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tlnagy/stellar_analysis_part1.ipynb

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stellar_analysis_part1.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"using DataFrames\n",
"using CSV\n",
"using Gadfly"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I used the following query\n",
"\n",
"```\n",
"SELECT inflationdest, count(accountid), SUM(balance) FROM accounts\n",
"\tGROUP BY inflationdest\n",
"\tHAVING count(accountid) > 10\n",
"```\n",
"\n",
"and saved the csv, which I'm now loading"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>inflationdest</th><th>count</th><th>sum</th></tr></thead><tbody><tr><th>1</th><td>missing</td><td>226893</td><td>67964595744479725</td></tr><tr><th>2</th><td>GCCD6AJOYZCUAQLX32ZJF2MKFFAUJ53PVCFQI3RHWKL3V47QYE2BNAUT</td><td>9664</td><td>4381776727688085</td></tr><tr><th>3</th><td>GA6EDLOFBNIA6VIZKPUZRXG6OPSKW4ZKBARGLDHCTEZR6GWJ5EOKIN3A</td><td>522</td><td>40789375569237</td></tr><tr><th>4</th><td>GBL7AE2HGRNQSPWV56ZFLILXNT52QWSMOQGDBBXYOP7XKMQTCKVMX2ZL</td><td>1089</td><td>18473840955737</td></tr><tr><th>5</th><td>GAINFLYTLHXSPKIIXFUO63U34F4ZTORGU37JPACXTUR4QCMHOFCVK7BK</td><td>19726</td><td>72076626720696</td></tr><tr><th>6</th><td>GDWNY2POLGK65VVKIH5KQSH7VWLKRTQ5M6ADLJAYC2UEHEBEARCZJWWI</td><td>20</td><td>956551869021922246</td></tr></tbody></table>"
],
"text/plain": [
"6×3 DataFrames.DataFrame. Omitted printing of 1 columns\n",
"│ Row │ inflationdest │ count │\n",
"├─────┼──────────────────────────────────────────────────────────┼────────┤\n",
"│ 1 │ \u001b[90mmissing\u001b[39m │ 226893 │\n",
"│ 2 │ GCCD6AJOYZCUAQLX32ZJF2MKFFAUJ53PVCFQI3RHWKL3V47QYE2BNAUT │ 9664 │\n",
"│ 3 │ GA6EDLOFBNIA6VIZKPUZRXG6OPSKW4ZKBARGLDHCTEZR6GWJ5EOKIN3A │ 522 │\n",
"│ 4 │ GBL7AE2HGRNQSPWV56ZFLILXNT52QWSMOQGDBBXYOP7XKMQTCKVMX2ZL │ 1089 │\n",
"│ 5 │ GAINFLYTLHXSPKIIXFUO63U34F4ZTORGU37JPACXTUR4QCMHOFCVK7BK │ 19726 │\n",
"│ 6 │ GDWNY2POLGK65VVKIH5KQSH7VWLKRTQ5M6ADLJAYC2UEHEBEARCZJWWI │ 20 │"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"inflationdata = CSV.read(\"stellar-analysis/inflationdest.csv\")\n",
"head(inflationdata)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sort and prep the data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>inflationdest</th><th>count</th><th>sum</th><th>fracsum</th></tr></thead><tbody><tr><th>1</th><td>GCZK..C2WC</td><td>37</td><td>73.9993</td><td>7.1581e-8</td></tr><tr><th>2</th><td>GCDK..QOBU</td><td>23</td><td>2097.33</td><td>2.02879e-6</td></tr><tr><th>3</th><td>GB6Y..NOF3</td><td>12</td><td>3316.94</td><td>3.20854e-6</td></tr><tr><th>4</th><td>GCNS..YYQH</td><td>112</td><td>45270.0</td><td>4.37905e-5</td></tr><tr><th>5</th><td>GB56..Y2MP</td><td>26</td><td>70883.7</td><td>6.85671e-5</td></tr><tr><th>6</th><td>GDDR..JLJH</td><td>5215</td><td>1.62708e5</td><td>0.00015739</td></tr><tr><th>7</th><td>GDP3..NAUT</td><td>26</td><td>2.53308e5</td><td>0.000245029</td></tr><tr><th>8</th><td>GDWT..HIXH</td><td>194</td><td>1.78159e6</td><td>0.00172337</td></tr><tr><th>9</th><td>GBL7..X2ZL</td><td>1089</td><td>1.84738e6</td><td>0.00178701</td></tr><tr><th>10</th><td>GDZL..FBZ3</td><td>90</td><td>3.0698e6</td><td>0.00296948</td></tr><tr><th>11</th><td>GA6E..IN3A</td><td>522</td><td>4.07894e6</td><td>0.00394564</td></tr><tr><th>12</th><td>GAIN..K7BK</td><td>19726</td><td>7.20766e6</td><td>0.00697211</td></tr><tr><th>13</th><td>GCLG..LBEW</td><td>8305</td><td>1.92088e7</td><td>0.0185811</td></tr><tr><th>14</th><td>GDCH..L4VW</td><td>15078</td><td>3.31978e7</td><td>0.0321129</td></tr><tr><th>15</th><td>GARE..RFOX</td><td>359</td><td>6.77685e7</td><td>0.0655538</td></tr><tr><th>16</th><td>GD5F..HHFG</td><td>19</td><td>1.19426e8</td><td>0.115523</td></tr><tr><th>17</th><td>GA3F..COPA</td><td>10057</td><td>2.30531e8</td><td>0.222997</td></tr><tr><th>18</th><td>GCCD..NAUT</td><td>9664</td><td>4.38178e8</td><td>0.423858</td></tr><tr><th>19</th><td>NULL</td><td>226893</td><td>6.79646e9</td><td>6.57435</td></tr><tr><th>20</th><td>GDWN..JWWI</td><td>20</td><td>9.56552e10</td><td>92.5291</td></tr></tbody></table>"
],
"text/plain": [
"20×4 DataFrames.DataFrame\n",
"│ Row │ inflationdest │ count │ sum │ fracsum │\n",
"├─────┼───────────────┼────────┼────────────┼─────────────┤\n",
"│ 1 │ GCZK..C2WC │ 37 │ 73.9993 │ 7.1581e-8 │\n",
"│ 2 │ GCDK..QOBU │ 23 │ 2097.33 │ 2.02879e-6 │\n",
"│ 3 │ GB6Y..NOF3 │ 12 │ 3316.94 │ 3.20854e-6 │\n",
"│ 4 │ GCNS..YYQH │ 112 │ 45270.0 │ 4.37905e-5 │\n",
"│ 5 │ GB56..Y2MP │ 26 │ 70883.7 │ 6.85671e-5 │\n",
"│ 6 │ GDDR..JLJH │ 5215 │ 1.62708e5 │ 0.00015739 │\n",
"│ 7 │ GDP3..NAUT │ 26 │ 2.53308e5 │ 0.000245029 │\n",
"│ 8 │ GDWT..HIXH │ 194 │ 1.78159e6 │ 0.00172337 │\n",
"│ 9 │ GBL7..X2ZL │ 1089 │ 1.84738e6 │ 0.00178701 │\n",
"│ 10 │ GDZL..FBZ3 │ 90 │ 3.0698e6 │ 0.00296948 │\n",
"│ 11 │ GA6E..IN3A │ 522 │ 4.07894e6 │ 0.00394564 │\n",
"│ 12 │ GAIN..K7BK │ 19726 │ 7.20766e6 │ 0.00697211 │\n",
"│ 13 │ GCLG..LBEW │ 8305 │ 1.92088e7 │ 0.0185811 │\n",
"│ 14 │ GDCH..L4VW │ 15078 │ 3.31978e7 │ 0.0321129 │\n",
"│ 15 │ GARE..RFOX │ 359 │ 6.77685e7 │ 0.0655538 │\n",
"│ 16 │ GD5F..HHFG │ 19 │ 1.19426e8 │ 0.115523 │\n",
"│ 17 │ GA3F..COPA │ 10057 │ 2.30531e8 │ 0.222997 │\n",
"│ 18 │ GCCD..NAUT │ 9664 │ 4.38178e8 │ 0.423858 │\n",
"│ 19 │ NULL │ 226893 │ 6.79646e9 │ 6.57435 │\n",
"│ 20 │ GDWN..JWWI │ 20 │ 9.56552e10 │ 92.5291 │"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sort!(inflationdata, cols=:sum, rev=false)\n",
"new_names = map(inflationdata[:inflationdest]) do i # prettier printing\n",
" if !ismissing(i)\n",
" \"$(i[1:4])..$(i[end-3:end])\"\n",
" else\n",
" \"NULL\"\n",
" end\n",
"end\n",
"inflationdata[:inflationdest] = new_names\n",
"inflationdata[:sum] = inflationdata[:sum]./10_000_000 # data stored in stroops, convert to XLM\n",
"inflationdata[:fracsum] = inflationdata[:sum] ./ sum(inflationdata[:sum]) * 100\n",
"inflationdata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The 18.49 billion XLM number below is from the Stellar Dashboard"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.36757490535424553"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"6.79646e9/18.49e9"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"0.7627501537985726"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"226893/sum(inflationdata[:count])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
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" xmlns:gadfly=\"http://www.gadflyjl.org/ns\"\n",
" version=\"1.2\"\n",
" width=\"141.42mm\" height=\"100mm\" viewBox=\"0 0 141.42 100\"\n",
