 htmltools_0.5.6.1 sass_0.4.7 +#> [25] yaml_2.3.7 glmnet_4.1-8 pillar_1.9.0 pkgdown_2.0.7 +#> [29] nloptr_2.0.3 jquerylib_0.1.4 tidyr_1.3.0 MASS_7.3-60 +#> [33] cachem_1.0.8 iterators_1.0.14 rpart_4.1.21 boot_1.3-28.1 +#> [37] foreach_1.5.2 mitml_0.4-5 nlme_3.1-163 tidyselect_1.2.0 +#> [41] digest_0.6.33 stringi_1.7.12 dplyr_1.1.3 purrr_1.0.2 +#> [45] labeling_0.4.3 splines_4.3.2 rprojroot_2.0.3 fastmap_1.1.1 +#> [49] grid_4.3.2 colorspace_2.1-0 cli_3.6.1 magrittr_2.0.3 +#> [53] patchwork_1.1.3 survival_3.5-7 utf8_1.2.4 broom_1.0.5 +#> [57] withr_2.5.1 scales_1.2.1 backports_1.4.1 rmarkdown_2.25 +#> [61] nnet_7.3-19 lme4_1.1-34 ragg_1.2.6 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-
- +
+

Plot multiple variables @@ -353,9 +353,9 @@

using:

 sessionInfo()
-#> R version 4.3.1 (2023-06-16)
+#> R version 4.3.2 (2023-10-31)
 #> Platform: x86_64-pc-linux-gnu (64-bit)
-#> Running under: Ubuntu 22.04.2 LTS
+#> Running under: Ubuntu 22.04.3 LTS
 #> 
 #> Matrix products: default
 #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3 
@@ -374,30 +374,30 @@ 

#> [1] stats graphics grDevices utils datasets methods base #> #> other attached packages: -#> [1] patchwork_1.1.2 purrr_1.0.1 plotly_4.10.2 ggplot2_3.4.2 +#> [1] patchwork_1.1.3 purrr_1.0.2 plotly_4.10.3 ggplot2_3.4.4 #> [5] mice_3.16.0 ggmice_0.1.0 #> #> loaded via a namespace (and not attached): -#> [1] gtable_0.3.3 shape_1.4.6 xfun_0.39 bslib_0.5.0 -#> [5] htmlwidgets_1.6.2 lattice_0.21-8 crosstalk_1.2.0 vctrs_0.6.3 -#> [9] tools_4.3.1 generics_0.1.3 tibble_3.2.1 fansi_1.0.4 -#> [13] highr_0.10 pan_1.8 pkgconfig_2.0.3 jomo_2.7-6 -#> [17] Matrix_1.5-4.1 data.table_1.14.8 desc_1.4.2 lifecycle_1.0.3 -#> [21] farver_2.1.1 compiler_4.3.1 stringr_1.5.0 textshaping_0.3.6 -#> [25] munsell_0.5.0 codetools_0.2-19 htmltools_0.5.5 sass_0.4.7 -#> [29] lazyeval_0.2.2 yaml_2.3.7 glmnet_4.1-7 pillar_1.9.0 -#> [33] pkgdown_2.0.7 nloptr_2.0.3 jquerylib_0.1.4 tidyr_1.3.0 -#> [37] ellipsis_0.3.2 MASS_7.3-60 cachem_1.0.8 iterators_1.0.14 -#> [41] rpart_4.1.19 boot_1.3-28.1 foreach_1.5.2 mitml_0.4-5 -#> [45] nlme_3.1-162 tidyselect_1.2.0 digest_0.6.33 stringi_1.7.12 -#> [49] dplyr_1.1.2 labeling_0.4.2 splines_4.3.1 rprojroot_2.0.3 -#> [53] fastmap_1.1.1 grid_4.3.1 colorspace_2.1-0 cli_3.6.1 -#> [57] magrittr_2.0.3 survival_3.5-5 utf8_1.2.3 broom_1.0.5 -#> [61] withr_2.5.0 scales_1.2.1 backports_1.4.1 httr_1.4.6 -#> [65] rmarkdown_2.23 nnet_7.3-19 lme4_1.1-34 ragg_1.2.5 -#> [69] memoise_2.0.1 evaluate_0.21 knitr_1.43 viridisLite_0.4.2 -#> [73] rlang_1.1.1 Rcpp_1.0.11 glue_1.6.2 minqa_1.2.5 -#> [77] jsonlite_1.8.7 R6_2.5.1 systemfonts_1.0.4 fs_1.6.3
+#> [1] gtable_0.3.4 shape_1.4.6 xfun_0.40 bslib_0.5.1 +#> [5] htmlwidgets_1.6.2 lattice_0.21-9 crosstalk_1.2.0 vctrs_0.6.4 +#> [9] tools_4.3.2 generics_0.1.3 tibble_3.2.1 fansi_1.0.5 +#> [13] pan_1.9 pkgconfig_2.0.3 jomo_2.7-6 Matrix_1.6-1.1 +#> [17] data.table_1.14.8 desc_1.4.2 lifecycle_1.0.3 farver_2.1.1 +#> [21] compiler_4.3.2 stringr_1.5.0 textshaping_0.3.7 munsell_0.5.0 +#> [25] codetools_0.2-19 htmltools_0.5.6.1 sass_0.4.7 lazyeval_0.2.2 +#> [29] yaml_2.3.7 glmnet_4.1-8 pillar_1.9.0 pkgdown_2.0.7 +#> [33] nloptr_2.0.3 jquerylib_0.1.4 tidyr_1.3.0 ellipsis_0.3.2 +#> [37] MASS_7.3-60 cachem_1.0.8 iterators_1.0.14 rpart_4.1.21 +#> [41] boot_1.3-28.1 foreach_1.5.2 mitml_0.4-5 nlme_3.1-163 +#> [45] tidyselect_1.2.0 digest_0.6.33 stringi_1.7.12 dplyr_1.1.3 +#> [49] labeling_0.4.3 splines_4.3.2 rprojroot_2.0.3 fastmap_1.1.1 +#> [53] grid_4.3.2 colorspace_2.1-0 cli_3.6.1 magrittr_2.0.3 +#> [57] survival_3.5-7 utf8_1.2.4 broom_1.0.5 withr_2.5.1 +#> [61] scales_1.2.1 backports_1.4.1 httr_1.4.7 rmarkdown_2.25 +#> [65] nnet_7.3-19 lme4_1.1-34 ragg_1.2.6 memoise_2.0.1 +#> [69] evaluate_0.22 knitr_1.44 viridisLite_0.4.2 rlang_1.1.1 +#> [73] Rcpp_1.0.11 glue_1.6.2 minqa_1.2.6 jsonlite_1.8.7 +#> [77] R6_2.5.1 systemfonts_1.0.5 fs_1.6.3
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Plotly.plot(); + var lay = x.layout || {}; + instance.width = lay.width; + instance.height = lay.height; + instance.autosize = lay.autosize || true; + + /* + / 'inform the world' about highlighting options this is so other + / crosstalk libraries have a chance to respond to special settings + / such as persistent selection. + / AFAIK, leaflet is the only library with such intergration + / https://github.com/rstudio/leaflet/pull/346/files#diff-ad0c2d51ce5fdf8c90c7395b102f4265R154 + */ + var ctConfig = crosstalk.var('plotlyCrosstalkOpts').set(x.highlight); + + if (typeof(window) !== "undefined") { + // make sure plots don't get created outside the network (for on-prem) + window.PLOTLYENV = window.PLOTLYENV || {}; + window.PLOTLYENV.BASE_URL = x.base_url; + + // Enable persistent selection when shift key is down + // https://stackoverflow.com/questions/1828613/check-if-a-key-is-down + var persistOnShift = function(e) { + if (!e) window.event; + if (e.shiftKey) { + x.highlight.persistent = true; + x.highlight.persistentShift = true; + } else { + x.highlight.persistent = false; + x.highlight.persistentShift = false; + } + }; + + // Only relevant if we haven't forced persistent mode at command line + if (!x.highlight.persistent) { + window.onmousemove = persistOnShift; + } + } + + var graphDiv = document.getElementById(el.id); + + // TODO: move the control panel injection strategy inside here... + HTMLWidgets.addPostRenderHandler(function() { + + // lower the z-index of the modebar to prevent it from highjacking hover + // (TODO: do this via CSS?) + // https://github.com/ropensci/plotly/issues/956 + // https://www.w3schools.com/jsref/prop_style_zindex.asp + var modebars = document.querySelectorAll(".js-plotly-plot .plotly .modebar"); + for (var i = 0; i < modebars.length; i++) { + modebars[i].style.zIndex = 1; + } + }); + + // inject a "control panel" holding selectize/dynamic color widget(s) + if ((x.selectize || x.highlight.dynamic) && !instance.plotly) { + var flex = document.createElement("div"); + flex.class = "plotly-crosstalk-control-panel"; + flex.style = "display: flex; flex-wrap: wrap"; + + // inject the colourpicker HTML container into the flexbox + if (x.highlight.dynamic) { + var pickerDiv = document.createElement("div"); + + var pickerInput = document.createElement("input"); + pickerInput.id = el.id + "-colourpicker"; + pickerInput.placeholder = "asdasd"; + + var pickerLabel = document.createElement("label"); + pickerLabel.for = pickerInput.id; + pickerLabel.innerHTML = "Brush color  "; + + pickerDiv.appendChild(pickerLabel); + pickerDiv.appendChild(pickerInput); + flex.appendChild(pickerDiv); + } + + // inject selectize HTML containers (one for every crosstalk group) + if (x.selectize) { + var ids = Object.keys(x.selectize); + + for (var i = 0; i < ids.length; i++) { + var container = document.createElement("div"); + container.id = ids[i]; + container.style = "width: 80%; height: 10%"; + container.class = "form-group crosstalk-input-plotly-highlight"; + + var label = document.createElement("label"); + label.for = ids[i]; + label.innerHTML = x.selectize[ids[i]].group; + label.class = "control-label"; + + var selectDiv = document.createElement("div"); + var select = document.createElement("select"); + select.multiple = true; + + selectDiv.appendChild(select); + container.appendChild(label); + container.appendChild(selectDiv); + flex.appendChild(container); + } + } + + // finally, insert the flexbox inside the htmlwidget container, + // but before the plotly graph div + graphDiv.parentElement.insertBefore(flex, graphDiv); + + if (x.highlight.dynamic) { + var picker = $("#" + pickerInput.id); + var colors = x.highlight.color || []; + // TODO: let users specify options? + var opts = { + value: colors[0], + showColour: "both", + palette: "limited", + allowedCols: colors.join(" "), + width: "20%", + height: "10%" + }; + picker.colourpicker({changeDelay: 0}); + picker.colourpicker("settings", opts); + picker.colourpicker("value", opts.value); + // inform crosstalk about a change in the current selection colour + var grps = x.highlight.ctGroups || []; + for (var i = 0; i < grps.length; i++) { + crosstalk.group(grps[i]).var('plotlySelectionColour') + .set(picker.colourpicker('value')); + } + picker.on("change", function() { + for (var i = 0; i < grps.length; i++) { + crosstalk.group(grps[i]).var('plotlySelectionColour') + .set(picker.colourpicker('value')); + } + }); + } + } + + // if