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" this.node.addEventListener(\n",
" /Firefox/i.test(navigator.userAgent) ? \"DOMMouseScroll\" : \"mousewheel\",\n",
" fn2);\n",
"\n",
" return this;\n",
" };\n",
"\n",
"\n",
" // Snap's attr function can be too slow for things like panning/zooming.\n",
" // This is a function to directly update element attributes without going\n",
" // through eve.\n",
" Element.prototype.attribute = function(key, val) {\n",
" if (val === undefined) {\n",
" return this.node.getAttribute(key);\n",
" } else {\n",
" this.node.setAttribute(key, val);\n",
" return this;\n",
" }\n",
" };\n",
"\n",
" Element.prototype.init_gadfly = function() {\n",
" this.mouseenter(Gadfly.plot_mouseover)\n",
" .mouseleave(Gadfly.plot_mouseout)\n",
" .dblclick(Gadfly.plot_dblclick)\n",
" .mousewheel(Gadfly.guide_background_scroll)\n",
" .drag(Gadfly.guide_background_drag_onmove,\n",
" Gadfly.guide_background_drag_onstart,\n",
" Gadfly.guide_background_drag_onend);\n",
" this.mouseenter(function (event) {\n",
" init_pan_zoom(this.plotroot());\n",
" });\n",
" return this;\n",
" };\n",
"});\n",
"\n",
"\n",
"// When the plot is moused over, emphasize the grid lines.\n",
"Gadfly.plot_mouseover = function(event) {\n",
" var root = this.plotroot();\n",
"\n",
" var keyboard_zoom = function(event) {\n",
" if (event.which == 187) { // plus\n",
" increase_zoom_by_position(root, 0.1, true);\n",
" } else if (event.which == 189) { // minus\n",
" increase_zoom_by_position(root, -0.1, true);\n",
" }\n",
" };\n",
" root.data(\"keyboard_zoom\", keyboard_zoom);\n",
" window.addEventListener(\"keyup\", keyboard_zoom);\n",
"\n",
" var xgridlines = root.select(\".xgridlines\"),\n",
" ygridlines = root.select(\".ygridlines\");\n",
"\n",
" xgridlines.data(\"unfocused_strokedash\",\n",
" xgridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
" ygridlines.data(\"unfocused_strokedash\",\n",
" ygridlines.attribute(\"stroke-dasharray\").replace(/(\\d)(,|$)/g, \"$1mm$2\"));\n",
"\n",
" // emphasize grid lines\n",
" var destcolor = root.data(\"focused_xgrid_color\");\n",
" xgridlines.attribute(\"stroke-dasharray\", \"none\")\n",
" .selectAll(\"path\")\n",
" .animate({stroke: destcolor}, 250);\n",
"\n",
" destcolor = root.data(\"focused_ygrid_color\");\n",
" ygridlines.attribute(\"stroke-dasharray\", \"none\")\n",
" .selectAll(\"path\")\n",
" .animate({stroke: destcolor}, 250);\n",
"\n",
" // reveal zoom slider\n",
" root.select(\".zoomslider\")\n",
" .animate({opacity: 1.0}, 250);\n",
"};\n",
"\n",
"// Reset pan and zoom on double click\n",
"Gadfly.plot_dblclick = function(event) {\n",
" set_plot_pan_zoom(this.plotroot(), 0.0, 0.0, 1.0);\n",
"};\n",
"\n",
"// Unemphasize grid lines on mouse out.\n",
"Gadfly.plot_mouseout = function(event) {\n",
" var root = this.plotroot();\n",
"\n",
" window.removeEventListener(\"keyup\", root.data(\"keyboard_zoom\"));\n",
" root.data(\"keyboard_zoom\", undefined);\n",
"\n",
" var xgridlines = root.select(\".xgridlines\"),\n",
" ygridlines = root.select(\".ygridlines\");\n",
"\n",
" var destcolor = root.data(\"unfocused_xgrid_color\");\n",
"\n",
" xgridlines.attribute(\"stroke-dasharray\", xgridlines.data(\"unfocused_strokedash\"))\n",
" .selectAll(\"path\")\n",
" .animate({stroke: destcolor}, 250);\n",
"\n",
" destcolor = root.data(\"unfocused_ygrid_color\");\n",
" ygridlines.attribute(\"stroke-dasharray\", ygridlines.data(\"unfocused_strokedash\"))\n",
" .selectAll(\"path\")\n",
" .animate({stroke: destcolor}, 250);\n",
"\n",
" // hide zoom slider\n",
" root.select(\".zoomslider\")\n",
" .animate({opacity: 0.0}, 250);\n",
"};\n",
"\n",
"\n",
"var set_geometry_transform = function(root, tx, ty, scale) {\n",
" var xscalable = root.hasClass(\"xscalable\"),\n",
" yscalable = root.hasClass(\"yscalable\");\n",
"\n",
" var old_scale = root.data(\"scale\");\n",
"\n",
" var xscale = xscalable ? scale : 1.0,\n",
" yscale = yscalable ? scale : 1.0;\n",
"\n",
" tx = xscalable ? tx : 0.0;\n",
" ty = yscalable ? ty : 0.0;\n",
"\n",
" var t = new Snap.Matrix().translate(tx, ty).scale(xscale, yscale);\n",
"\n",
" root.selectAll(\".geometry, image\")\n",
" .forEach(function (element, i) {\n",
" element.transform(t);\n",
" });\n",
"\n",
" bounds = root.plotbounds();\n",
"\n",
" if (yscalable) {\n",
" var xfixed_t = new Snap.Matrix().translate(0, ty).scale(1.0, yscale);\n",
" root.selectAll(\".xfixed\")\n",
" .forEach(function (element, i) {\n",
" element.transform(xfixed_t);\n",
" });\n",
"\n",
" root.select(\".ylabels\")\n",
" .transform(xfixed_t)\n",
" .selectAll(\"text\")\n",
" .forEach(function (element, i) {\n",
" if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
" var cx = element.asPX(\"x\"),\n",
" cy = element.asPX(\"y\");\n",
" var st = element.data(\"static_transform\");\n",
" unscale_t = new Snap.Matrix();\n",
" unscale_t.scale(1, 1/scale, cx, cy).add(st);\n",
" element.transform(unscale_t);\n",
"\n",
" var y = cy * scale + ty;\n",
" element.attr(\"visibility\",\n",
" bounds.y0 <= y && y <= bounds.y1 ? \"visible\" : \"hidden\");\n",
" }\n",
" });\n",
" }\n",
"\n",
" if (xscalable) {\n",
" var yfixed_t = new Snap.Matrix().translate(tx, 0).scale(xscale, 1.0);\n",
" var xtrans = new Snap.Matrix().translate(tx, 0);\n",
" root.selectAll(\".yfixed\")\n",
" .forEach(function (element, i) {\n",
" element.transform(yfixed_t);\n",
" });\n",
"\n",
" root.select(\".xlabels\")\n",
" .transform(yfixed_t)\n",
" .selectAll(\"text\")\n",
" .forEach(function (element, i) {\n",
" if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
" var cx = element.asPX(\"x\"),\n",
" cy = element.asPX(\"y\");\n",
" var st = element.data(\"static_transform\");\n",
" unscale_t = new Snap.Matrix();\n",
" unscale_t.scale(1/scale, 1, cx, cy).add(st);\n",
"\n",
" element.transform(unscale_t);\n",
"\n",
" var x = cx * scale + tx;\n",
" element.attr(\"visibility\",\n",
" bounds.x0 <= x && x <= bounds.x1 ? \"visible\" : \"hidden\");\n",
" }\n",
" });\n",
" }\n",
"\n",
" // we must unscale anything that is scale invariance: widths, raiduses, etc.\n",
" var size_attribs = [\"font-size\"];\n",
" var unscaled_selection = \".geometry, .geometry *\";\n",
" if (xscalable) {\n",
" size_attribs.push(\"rx\");\n",
" unscaled_selection += \", .xgridlines\";\n",
" }\n",
" if (yscalable) {\n",
" size_attribs.push(\"ry\");\n",
" unscaled_selection += \", .ygridlines\";\n",
" }\n",
"\n",
" root.selectAll(unscaled_selection)\n",
" .forEach(function (element, i) {\n",
" // circle need special help\n",
" if (element.node.nodeName == \"circle\") {\n",
" var cx = element.attribute(\"cx\"),\n",