no plot exists yet, create one with a particular configuration + if (!instance.plotly) { + + var plot = Plotly.newPlot(graphDiv, x); + instance.plotly = true; + + } else if (x.layout.transition) { + + var plot = Plotly.react(graphDiv, x); + + } else { + + // this is essentially equivalent to Plotly.newPlot(), but avoids creating + // a new webgl context + // https://github.com/plotly/plotly.js/blob/2b24f9def901831e61282076cf3f835598d56f0e/src/plot_api/plot_api.js#L531-L532 + + // TODO: restore crosstalk selections? + Plotly.purge(graphDiv); + // TODO: why is this necessary to get crosstalk working? + graphDiv.data = undefined; + graphDiv.layout = undefined; + var plot = Plotly.newPlot(graphDiv, x); + } + + // Trigger plotly.js calls defined via `plotlyProxy()` + plot.then(function() { + if (HTMLWidgets.shinyMode) { + Shiny.addCustomMessageHandler("plotly-calls", function(msg) { + var gd = document.getElementById(msg.id); + if (!gd) { + throw new Error("Couldn't find plotly graph with id: " + msg.id); + } + // This isn't an official plotly.js method, but it's the only current way to + // change just the configuration of a plot + // https://community.plot.ly/t/update-config-function/9057 + if (msg.method == "reconfig") { + Plotly.react(gd, gd.data, gd.layout, msg.args); + return; + } + if (!Plotly[msg.method]) { + throw new Error("Unknown method " + msg.method); + } + var args = [gd].concat(msg.args); + Plotly[msg.method].apply(null, args); + }); + } + + // plotly's mapbox API doesn't currently support setting bounding boxes + // https://www.mapbox.com/mapbox-gl-js/example/fitbounds/ + // so we do this manually... + // TODO: make sure this triggers on a redraw and relayout as well as on initial draw + var mapboxIDs = graphDiv._fullLayout._subplots.mapbox || []; + for (var i = 0; i < mapboxIDs.length; i++) { + var id = mapboxIDs[i]; + var mapOpts = x.layout[id] || {}; + var args = mapOpts._fitBounds || {}; + if (!args) { + continue; + } + var mapObj = graphDiv._fullLayout[id]._subplot.map; + mapObj.fitBounds(args.bounds, args.options); + } + + }); + + // Attach attributes (e.g., "key", "z") to plotly event data + function eventDataWithKey(eventData) { + if (eventData === undefined || !eventData.hasOwnProperty("points")) { + return null; + } + return eventData.points.map(function(pt) { + var obj = { + curveNumber: pt.curveNumber, + pointNumber: pt.pointNumber, + x: pt.x, + y: pt.y + }; + + // If 'z' is reported with the event data, then use it! + if (pt.hasOwnProperty("z")) { + obj.z = pt.z; + } + + if (pt.hasOwnProperty("customdata")) { + obj.customdata = pt.customdata; + } + + /* + TL;DR: (I think) we have to select the graph div (again) to attach keys... + + Why? Remember that crosstalk will dynamically add/delete traces + (see traceManager.prototype.updateSelection() below) + For this reason, we can't simply grab keys from x.data (like we did previously) + Moreover, we can't use _fullData, since that doesn't include + unofficial attributes. It's true that click/hover events fire with + pt.data, but drag events don't... + */ + var gd = document.getElementById(el.id); + var trace = gd.data[pt.curveNumber]; + + if (!trace._isSimpleKey) { + var attrsToAttach = ["key"]; + } else { + // simple keys fire the whole key + obj.key = trace.key; + var attrsToAttach = []; + } + + for (var i = 0; i < attrsToAttach.length; i++) { + var attr = trace[attrsToAttach[i]]; + if (Array.isArray(attr)) { + if (typeof pt.pointNumber === "number") { + obj[attrsToAttach[i]] = attr[pt.pointNumber]; + } else if (Array.isArray(pt.pointNumber)) { + obj[attrsToAttach[i]] = attr[pt.pointNumber[0]][pt.pointNumber[1]]; + } else if (Array.isArray(pt.pointNumbers)) { + obj[attrsToAttach[i]] = pt.pointNumbers.map(function(idx) { return attr[idx]; }); + } + } + } + return obj; + }); + } + + + var legendEventData = function(d) { + // if legendgroup is not relevant just return the trace + var trace = d.data[d.curveNumber]; + if (!trace.legendgroup) return trace; + + // if legendgroup was specified, return all traces that match the group + var legendgrps = d.data.map(function(trace){ return trace.legendgroup; }); + var