" cy = element.attribute(\"cy\");\n",
" unscale_t = new Snap.Matrix().scale(1/xscale, 1/yscale,\n",
" cx, cy);\n",
" element.transform(unscale_t);\n",
" return;\n",
" }\n",
"\n",
" for (i in size_attribs) {\n",
" var key = size_attribs[i];\n",
" var val = parseFloat(element.attribute(key));\n",
" if (val !== undefined && val != 0 && !isNaN(val)) {\n",
" element.attribute(key, val * old_scale / scale);\n",
" }\n",
" }\n",
" });\n",
"};\n",
"\n",
"\n",
"// Find the most appropriate tick scale and update label visibility.\n",
"var update_tickscale = function(root, scale, axis) {\n",
" if (!root.hasClass(axis + \"scalable\")) return;\n",
"\n",
" var tickscales = root.data(axis + \"tickscales\");\n",
" var best_tickscale = 1.0;\n",
" var best_tickscale_dist = Infinity;\n",
" for (tickscale in tickscales) {\n",
" var dist = Math.abs(Math.log(tickscale) - Math.log(scale));\n",
" if (dist < best_tickscale_dist) {\n",
" best_tickscale_dist = dist;\n",
" best_tickscale = tickscale;\n",
" }\n",
" }\n",
"\n",
" if (best_tickscale != root.data(axis + \"tickscale\")) {\n",
" root.data(axis + \"tickscale\", best_tickscale);\n",
" var mark_inscale_gridlines = function (element, i) {\n",
" var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
" element.attribute(\"gadfly:inscale\", inscale);\n",
" element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
" };\n",
"\n",
" var mark_inscale_labels = function (element, i) {\n",
" var inscale = element.attr(\"gadfly:scale\") == best_tickscale;\n",
" element.attribute(\"gadfly:inscale\", inscale);\n",
" element.attr(\"visibility\", inscale ? \"visible\" : \"hidden\");\n",
" };\n",
"\n",
" root.select(\".\" + axis + \"gridlines\").selectAll(\"path\").forEach(mark_inscale_gridlines);\n",
" root.select(\".\" + axis + \"labels\").selectAll(\"text\").forEach(mark_inscale_labels);\n",
" }\n",
"};\n",
"\n",
"\n",
"var set_plot_pan_zoom = function(root, tx, ty, scale) {\n",
" var old_scale = root.data(\"scale\");\n",
" var bounds = root.plotbounds();\n",
"\n",
" var width = bounds.x1 - bounds.x0,\n",
" height = bounds.y1 - bounds.y0;\n",
"\n",
" // compute the viewport derived from tx, ty, and scale\n",
" var x_min = -width * scale - (scale * width - width),\n",
" x_max = width * scale,\n",
" y_min = -height * scale - (scale * height - height),\n",
" y_max = height * scale;\n",
"\n",
" var x0 = bounds.x0 - scale * bounds.x0,\n",
" y0 = bounds.y0 - scale * bounds.y0;\n",
"\n",
" var tx = Math.max(Math.min(tx - x0, x_max), x_min),\n",
" ty = Math.max(Math.min(ty - y0, y_max), y_min);\n",
"\n",
" tx += x0;\n",
" ty += y0;\n",
"\n",
" // when the scale change, we may need to alter which set of\n",
" // ticks is being displayed\n",
" if (scale != old_scale) {\n",
" update_tickscale(root, scale, \"x\");\n",
" update_tickscale(root, scale, \"y\");\n",
" }\n",
"\n",
" set_geometry_transform(root, tx, ty, scale);\n",
"\n",
" root.data(\"scale\", scale);\n",
" root.data(\"tx\", tx);\n",
" root.data(\"ty\", ty);\n",
"};\n",
"\n",
"\n",
"var scale_centered_translation = function(root, scale) {\n",
" var bounds = root.plotbounds();\n",
"\n",
" var width = bounds.x1 - bounds.x0,\n",
" height = bounds.y1 - bounds.y0;\n",
"\n",
" var tx0 = root.data(\"tx\"),\n",
" ty0 = root.data(\"ty\");\n",
"\n",
" var scale0 = root.data(\"scale\");\n",
"\n",
" // how off from center the current view is\n",
" var xoff = tx0 - (bounds.x0 * (1 - scale0) + (width * (1 - scale0)) / 2),\n",
" yoff = ty0 - (bounds.y0 * (1 - scale0) + (height * (1 - scale0)) / 2);\n",
"\n",
" // rescale offsets\n",
" xoff = xoff * scale / scale0;\n",
" yoff = yoff * scale / scale0;\n",
"\n",
" // adjust for the panel position being scaled\n",
" var x_edge_adjust = bounds.x0 * (1 - scale),\n",
" y_edge_adjust = bounds.y0 * (1 - scale);\n",
"\n",
" return {\n",
" x: xoff + x_edge_adjust + (width - width * scale) / 2,\n",
" y: yoff + y_edge_adjust + (height - height * scale) / 2\n",
" };\n",
"};\n",
"\n",
"\n",
"// Initialize data for panning zooming if it isn't already.\n",
"var init_pan_zoom = function(root) {\n",
" if (root.data(\"zoompan-ready\")) {\n",
" return;\n",
" }\n",
"\n",
" // The non-scaling-stroke trick. Rather than try to correct for the\n",
" // stroke-width when zooming, we force it to a fixed value.\n",
" var px_per_mm = root.node.getCTM().a;\n",
"\n",
" // Drag events report deltas in pixels, which we'd like to convert to\n",
" // millimeters.\n",
" root.data(\"px_per_mm\", px_per_mm);\n",
"\n",
" root.selectAll(\"path\")\n",
" .forEach(function (element, i) {\n",
" sw = element.asPX(\"stroke-width\") * px_per_mm;\n",
" if (sw > 0) {\n",
" element.attribute(\"stroke-width\", sw);\n",
" element.attribute(\"vector-effect\", \"non-scaling-stroke\");\n",
" }\n",
" });\n",
"\n",
" // Store ticks labels original tranformation\n",
" root.selectAll(\".xlabels > text, .ylabels > text\")\n",
" .forEach(function (element, i) {\n",
" var lm = element.transform().localMatrix;\n",
" element.data(\"static_transform\",\n",
" new Snap.Matrix(lm.a, lm.b, lm.c, lm.d, lm.e, lm.f));\n",
" });\n",
"\n",
" var xgridlines = root.select(\".xgridlines\");\n",
" var ygridlines = root.select(\".ygridlines\");\n",
" var xlabels = root.select(\".xlabels\");\n",
" var ylabels = root.select(\".ylabels\");\n",
"\n",
" if (root.data(\"tx\") === undefined) root.data(\"tx\", 0);\n",
" if (root.data(\"ty\") === undefined) root.data(\"ty\", 0);\n",
" if (root.data(\"scale\") === undefined) root.data(\"scale\", 1.0);\n",
" if (root.data(\"xtickscales\") === undefined) {\n",
"\n",
" // index all the tick scales that are listed\n",
" var xtickscales = {};\n",
" var ytickscales = {};\n",
" var add_x_tick_scales = function (element, i) {\n",
" xtickscales[element.attribute(\"gadfly:scale\")] = true;\n",
" };\n",
" var add_y_tick_scales = function (element, i) {\n",
" ytickscales[element.attribute(\"gadfly:scale\")] = true;\n",
" };\n",
"\n",
" if (xgridlines) xgridlines.selectAll(\"path\").forEach(add_x_tick_scales);\n",
" if (ygridlines) ygridlines.selectAll(\"path\").forEach(add_y_tick_scales);\n",
" if (xlabels) xlabels.selectAll(\"text\").forEach(add_x_tick_scales);\n",
" if (ylabels) ylabels.selectAll(\"text\").forEach(add_y_tick_scales);\n",
"\n",
" root.data(\"xtickscales\", xtickscales);\n",
" root.data(\"ytickscales\", ytickscales);\n",
" root.data(\"xtickscale\", 1.0);\n",
" }\n",
"\n",
" var min_scale = 1.0, max_scale = 1.0;\n",
" for (scale in xtickscales) {\n",
" min_scale = Math.min(min_scale, scale);\n",
" max_scale = Math.max(max_scale, scale);\n",
" }\n",
" for (scale in ytickscales) {\n",