traces = []; + for (i = 0; i < legendgrps.length; i++) { + if (legendgrps[i] == trace.legendgroup) { + traces.push(d.data[i]); + } + } + + return traces; + }; + + + // send user input event data to shiny + if (HTMLWidgets.shinyMode && Shiny.setInputValue) { + + // Some events clear other input values + // TODO: always register these? + var eventClearMap = { + plotly_deselect: ["plotly_selected", "plotly_selecting", "plotly_brushed", "plotly_brushing", "plotly_click"], + plotly_unhover: ["plotly_hover"], + plotly_doubleclick: ["plotly_click"] + }; + + Object.keys(eventClearMap).map(function(evt) { + graphDiv.on(evt, function() { + var inputsToClear = eventClearMap[evt]; + inputsToClear.map(function(input) { + Shiny.setInputValue(input + "-" + x.source, null, {priority: "event"}); + }); + }); + }); + + var eventDataFunctionMap = { + plotly_click: eventDataWithKey, + plotly_sunburstclick: eventDataWithKey, + plotly_hover: eventDataWithKey, + plotly_unhover: eventDataWithKey, + // If 'plotly_selected' has already been fired, and you click + // on the plot afterwards, this event fires `undefined`?!? + // That might be considered a plotly.js bug, but it doesn't make + // sense for this input change to occur if `d` is falsy because, + // even in the empty selection case, `d` is truthy (an object), + // and the 'plotly_deselect' event will reset this input + plotly_selected: function(d) { if (d) { return eventDataWithKey(d); } }, + plotly_selecting: function(d) { if (d) { return eventDataWithKey(d); } }, + plotly_brushed: function(d) { + if (d) { return d.range ? d.range : d.lassoPoints; } + }, + plotly_brushing: function(d) { + if (d) { return d.range ? d.range : d.lassoPoints; } + }, + plotly_legendclick: legendEventData, + plotly_legenddoubleclick: legendEventData, + plotly_clickannotation: function(d) { return d.fullAnnotation } + }; + + var registerShinyValue = function(event) { + var eventDataPreProcessor = eventDataFunctionMap[event] || function(d) { return d ? d : el.id }; + // some events are unique to the R package + var plotlyJSevent = (event == "plotly_brushed") ? "plotly_selected" : (event == "plotly_brushing") ? "plotly_selecting" : event; + // register the event + graphDiv.on(plotlyJSevent, function(d) { + Shiny.setInputValue( + event + "-" + x.source, + JSON.stringify(eventDataPreProcessor(d)), + {priority: "event"} + ); + }); + } + + var shinyEvents = x.shinyEvents || []; + shinyEvents.map(registerShinyValue); + } + + // Given an array of {curveNumber: x, pointNumber: y} objects, + // return a hash of { + // set1: {value: [key1, key2, ...], _isSimpleKey: false}, + // set2: {value: [key3, key4, ...], _isSimpleKey: false} + // } + function pointsToKeys(points) { + var keysBySet = {}; + for (var i = 0; i < points.length; i++) { + + var trace = graphDiv.data[points[i].curveNumber]; + if (!trace.key || !trace.set) { + continue; + } + + // set defaults for this keySet + // note that we don't track the nested property (yet) since we always + // emit the union -- http://cpsievert.github.io/talks/20161212b/#21 + keysBySet[trace.set] = keysBySet[trace.set] || { + value: [], + _isSimpleKey: trace._isSimpleKey + }; + + // Use pointNumber by default, but aggregated traces should emit pointNumbers + var ptNum = points[i].pointNumber; + var hasPtNum = typeof ptNum === "number"; + var ptNum = hasPtNum ? ptNum : points[i].pointNumbers; + + // selecting a point of a "simple" trace means: select the + // entire key attached to this trace, which is useful for, + // say clicking on a fitted line to select corresponding observations + var key = trace._isSimpleKey ? trace.key : Array.isArray(ptNum) ? ptNum.map(function(idx) { return trace.key[idx]; }) : trace.key[ptNum]; + // http://stackoverflow.com/questions/10865025/merge-flatten-an-array-of-arrays-in-javascript + var keyFlat = trace._isNestedKey ? [].concat.apply([], key) : key; + + // TODO: better to only add new values? + keysBySet[trace.set].value = keysBySet[trace.set].value.concat(keyFlat); + } + + return keysBySet; + } + + + x.highlight.color = x.highlight.color || []; + // make sure highlight color is an array + if (!Array.isArray(x.highlight.color)) { + x.highlight.color = [x.highlight.color]; + } + + var traceManager = new TraceManager(graphDiv, x.highlight); + + // Gather all *unique* sets. + var allSets = []; + for (var curveIdx = 0; curveIdx < x.data.length; curveIdx++) { + var newSet = x.data[curveIdx].set; + if (newSet) { + if (allSets.indexOf(newSet) === -1) { + allSets.push(newSet); + } + } + } + + // register event listeners for all sets + for (var i = 0; i < allSets.length; i++) { + + var set = allSets[i]; + var selection = new crosstalk.SelectionHandle(set); + var filter = new crosstalk.FilterHandle(set); + + var filterChange = function(e) { + removeBrush(el); + traceManager.updateFilter(set, e.value); + }; + filter.on("change", filterChange); + + + var selectionChange = function(e) { + + // Workaround for 'plotly_selected' now firing previously selected + // points (in addition to new ones) when holding shift key. In our case, + // we just want the new keys + if (x.highlight.on === "plotly_selected" && x.highlight.persistentShift) { + // https://stackoverflow.com/questions/1187518/how-to-get-the-difference-between-two-arrays-in-javascript + Array.prototype.diff = function(a) { + return this.filter(function(i) {return a.indexOf(i) < 0;}); + }; + e.value = e.value.diff(e.oldValue); + } + + // array of "event objects" tracking the selection history + // this is used to avoid adding redundant selections + var selectionHistory = crosstalk.var("plotlySelectionHistory").get() || []; + + // Construct an event object "defining" the current event. + var event = { + receiverID: traceManager.gd.id, + plotlySelectionColour: crosstalk.group(set).var("plotlySelectionColour").get() + }; + event[set] = e.value; + // TODO: is there a smarter way to check object equality? + if (selectionHistory.length > 0) { + var ev = JSON.stringify(event); + for (var i = 0; i < selectionHistory.length; i++) { + var sel = JSON.stringify(selectionHistory[i]); + if (sel == ev) { + return; + } + } + } + + // accumulate history for persistent selection + if (!x.highlight.persistent) { + selectionHistory = [event]; + } else { + selectionHistory.push(event); + } + crosstalk.var("plotlySelectionHistory").set(selectionHistory); + + // do the actual updating of traces, frames, and the selectize widget + traceManager.updateSelection(set, e.value); + // https://github.com/selectize/selectize.js/blob/master/docs/api.md#methods_items + if (x.selectize) { + if (!x.highlight.persistent || e.value === null) { + selectize.clear(true); + } + selectize.addItems(e.value, true); + selectize.close(); + } + } + selection.on("change", selectionChange); + + // Set a crosstalk variable selection value, triggering an update + var turnOn = function(e) { + if (e) { + var selectedKeys = pointsToKeys(e.points); + // Keys are group names, values are array of selected keys from group. + for (var set in selectedKeys) { + if (selectedKeys.hasOwnProperty(set)) { + selection.set(selectedKeys[set].value, {sender: el}); + } + } + } + }; + if (x.highlight.debounce > 0) { + turnOn = debounce(turnOn, x.highlight.debounce); + } + graphDiv.on(x.highlight.on, turnOn); + + graphDiv.on(x.highlight.off, function turnOff(e) { + // remove any visual clues + removeBrush(el); + // remove any selection history + crosstalk.var("plotlySelectionHistory").set(null); + // trigger the actual removal of selection traces + selection.set(null, {sender: el}); + }); + + // register a callback for selectize so that there is bi-directional + // communication between the widget and direct manipulation events + if (x.selectize) { + var selectizeID = Object.keys(x.selectize)[i]; + var options = x.selectize[selectizeID]; + var first = [{value: "", label: "(All)"}]; + var opts = $.extend({ + options: first.concat(options.items), + searchField: "label", + valueField: "value", + labelField: "label", + maxItems: 50 + }, + options + ); + var select = $("#" + selectizeID).find("select")[0]; + var selectize = $(select).selectize(opts)[0].selectize; + // NOTE: this callback is triggered when *directly* altering + // dropdown items + selectize.on("change", function() { + var currentItems = traceManager.groupSelections[set] || []; + if (!x.highlight.persistent) { + removeBrush(el); + for (var i = 0; i < currentItems.length; i++) { + selectize.removeItem(currentItems[i], true); + } + } + var newItems = selectize.items.filter(function(idx) { + return currentItems.indexOf(idx) < 0; + }); + if (newItems.length > 0) { + traceManager.updateSelection(set, newItems); + } else { + // Item has been removed... + // TODO: this logic won't work for dynamically changing palette + traceManager.updateSelection(set, null); + traceManager.updateSelection(set, selectize.items); + } + }); + } + } // end of selectionChange + + } // end of renderValue +}); // end of widget definition + +/** + * @param graphDiv The Plotly graph div + * @param highlight An object with options for updating selection(s) + */ +function TraceManager(graphDiv, highlight) { + // The Plotly graph div + this.gd = graphDiv; + + // Preserve the original data. + // TODO: try using Lib.extendFlat() as done in + // https://github.com/plotly/plotly.js/pull/1136 + this.origData = JSON.parse(JSON.stringify(graphDiv.data)); + + // avoid doing this over and over + this.origOpacity = []; + for (var i = 0; i < this.origData.length; i++) { + this.origOpacity[i] = this.origData[i].opacity === 0 ? 0 : (this.origData[i].opacity || 1); + } + + // key: group name, value: null or array of keys representing the + // most recently received selection for that group. + this.groupSelections = {}; + + // selection parameters (e.g., transient versus persistent selection) + this.highlight = highlight; +} + +TraceManager.prototype.close = function() { + // TODO: Unhook all event handlers +}; + +TraceManager.prototype.updateFilter = function(group, keys) { + + if (typeof(keys) === "undefined" || keys === null) { + + this.gd.data = JSON.parse(JSON.stringify(this.origData)); + + } else { + + var traces = []; + for (var i = 0; i < this.origData.length; i++) { + var trace = this.origData[i]; + if (!trace.key || trace.set !== group) { + continue; + } + var matchFunc = getMatchFunc(trace); + var matches = matchFunc(trace.key, keys); + + if (matches.length > 0) { + if (!trace._isSimpleKey) { + // subsetArrayAttrs doesn't mutate trace (it makes a modified clone) + trace = subsetArrayAttrs(trace, matches); + } + traces.push(trace); + } + } + this.gd.data = traces; + } + + Plotly.redraw(this.gd); + + // NOTE: we purposely do _not_ restore selection(s), since on filter, + // axis likely will update, changing the pixel -> data mapping, leading + // to a likely mismatch in the brush outline and highlighted marks + +}; + +TraceManager.prototype.updateSelection = function(group, keys) { + + if (keys !== null && !Array.isArray(keys)) { + throw new Error("Invalid keys argument; null or array expected"); + } + + // if selection has been cleared, or if this is transient + // selection, delete the "selection traces" + var nNewTraces = this.gd.data.length - this.origData.length; + if (keys === null || !this.highlight.persistent && nNewTraces > 0) { + var tracesToRemove = []; + for (var i = 0; i < this.gd.data.length; i++) { + if (this.gd.data[i]._isCrosstalkTrace) tracesToRemove.push(i); + } + Plotly.deleteTraces(this.gd, tracesToRemove); + this.groupSelections[group] = keys; + } else { + // add to the groupSelection, rather than overwriting it + // TODO: can this be removed? + this.groupSelections[group] = this.groupSelections[group] || []; + for (var i = 0; i < keys.length; i++) { + var k = keys[i]; + if (this.groupSelections[group].indexOf(k) < 0) { + this.groupSelections[group].push(k); + } + } + } + + if (keys === null) { + + Plotly.restyle(this.gd, {"opacity": this.origOpacity}); + + } else if (keys.length >= 1) { + + // placeholder for new "selection traces" + var traces = []; + // this variable is set in R/highlight.R + var selectionColour = crosstalk.group(group).var("plotlySelectionColour").get() || + this.highlight.color[0]; + + for (var i = 0; i < this.origData.length; i++) { + // TODO: try using Lib.extendFlat() as done in + // https://github.com/plotly/plotly.js/pull/1136 + var trace = JSON.parse(JSON.stringify(this.gd.data[i])); + if (!trace.key || trace.set !