" min_scale = Math.min(min_scale, scale);\n",
" max_scale = Math.max(max_scale, scale);\n",
" }\n",
" root.data(\"min_scale\", min_scale);\n",
" root.data(\"max_scale\", max_scale);\n",
"\n",
" // store the original positions of labels\n",
" if (xlabels) {\n",
" xlabels.selectAll(\"text\")\n",
" .forEach(function (element, i) {\n",
" element.data(\"x\", element.asPX(\"x\"));\n",
" });\n",
" }\n",
"\n",
" if (ylabels) {\n",
" ylabels.selectAll(\"text\")\n",
" .forEach(function (element, i) {\n",
" element.data(\"y\", element.asPX(\"y\"));\n",
" });\n",
" }\n",
"\n",
" // mark grid lines and ticks as in or out of scale.\n",
" var mark_inscale = function (element, i) {\n",
" element.attribute(\"gadfly:inscale\", element.attribute(\"gadfly:scale\") == 1.0);\n",
" };\n",
"\n",
" if (xgridlines) xgridlines.selectAll(\"path\").forEach(mark_inscale);\n",
" if (ygridlines) ygridlines.selectAll(\"path\").forEach(mark_inscale);\n",
" if (xlabels) xlabels.selectAll(\"text\").forEach(mark_inscale);\n",
" if (ylabels) ylabels.selectAll(\"text\").forEach(mark_inscale);\n",
"\n",
" // figure out the upper ond lower bounds on panning using the maximum\n",
" // and minum grid lines\n",
" var bounds = root.plotbounds();\n",
" var pan_bounds = {\n",
" x0: 0.0,\n",
" y0: 0.0,\n",
" x1: 0.0,\n",
" y1: 0.0\n",
" };\n",
"\n",
" if (xgridlines) {\n",
" xgridlines\n",
" .selectAll(\"path\")\n",
" .forEach(function (element, i) {\n",
" if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
" var bbox = element.node.getBBox();\n",
" if (bounds.x1 - bbox.x < pan_bounds.x0) {\n",
" pan_bounds.x0 = bounds.x1 - bbox.x;\n",
" }\n",
" if (bounds.x0 - bbox.x > pan_bounds.x1) {\n",
" pan_bounds.x1 = bounds.x0 - bbox.x;\n",
" }\n",
" element.attr(\"visibility\", \"visible\");\n",
" }\n",
" });\n",
" }\n",
"\n",
" if (ygridlines) {\n",
" ygridlines\n",
" .selectAll(\"path\")\n",
" .forEach(function (element, i) {\n",
" if (element.attribute(\"gadfly:inscale\") == \"true\") {\n",
" var bbox = element.node.getBBox();\n",
" if (bounds.y1 - bbox.y < pan_bounds.y0) {\n",
" pan_bounds.y0 = bounds.y1 - bbox.y;\n",
" }\n",
" if (bounds.y0 - bbox.y > pan_bounds.y1) {\n",
" pan_bounds.y1 = bounds.y0 - bbox.y;\n",
" }\n",
" element.attr(\"visibility\", \"visible\");\n",
" }\n",
" });\n",
" }\n",
"\n",
" // nudge these values a little\n",
" pan_bounds.x0 -= 5;\n",
" pan_bounds.x1 += 5;\n",
" pan_bounds.y0 -= 5;\n",
" pan_bounds.y1 += 5;\n",
" root.data(\"pan_bounds\", pan_bounds);\n",
"\n",
" root.data(\"zoompan-ready\", true)\n",
"};\n",
"\n",
"\n",
"// drag actions, i.e. zooming and panning\n",
"var pan_action = {\n",
" start: function(root, x, y, event) {\n",
" root.data(\"dx\", 0);\n",
" root.data(\"dy\", 0);\n",
" root.data(\"tx0\", root.data(\"tx\"));\n",
" root.data(\"ty0\", root.data(\"ty\"));\n",
" },\n",
" update: function(root, dx, dy, x, y, event) {\n",
" var px_per_mm = root.data(\"px_per_mm\");\n",
" dx /= px_per_mm;\n",
" dy /= px_per_mm;\n",
"\n",
" var tx0 = root.data(\"tx\"),\n",
" ty0 = root.data(\"ty\");\n",
"\n",
" var dx0 = root.data(\"dx\"),\n",
" dy0 = root.data(\"dy\");\n",
"\n",
" root.data(\"dx\", dx);\n",
" root.data(\"dy\", dy);\n",
"\n",
" dx = dx - dx0;\n",
" dy = dy - dy0;\n",
"\n",
" var tx = tx0 + dx,\n",
" ty = ty0 + dy;\n",
"\n",
" set_plot_pan_zoom(root, tx, ty, root.data(\"scale\"));\n",
" },\n",
" end: function(root, event) {\n",
"\n",
" },\n",
" cancel: function(root) {\n",
" set_plot_pan_zoom(root, root.data(\"tx0\"), root.data(\"ty0\"), root.data(\"scale\"));\n",
" }\n",
"};\n",
"\n",
"var zoom_box;\n",
"var zoom_action = {\n",
" start: function(root, x, y, event) {\n",
" var bounds = root.plotbounds();\n",
" var width = bounds.x1 - bounds.x0,\n",
" height = bounds.y1 - bounds.y0;\n",
" var ratio = width / height;\n",
" var xscalable = root.hasClass(\"xscalable\"),\n",
" yscalable = root.hasClass(\"yscalable\");\n",
" var px_per_mm = root.data(\"px_per_mm\");\n",
" x = xscalable ? x / px_per_mm : bounds.x0;\n",
" y = yscalable ? y / px_per_mm : bounds.y0;\n",
" var w = xscalable ? 0 : width;\n",
" var h = yscalable ? 0 : height;\n",
" zoom_box = root.rect(x, y, w, h).attr({\n",
" \"fill\": \"#000\",\n",
" \"opacity\": 0.25\n",
" });\n",
" zoom_box.data(\"ratio\", ratio);\n",
" },\n",
" update: function(root, dx, dy, x, y, event) {\n",
" var xscalable = root.hasClass(\"xscalable\"),\n",
" yscalable = root.hasClass(\"yscalable\");\n",
" var px_per_mm = root.data(\"px_per_mm\");\n",
" var bounds = root.plotbounds();\n",
" if (yscalable) {\n",
" y /= px_per_mm;\n",
" y = Math.max(bounds.y0, y);\n",
" y = Math.min(bounds.y1, y);\n",
" } else {\n",
" y = bounds.y1;\n",
" }\n",
" if (xscalable) {\n",
" x /= px_per_mm;\n",
" x = Math.max(bounds.x0, x);\n",
" x = Math.min(bounds.x1, x);\n",
" } else {\n",
" x = bounds.x1;\n",
" }\n",
"\n",
" dx = x - zoom_box.attr(\"x\");\n",
" dy = y - zoom_box.attr(\"y\");\n",
" if (xscalable && yscalable) {\n",
" var ratio = zoom_box.data(\"ratio\");\n",
" var width = Math.min(Math.abs(dx), ratio * Math.abs(dy));\n",
" var height = Math.min(Math.abs(dy), Math.abs(dx) / ratio);\n",
" dx = width * dx / Math.abs(dx);\n",
" dy = height * dy / Math.abs(dy);\n",
" }\n",
" var xoffset = 0,\n",
" yoffset = 0;\n",
" if (dx < 0) {\n",
" xoffset = dx;\n",
" dx = -1 * dx;\n",
" }\n",
" if (dy < 0) {\n",
" yoffset = dy;\n",
" dy = -1 * dy;\n",
" }\n",
" if (isNaN(dy)) {\n",
" dy = 0.0;\n",
" }\n",
" if (isNaN(dx)) {\n",
" dx = 0.0;\n",
" }\n",
" zoom_box.transform(\"T\" + xoffset + \",\" + yoffset);\n",
" zoom_box.attr(\"width\", dx);\n",
" zoom_box.attr(\"height\", dy);\n",
" },\n",
" end: function(root, event) {\n",
" var xscalable = root.hasClass(\"xscalable\"),\n",
" yscalable = root.hasClass(\"yscalable\");\n",
" var zoom_bounds = zoom_box.getBBox();\n",
" if (zoom_bounds.width * zoom_bounds.height <= 0) {\n",
" return;\n",
" }\n",
" var plot_bounds = root.plotbounds();\n",
" var zoom_factor = 1.0;\n",
" if (yscalable) {\n",
" zoom_factor = (plot_bounds.y1 - plot_bounds.y0) / zoom_bounds.height;\n",
" } else {\n",
" zoom_factor = (plot_bounds.x1 - plot_bounds.x0) / zoom_bounds.width;\n",
" }\n",
" var tx = (root.data(\"tx\") - zoom_bounds.x) * zoom_factor + plot_bounds.x0,\n",
" ty = (root.data(\"ty\") - zoom_bounds.y) * zoom_factor + plot_bounds.y0;\n",
" set_plot_pan_zoom(root, tx, ty, root.data(\"scale\") * zoom_factor);\n",
" zoom_box.remove();\n",
" },\n",
" cancel: function(root) {\n",
" zoom_box.remove();\n",
" }\n",
"};\n",
"\n",
"\n",
"Gadfly.guide_background_drag_onstart = function(x, y, event) {\n",