== group) { + continue; + } + // Get sorted array of matching indices in trace.key + var matchFunc = getMatchFunc(trace); + var matches = matchFunc(trace.key, keys); + + if (matches.length > 0) { + // If this is a "simple" key, that means select the entire trace + if (!trace._isSimpleKey) { + trace = subsetArrayAttrs(trace, matches); + } + // reach into the full trace object so we can properly reflect the + // selection attributes in every view + var d = this.gd._fullData[i]; + + /* + / Recursively inherit selection attributes from various sources, + / in order of preference: + / (1) official plotly.js selected attribute + / (2) highlight(selected = attrs_selected(...)) + */ + // TODO: it would be neat to have a dropdown to dynamically specify these! + $.extend(true, trace, this.highlight.selected); + + // if it is defined, override color with the "dynamic brush color"" + if (d.marker) { + trace.marker = trace.marker || {}; + trace.marker.color = selectionColour || trace.marker.color || d.marker.color; + } + if (d.line) { + trace.line = trace.line || {}; + trace.line.color = selectionColour || trace.line.color || d.line.color; + } + if (d.textfont) { + trace.textfont = trace.textfont || {}; + trace.textfont.color = selectionColour || trace.textfont.color || d.textfont.color; + } + if (d.fillcolor) { + // TODO: should selectionColour inherit alpha from the existing fillcolor? + trace.fillcolor = selectionColour || trace.fillcolor || d.fillcolor; + } + // attach a sensible name/legendgroup + trace.name = trace.name || keys.join("
"); + trace.legendgroup = trace.legendgroup || keys.join("
"); + + // keep track of mapping between this new trace and the trace it targets + // (necessary for updating frames to reflect the selection traces) + trace._originalIndex = i; + trace._newIndex = this.gd._fullData.length + traces.length; + trace._isCrosstalkTrace = true; + traces.push(trace); + } + } + + if (traces.length > 0) { + + Plotly.addTraces(this.gd, traces).then(function(gd) { + // incrementally add selection traces to frames + // (this is heavily inspired by Plotly.Plots.modifyFrames() + // in src/plots/plots.js) + var _hash = gd._transitionData._frameHash; + var _frames = gd._transitionData._frames || []; + + for (var i = 0; i < _frames.length; i++) { + + // add to _frames[i].traces *if* this frame references selected trace(s) + var newIndices = []; + for (var j = 0; j < traces.length; j++) { + var tr = traces[j]; + if (_frames[i].traces.indexOf(tr._originalIndex) > -1) { + newIndices.push(tr._newIndex); + _frames[i].traces.push(tr._newIndex); + } + } + + // nothing to do... + if (newIndices.length === 0) { + continue; + } + + var ctr = 0; + var nFrameTraces = _frames[i].data.length; + + for (var j = 0; j < nFrameTraces; j++) { + var frameTrace = _frames[i].data[j]; + if (!frameTrace.key || frameTrace.set !== group) { + continue; + } + + var matchFunc = getMatchFunc(frameTrace); + var matches = matchFunc(frameTrace.key, keys); + + if (matches.length > 0) { + if (!trace._isSimpleKey) { + frameTrace = subsetArrayAttrs(frameTrace, matches); + } + var d = gd._fullData[newIndices[ctr]]; + if (d.marker) { + frameTrace.marker = d.marker; + } + if (d.line) { + frameTrace.line = d.line; + } + if (d.textfont) { + frameTrace.textfont = d.textfont; + } + ctr = ctr + 1; + _frames[i].data.push(frameTrace); + } + } + + // update gd._transitionData._frameHash + _hash[_frames[i].name] = _frames[i]; + } + + }); + + // dim traces that have a set matching the set of selection sets + var tracesToDim = [], + opacities = [], + sets = Object.keys(this.groupSelections), + n = this.origData.length; + + for (var i = 0; i < n; i++) { + var opacity = this.origOpacity[i] || 1; + // have we already dimmed this trace? Or is this even worth doing? + if (opacity !