" var root = this.plotroot();\n",
" var scalable = root.hasClass(\"xscalable\") || root.hasClass(\"yscalable\");\n",
" var zoomable = !event.altKey && !event.ctrlKey && event.shiftKey && scalable;\n",
" var panable = !event.altKey && !event.ctrlKey && !event.shiftKey && scalable;\n",
" var drag_action = zoomable ? zoom_action :\n",
" panable ? pan_action :\n",
" undefined;\n",
" root.data(\"drag_action\", drag_action);\n",
" if (drag_action) {\n",
" var cancel_drag_action = function(event) {\n",
" if (event.which == 27) { // esc key\n",
" drag_action.cancel(root);\n",
" root.data(\"drag_action\", undefined);\n",
" }\n",
" };\n",
" window.addEventListener(\"keyup\", cancel_drag_action);\n",
" root.data(\"cancel_drag_action\", cancel_drag_action);\n",
" drag_action.start(root, x, y, event);\n",
" }\n",
"};\n",
"\n",
"\n",
"Gadfly.guide_background_drag_onmove = function(dx, dy, x, y, event) {\n",
" var root = this.plotroot();\n",
" var drag_action = root.data(\"drag_action\");\n",
" if (drag_action) {\n",
" drag_action.update(root, dx, dy, x, y, event);\n",
" }\n",
"};\n",
"\n",
"\n",
"Gadfly.guide_background_drag_onend = function(event) {\n",
" var root = this.plotroot();\n",
" window.removeEventListener(\"keyup\", root.data(\"cancel_drag_action\"));\n",
" root.data(\"cancel_drag_action\", undefined);\n",
" var drag_action = root.data(\"drag_action\");\n",
" if (drag_action) {\n",
" drag_action.end(root, event);\n",
" }\n",
" root.data(\"drag_action\", undefined);\n",
"};\n",
"\n",
"\n",
"Gadfly.guide_background_scroll = function(event) {\n",
" if (event.shiftKey) {\n",
" increase_zoom_by_position(this.plotroot(), 0.001 * event.wheelDelta);\n",
" event.preventDefault();\n",
" }\n",
"};\n",
"\n",
"\n",
"Gadfly.zoomslider_button_mouseover = function(event) {\n",
" this.select(\".button_logo\")\n",
" .animate({fill: this.data(\"mouseover_color\")}, 100);\n",
"};\n",
"\n",
"\n",
"Gadfly.zoomslider_button_mouseout = function(event) {\n",
" this.select(\".button_logo\")\n",
" .animate({fill: this.data(\"mouseout_color\")}, 100);\n",
"};\n",
"\n",
"\n",
"Gadfly.zoomslider_zoomout_click = function(event) {\n",
" increase_zoom_by_position(this.plotroot(), -0.1, true);\n",
"};\n",
"\n",
"\n",
"Gadfly.zoomslider_zoomin_click = function(event) {\n",
" increase_zoom_by_position(this.plotroot(), 0.1, true);\n",
"};\n",
"\n",
"\n",
"Gadfly.zoomslider_track_click = function(event) {\n",
" // TODO\n",
"};\n",
"\n",
"\n",
"// Map slider position x to scale y using the function y = a*exp(b*x)+c.\n",
"// The constants a, b, and c are solved using the constraint that the function\n",
"// should go through the points (0; min_scale), (0.5; 1), and (1; max_scale).\n",
"var scale_from_slider_position = function(position, min_scale, max_scale) {\n",
" var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
" b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
" c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
" return a * Math.exp(b * position) + c;\n",
"}\n",
"\n",
"// inverse of scale_from_slider_position\n",
"var slider_position_from_scale = function(scale, min_scale, max_scale) {\n",
" var a = (1 - 2 * min_scale + min_scale * min_scale) / (min_scale + max_scale - 2),\n",
" b = 2 * Math.log((max_scale - 1) / (1 - min_scale)),\n",
" c = (min_scale * max_scale - 1) / (min_scale + max_scale - 2);\n",
" return 1 / b * Math.log((scale - c) / a);\n",
"}\n",
"\n",
"var increase_zoom_by_position = function(root, delta_position, animate) {\n",
" var scale = root.data(\"scale\"),\n",
" min_scale = root.data(\"min_scale\"),\n",
" max_scale = root.data(\"max_scale\");\n",
" var position = slider_position_from_scale(scale, min_scale, max_scale);\n",
" position += delta_position;\n",
" scale = scale_from_slider_position(position, min_scale, max_scale);\n",
" set_zoom(root, scale, animate);\n",
"}\n",
"\n",
"var set_zoom = function(root, scale, animate) {\n",
" var min_scale = root.data(\"min_scale\"),\n",
" max_scale = root.data(\"max_scale\"),\n",
" old_scale = root.data(\"scale\");\n",
" var new_scale = Math.max(min_scale, Math.min(scale, max_scale));\n",
" if (animate) {\n",
" Snap.animate(\n",
" old_scale,\n",
" new_scale,\n",
" function (new_scale) {\n",
" update_plot_scale(root, new_scale);\n",
" },\n",
" 200);\n",
" } else {\n",
" update_plot_scale(root, new_scale);\n",
" }\n",
"}\n",
"\n",
"\n",
"var update_plot_scale = function(root, new_scale) {\n",
" var trans = scale_centered_translation(root, new_scale);\n",
" set_plot_pan_zoom(root, trans.x, trans.y, new_scale);\n",
"\n",
" root.selectAll(\".zoomslider_thumb\")\n",
" .forEach(function (element, i) {\n",
" var min_pos = element.data(\"min_pos\"),\n",
" max_pos = element.data(\"max_pos\"),\n",
" min_scale = root.data(\"min_scale\"),\n",
" max_scale = root.data(\"max_scale\");\n",
" var xmid = (min_pos + max_pos) / 2;\n",
" var xpos = slider_position_from_scale(new_scale, min_scale, max_scale);\n",
" element.transform(new Snap.Matrix().translate(\n",
" Math.max(min_pos, Math.min(\n",
" max_pos, min_pos + (max_pos - min_pos) * xpos)) - xmid, 0));\n",
" });\n",
"};\n",
"\n",
"\n",
"Gadfly.zoomslider_thumb_dragmove = function(dx, dy, x, y, event) {\n",
" var root = this.plotroot();\n",
" var min_pos = this.data(\"min_pos\"),\n",
" max_pos = this.data(\"max_pos\"),\n",
" min_scale = root.data(\"min_scale\"),\n",
" max_scale = root.data(\"max_scale\"),\n",
" old_scale = root.data(\"old_scale\");\n",
"\n",
" var px_per_mm = root.data(\"px_per_mm\");\n",
" dx /= px_per_mm;\n",
" dy /= px_per_mm;\n",
"\n",
" var xmid = (min_pos + max_pos) / 2;\n",
" var xpos = slider_position_from_scale(old_scale, min_scale, max_scale) +\n",
" dx / (max_pos - min_pos);\n",
"\n",
" // compute the new scale\n",
" var new_scale = scale_from_slider_position(xpos, min_scale, max_scale);\n",
" new_scale = Math.min(max_scale, Math.max(min_scale, new_scale));\n",
"\n",
" update_plot_scale(root, new_scale);\n",
" event.stopPropagation();\n",
"};\n",
"\n",
"\n",
"Gadfly.zoomslider_thumb_dragstart = function(x, y, event) {\n",
" this.animate({fill: this.data(\"mouseover_color\")}, 100);\n",
" var root = this.plotroot();\n",
"\n",
" // keep track of what the scale was when we started dragging\n",
" root.data(\"old_scale\", root.data(\"scale\"));\n",
" event.stopPropagation();\n",
"};\n",
"\n",
"\n",
"Gadfly.zoomslider_thumb_dragend = function(event) {\n",
" this.animate({fill: this.data(\"mouseout_color\")}, 100);\n",
" event.stopPropagation();\n",
"};\n",
"\n",
"\n",
"var toggle_color_class = function(root, color_class, ison) {\n",
" var guides = root.selectAll(\".guide.\" + color_class + \",.guide .\" + color_class);\n",
" var geoms = root.selectAll(\".geometry.\" + color_class + \",.geometry .\" + color_class);\n",
" if (ison) {\n",
" guides.animate({opacity: 0.5}, 250);\n",
" geoms.animate({opacity: 0.0}, 250);\n",
" } else {\n",
" guides.animate({opacity: 1.0}, 250);\n",
" geoms.animate({opacity: 1.0}, 250);\n",
" }\n",
"};\n",
"\n",
"\n",
"Gadfly.colorkey_swatch_click = function(event) {\n",
" var root = this.plotroot();\n",
" var color_class = this.data(\"color_class\");\n",
"\n",
" if (event.shiftKey) {\n",
" root.selectAll(\".colorkey text\")\n",
" .forEach(function (element) {\n",
" var other_color_class = element.data(\"color_class\");\n",
" if (other_color_class != color_class) {\n",
" toggle_color_class(root, other_color_class,\n",
" element.attr(\"opacity\") == 1.0);\n",
" }\n",
" });\n",
" } else {\n",
" toggle_color_class(root, color_class, this.attr(\"opacity\") == 1.0);\n",
" }\n",
"};\n",
"\n",
"\n",
"return Gadfly;\n",
"\n",
"}));\n",
"\n",
"\n",
"//@ sourceURL=gadfly.js\n",
"\n",
"(function (glob, factory) {\n",
" // AMD support\n",
" if (typeof require === \"function\" && typeof define === \"function\" && define.amd) {\n",
" require([\"Snap.svg\", \"Gadfly\"], function (Snap, Gadfly) {\n",
" factory(Snap, Gadfly);\n",
" });\n",
" } else {\n",
" factory(glob.Snap, glob.Gadfly);\n",
" }\n",
"})(window, function (Snap, Gadfly) {\n",
" var fig = Snap(\"#img-3166f735\");\n",
"fig.select(\"#img-3166f735-5\")\n",
" .init_gadfly();\n",
"fig.select(\"#img-3166f735-7\")\n",
" .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
";\n",
"fig.select(\"#img-3166f735-7\")\n",
" .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
";\n",
"fig.select(\"#img-3166f735-8\")\n",
" .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
";\n",
"fig.select(\"#img-3166f735-8\")\n",
" .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
";\n",
"fig.select(\"#img-3166f735-13\")\n",
" .data(\"mouseover_color\", \"#CD5C5C\")\n",
";\n",
"fig.select(\"#img-3166f735-13\")\n",
" .data(\"mouseout_color\", \"#6A6A6A\")\n",
";\n",
"fig.select(\"#img-3166f735-13\")\n",
" .click(Gadfly.zoomslider_zoomin_click)\n",
".mouseenter(Gadfly.zoomslider_button_mouseover)\n",
".mouseleave(Gadfly.zoomslider_button_mouseout)\n",
";\n",
"fig.select(\"#img-3166f735-15\")\n",
" .data(\"max_pos\", 120.42)\n",
";\n",
"fig.select(\"#img-3166f735-15\")\n",
" .data(\"min_pos\", 103.42)\n",
";\n",
"fig.select(\"#img-3166f735-15\")\n",
" .click(Gadfly.zoomslider_track_click);\n",
"fig.select(\"#img-3166f735-16\")\n",
" .data(\"max_pos\", 120.42)\n",
";\n",
"fig.select(\"#img-3166f735-16\")\n",
" .data(\"min_pos\", 103.42)\n",
";\n",
"fig.select(\"#img-3166f735-16\")\n",
" .data(\"mouseover_color\", \"#CD5C5C\")\n",
";\n",
"fig.select(\"#img-3166f735-16\")\n",
" .data(\"mouseout_color\", \"#6A6A6A\")\n",
";\n",
"fig.select(\"#img-3166f735-16\")\n",
" .drag(Gadfly.zoomslider_thumb_dragmove,\n",
" Gadfly.zoomslider_thumb_dragstart,\n",
" Gadfly.zoomslider_thumb_dragend)\n",
";\n",
"fig.select(\"#img-3166f735-17\")\n",
" .data(\"mouseover_color\", \"#CD5C5C\")\n",
";\n",
"fig.select(\"#img-3166f735-17\")\n",
" .data(\"mouseout_color\", \"#6A6A6A\")\n",
";\n",
"fig.select(\"#img-3166f735-17\")\n",
" .click(Gadfly.zoomslider_zoomout_click)\n",
".mouseenter(Gadfly.zoomslider_button_mouseover)\n",
".mouseleave(Gadfly.zoomslider_button_mouseout)\n",
";\n",
"fig.select(\"#img-3166f735-24\")\n",
" .init_gadfly();\n",
"fig.select(\"#img-3166f735-26\")\n",
" .plotroot().data(\"unfocused_ygrid_color\", \"#D0D0E0\")\n",
";\n",
"fig.select(\"#img-3166f735-26\")\n",
" .plotroot().data(\"focused_ygrid_color\", \"#A0A0A0\")\n",
";\n",
"fig.select(\"#img-3166f735-27\")\n",
" .plotroot().data(\"unfocused_xgrid_color\", \"#D0D0E0\")\n",
";\n",
"fig.select(\"#img-3166f735-27\")\n",
" .plotroot().data(\"focused_xgrid_color\", \"#A0A0A0\")\n",
";\n",
"fig.select(\"#img-3166f735-32\")\n",
" .data(\"mouseover_color\", \"#CD5C5C\")\n",
";\n",
"fig.select(\"#img-3166f735-32\")\n",
" .data(\"mouseout_color\", \"#6A6A6A\")\n",
";\n",
"fig.select(\"#img-3166f735-32\")\n",
" .click(Gadfly.zoomslider_zoomin_click)\n",
".mouseenter(Gadfly.zoomslider_button_mouseover)\n",
".mouseleave(Gadfly.zoomslider_button_mouseout)\n",
";\n",
"fig.select(\"#img-3166f735-34\")\n",
" .data(\"max_pos\", 49.71)\n",
";\n",
"fig.select(\"#img-3166f735-34\")\n",
" .data(\"min_pos\", 32.71)\n",
";\n",
"fig.select(\"#img-3166f735-34\")\n",
" .click(Gadfly.zoomslider_track_click);\n",
"fig.select(\"#img-3166f735-35\")\n",
" .data(\"max_pos\", 49.71)\n",
";\n",
"fig.select(\"#img-3166f735-35\")\n",
" .data(\"min_pos\", 32.71)\n",
";\n",
"fig.select(\"#img-3166f735-35\")\n",
" .data(\"mouseover_color\", \"#CD5C5C\")\n",
";\n",
"fig.select(\"#img-3166f735-35\")\n",
" .data(\"mouseout_color\", \"#6A6A6A\")\n",
";\n",
"fig.select(\"#img-3166f735-35\")\n",
" .drag(Gadfly.zoomslider_thumb_dragmove,\n",
" Gadfly.zoomslider_thumb_dragstart,\n",
" Gadfly.zoomslider_thumb_dragend)\n",
";\n",
"fig.select(\"#img-3166f735-36\")\n",
" .data(\"mouseover_color\", \"#CD5C5C\")\n",
";\n",
"fig.select(\"#img-3166f735-36\")\n",
" .data(\"mouseout_color\", \"#6A6A6A\")\n",
";\n",
"fig.select(\"#img-3166f735-36\")\n",
" .click(Gadfly.zoomslider_zoomout_click)\n",
".mouseenter(Gadfly.zoomslider_button_mouseover)\n",
".mouseleave(Gadfly.zoomslider_button_mouseout)\n",
";\n",
" });\n",
"]]> </script>\n",
"</svg>\n"
],
"text/plain": [
"Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:cx,Int64},Measures.Length{:cy,Int64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0cx, 0cy), (1.0w, 1.0h)), Nullable{Compose.UnitBox}(), Nullable{Compose.Rotation}(), Nullable{Compose.Mirror}(), List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.5w, 0.0h), (0.5w, 1.0h)), Nullable{Compose.UnitBox}(), Nullable{Compose.Rotation}(), Nullable{Compose.Mirror}(), List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}},Tuple{Measures.Add{Measures.Add{Measures.Length{:w,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Measures.Add{Measures.Add{Measures.Length{:h,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}}}}((5.0mm, 5.0mm), (1.0w + -5.0mm + -5.0mm, 1.0h + -5.0mm + -5.0mm)), Nullable{Compose.UnitBox}(), Nullable{Compose.Rotation}(), Nullable{Compose.Mirror}(), List([Compose.Table(Array{Compose.Context,1}[Compose.Context[Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), Compose.UnitBox{Float64,Float64,Float64,Float64}(0.0, 20.5, 6.0, -20.0, 0.0mm, 0.0mm, 0.0mm, 0.0mm), #NULL, #NULL, List([Compose.AdhocContainerPromise(Gadfly.Guide.