== this.gd._fullData[i].opacity || this.highlight.opacityDim === 1) { + continue; + } + // is this set an element of the set of selection sets? + var matches = findMatches(sets, [this.gd.data[i].set]); + if (matches.length) { + tracesToDim.push(i); + opacities.push(opacity * this.highlight.opacityDim); + } + } + + if (tracesToDim.length > 0) { + Plotly.restyle(this.gd, {"opacity": opacities}, tracesToDim); + // turn off the selected/unselected API + Plotly.restyle(this.gd, {"selectedpoints": null}); + } + + } + + } +}; + +/* +Note: in all of these match functions, we assume needleSet (i.e. the selected keys) +is a 1D (or flat) array. The real difference is the meaning of haystack. +findMatches() does the usual thing you'd expect for +linked brushing on a scatterplot matrix. findSimpleMatches() returns a match iff +haystack is a subset of the needleSet. findNestedMatches() returns +*/ + +function getMatchFunc(trace) { + return (trace._isNestedKey) ? findNestedMatches : + (trace._isSimpleKey) ? findSimpleMatches : findMatches; +} + +// find matches for "flat" keys +function findMatches(haystack, needleSet) { + var matches = []; + haystack.forEach(function(obj, i) { + if (obj === null || needleSet.indexOf(obj) >= 0) { + matches.push(i); + } + }); + return matches; +} + +// find matches for "simple" keys +function findSimpleMatches(haystack, needleSet) { + var match = haystack.every(function(val) { + return val === null || needleSet.indexOf(val) >= 0; + }); + // yes, this doesn't make much sense other than conforming + // to the output type of the other match functions + return (match) ? [0] : [] +} + +// find matches for a "nested" haystack (2D arrays) +function findNestedMatches(haystack, needleSet) { + var matches = []; + for (var i = 0; i < haystack.length; i++) { + var hay = haystack[i]; + var match = hay.every(function(val) { + return val === null || needleSet.indexOf(val) >= 0; + }); + if (match) { + matches.push(i); + } + } + return matches; +} + +function isPlainObject(obj) { + return ( + Object.prototype.toString.call(obj) === '[object Object]' && + Object.getPrototypeOf(obj) === Object.prototype + ); +} + +function subsetArrayAttrs(obj, indices) { + var newObj = {}; + Object.keys(obj).forEach(function(k) { + var val = obj[k]; + + if (k.charAt(0) === "_") { + newObj[k] = val; + } else if (k === "transforms" && Array.isArray(val)) { + newObj[k] = val.map(function(transform) { + return subsetArrayAttrs(transform, indices); + }); + } else if (k === "colorscale" && Array.isArray(val)) { + newObj[k] = val; + } else if (isPlainObject(val)) { + newObj[k] = subsetArrayAttrs(val, indices); + } else if (Array.isArray(val)) { + newObj[k] = subsetArray(val, indices); + } else { + newObj[k] = val; + } + }); + return newObj; +} + +function subsetArray(arr, indices) { + var result = []; + for (var i = 0; i < indices.length; i++) { + result.push(arr[indices[i]]); + } + return result; +} + +// Convenience function for removing plotly's brush +function removeBrush(el) { + var outlines = el.querySelectorAll(".select-outline"); + for (var i = 0; i < outlines.length; i++) { + outlines[i].remove(); + } +} + + +// https://davidwalsh.name/javascript-debounce-function + +// Returns a function, that, as long as it continues to be invoked, will not +// be triggered. The function will be called after it stops being called for +// N milliseconds. If `immediate` is passed, trigger the function on the +// leading edge, instead of the trailing. +function debounce(func, wait, immediate) { + var timeout; + return function() { + var context = this, args = arguments; + var later = function() { + timeout = null; + if (!immediate) func.apply(context, args); + }; + var callNow = immediate && !timeout; + clearTimeout(timeout); + timeout = setTimeout(later, wait); + if (callNow) func.apply(context, args); + }; +}; diff --git a/authors.html b/authors.html index 3f4274a6..72a3e6c3 100644 --- a/authors.html +++ b/authors.html @@ -91,15 +91,16 @@

Citation

@Manual{,
   title = {ggmice: Visualizations for 'mice' with 'ggplot2'},
   author = {Hanne Oberman},
   year = {2023},
-  note = {https://github.com/amices/ggmice, https://amices.org/,
+  note = {R package version 0.1.0, https://amices.org/,
 https://amices.org/ggmice/},
+  url = {https://github.com/amices/ggmice},
 }

Oberman H (2023). ggmice: Visualizations for 'mice' with 'ggplot2'. -https://github.com/amices/ggmice, https://amices.org/, -https://amices.org/ggmice/. +R package version 0.1.0, https://amices.org/, +https://amices.org/ggmice/, https://github.com/amices/ggmice.

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