#55, 0, false, false, nothing, nothing)]), List([]), List([]), 0, false, false, false, false, 19.1133, 53.4667, 3.0, Symbol(\"\"))] Compose.Context[Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), Compose.UnitBox{Float64,Float64,Float64,Float64}(0.0, 20.5, 6.0, -20.0, 2.0mm, 2.0mm, 0.0mm, 0.0mm), #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), Compose.UnitBox{Float64,Float64,Float64,Float64}(0.0, 20.5, 6.0, -20.0, 2.0mm, 2.0mm, 0.0mm, 0.0mm), #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([]), List([Compose.Form{Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}}(Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}[Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 0.5cy + -0.025mm), 1.5682cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 1.5cy + -0.025mm), 1.36173cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 2.5cy + -0.025mm), 1.07918cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 3.5cy + -0.025mm), 2.04922cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 4.5cy + -0.025mm), 1.41497cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 5.5cy + -0.025mm), 3.71725cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 6.5cy + -0.025mm), 1.41497cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 7.5cy + -0.025mm), 2.2878cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 8.5cy + -0.025mm), 3.03703cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 9.5cy + -0.025mm), 1.95424cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 10.5cy + -0.025mm), 2.71767cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 11.5cy + -0.025mm), 4.29504cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 12.5cy + -0.025mm), 3.91934cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 13.5cy + -0.025mm), 4.17834cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 14.5cy + -0.025mm), 2.55509cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 15.5cy + -0.025mm), 1.27875cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 16.5cy + -0.025mm), 4.00247cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 17.5cy + -0.025mm), 3.98516cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 18.5cy + -0.025mm), 5.35582cx, 1.0cy + 0.05mm), Compose.RectanglePrimitive{Tuple{Measures.Measure,Measures.Measure},Measures.Measure,Measures.Measure}((0.0cx, 19.5cy + -0.025mm), 1.30103cx, 1.0cy + 0.05mm)], Symbol(\"\"))]), List([Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"geometry\")]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.747369,1.0,1.0))]), Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"geometry\")])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([Compose.Property{Compose.SVGAttributePrimitive}(Compose.SVGAttributePrimitive[Compose.SVGAttributePrimitive(\"shape-rendering\", \"crispEdges\")]), Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.3mm)])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"plotpanel\")])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), Compose.UnitBox{Float64,Float64,Float64,Float64}(0.0, 0.0, 1.0, 1.0, 0.0mm, 0.0mm, 0.0mm, 0.0mm), #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Add{Measures.Add{Measures.Length{:w,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}((1.0w + -3.0mm + -4.0mm, 3.0mm), (4.0mm, 4.0mm)), #NULL, #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([]), List([Compose.Form{Compose.SimplePolygonPrimitive{Tuple{Measures.Measure,Measures.Measure}}}(Compose.SimplePolygonPrimitive{Tuple{Measures.Measure,Measures.Measure}}[Compose.SimplePolygonPrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.2cx, 0.4cy), (0.4cx, 0.4cy), (0.4cx, 0.2cy), (0.6cx, 0.2cy), (0.6cx, 0.4cy), (0.8cx, 0.4cy), (0.8cx, 0.6cy), (0.6cx, 0.6cy), (0.6cx, 0.8cy), (0.4cx, 0.8cy), (0.4cx, 0.6cy), (0.2cx, 0.6cy)])], Symbol(\"\"))]), List([Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"button_logo\")]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.415686,0.415686,0.415686,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([Compose.Form{Compose.RectanglePrimitive{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}(Compose.RectanglePrimitive{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Measures.Length{:w,Float64},Measures.Length{:h,Float64}}[Compose.RectanglePrimitive{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Measures.Length{:w,Float64},Measures.Length{:h,Float64}}((0.0w, 0.0h), 1.0w, 1.0h)], Symbol(\"\"))]), List([Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"data(\\\"mouseover_color\\\", \\\"#CD5C5C\\\")\\n\", Measures.Measure[])]), Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"data(\\\"mouseout_color\\\", \\\"#6A6A6A\\\")\\n\", Measures.Measure[])]), Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"click(Gadfly.zoomslider_zoomin_click)\\n.mouseenter(Gadfly.zoomslider_button_mouseover)\\n.mouseleave(Gadfly.zoomslider_button_mouseout)\\n\", Measures.Measure[])]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.917647,0.917647,0.917647,1.0))]), Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.3mm)]), Compose.Property{Compose.StrokeOpacityPrimitive}(Compose.StrokeOpacityPrimitive[Compose.StrokeOpacityPrimitive(0.0)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.415686,0.415686,0.415686,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Compose.Context(Measures.BoundingBox{Tuple{Measures.Add{Measures.Add{Measures.Add{Measures.Add{Measures.Length{:w,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}((1.0w + -3.0mm + -4.0mm + -20.0mm + 0.5mm, 3.0mm), (19.0mm, 4.0mm)), #NULL, #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([]), List([Compose.Form{Compose.RectanglePrimitive{Tuple{Measures.Add{Measures.Length{:cx,Float64},Measures.Length{:mm,Float64}},Measures.Length{:cy,Float64}},Measures.Length{:mm,Float64},Measures.Length{:h,Float64}}}(Compose.RectanglePrimitive{Tuple{Measures.Add{Measures.Length{:cx,Float64},Measures.Length{:mm,Float64}},Measures.Length{:cy,Float64}},Measures.Length{:mm,Float64},Measures.Length{:h,Float64}}[Compose.RectanglePrimitive{Tuple{Measures.Add{Measures.Length{:cx,Float64},Measures.Length{:mm,Float64}},Measures.Length{:cy,Float64}},Measures.Length{:mm,Float64},Measures.Length{:h,Float64}}((0.5cx + -1.0mm, 0.0cy), 2.0mm, 1.0h)], Symbol(\"\"))]), List([Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"data(\\\"max_pos\\\", %x)\\n\", Measures.Measure[1.0w + -3.0mm + -4.0mm + -20.0mm + 0.5mm + 20.0mm + -1.0mm + -1.0mm])]), Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"data(\\\"min_pos\\\", %x)\\n\", Measures.Measure[1.0w + -3.0mm + -4.0mm + -20.0mm + 0.5mm + 1.0mm])]), Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"data(\\\"mouseover_color\\\", \\\"#CD5C5C\\\")\\n\", Measures.Measure[])]), Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"data(\\\"mouseout_color\\\", \\\"#6A6A6A\\\")\\n\", Measures.Measure[])]), Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"drag(Gadfly.zoomslider_thumb_dragmove,\\n Gadfly.zoomslider_thumb_dragstart,\\n Gadfly.zoomslider_thumb_dragend)\\n\", Measures.Measure[])]), Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"zoomslider_thumb\")]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.415686,0.415686,0.415686,1.0))])]), 1, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([]), List([Compose.Form{Compose.RectanglePrimitive{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}(Compose.RectanglePrimitive{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Measures.Length{:w,Float64},Measures.Length{:h,Float64}}[Compose.RectanglePrimitive{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Measures.Length{:w,Float64},Measures.Length{:h,Float64}}((0.0w, 0.0h), 1.0w, 1.0h)], Symbol(\"\"))]), List([Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"data(\\\"max_pos\\\", %x)\\n\", Measures.Measure[1.0w + -3.0mm + -4.0mm + -20.0mm + 0.5mm + 20.0mm + -1.0mm + -1.0mm])]), Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"data(\\\"min_pos\\\", %x)\\n\", Measures.Measure[1.0w + -3.0mm + -4.0mm + -20.0mm + 0.5mm + 1.0mm])]), Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"click(Gadfly.zoomslider_track_click)\", Measures.Measure[])]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.917647,0.917647,0.917647,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Compose.Context(Measures.BoundingBox{Tuple{Measures.Add{Measures.Add{Measures.Add{Measures.Length{:w,Float64},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Measures.Length{:mm,Float64}},Tuple{Measures.Length{:mm,Float64},Measures.Length{:mm,Float64}}}((1.0w + -3.0mm + -8.0mm + -20.0mm, 3.0mm), (4.0mm, 4.0mm)), #NULL, #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([]), List([Compose.Form{Compose.SimplePolygonPrimitive{Tuple{Measures.Measure,Measures.Measure}}}(Compose.SimplePolygonPrimitive{Tuple{Measures.Measure,Measures.Measure}}[Compose.SimplePolygonPrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.2cx, 0.4cy), (0.8cx, 0.4cy), (0.8cx, 0.6cy), (0.2cx, 0.6cy)])], Symbol(\"\"))]), List([Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"button_logo\")]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.415686,0.415686,0.415686,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([Compose.Form{Compose.RectanglePrimitive{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}(Compose.RectanglePrimitive{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Measures.Length{:w,Float64},Measures.Length{:h,Float64}}[Compose.RectanglePrimitive{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Measures.Length{:w,Float64},Measures.Length{:h,Float64}}((0.0w, 0.0h), 1.0w, 1.0h)], Symbol(\"\"))]), List([Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"data(\\\"mouseover_color\\\", \\\"#CD5C5C\\\")\\n\", Measures.Measure[])]), Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"data(\\\"mouseout_color\\\", \\\"#6A6A6A\\\")\\n\", Measures.Measure[])]), Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"click(Gadfly.zoomslider_zoomout_click)\\n.mouseenter(Gadfly.zoomslider_button_mouseover)\\n.mouseleave(Gadfly.zoomslider_button_mouseout)\\n\", Measures.Measure[])]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.917647,0.917647,0.917647,1.0))]), Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.3mm)]), Compose.Property{Compose.StrokeOpacityPrimitive}(Compose.StrokeOpacityPrimitive[Compose.StrokeOpacityPrimitive(0.0)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.415686,0.415686,0.415686,1.0))])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([Compose.Property{Compose.FillOpacityPrimitive}(Compose.FillOpacityPrimitive[Compose.FillOpacityPrimitive(0.0)]), Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"guide zoomslider\")]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))])]), 0, false, true, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 1000, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([]), List([Compose.Form{Compose.LinePrimitive}(Compose.LinePrimitive[Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 1.5cy), (1.0w, 1.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 2.5cy), (1.0w, 2.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 3.5cy), (1.0w, 3.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 4.5cy), (1.0w, 4.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 5.5cy), (1.0w, 5.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 6.5cy), (1.0w, 6.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 7.5cy), (1.0w, 7.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 8.5cy), (1.0w, 8.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 9.5cy), (1.0w, 9.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 10.5cy), (1.0w, 10.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 11.5cy), (1.0w, 11.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 12.5cy), (1.0w, 12.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 13.5cy), (1.0w, 13.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 14.5cy), (1.0w, 14.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 15.5cy), (1.0w, 15.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 16.5cy), (1.0w, 16.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 17.5cy), (1.0w, 17.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 18.5cy), (1.0w, 18.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 19.5cy), (1.0w, 19.5cy)])], Symbol(\"\"))]), 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Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 6.5cy), (1.0w, 6.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 7.5cy), (1.0w, 7.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 8.5cy), (1.0w, 8.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 9.5cy), (1.0w, 9.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 10.5cy), (1.0w, 10.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 11.5cy), (1.0w, 11.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 12.5cy), (1.0w, 12.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 13.5cy), (1.0w, 13.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 14.5cy), (1.0w, 14.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 15.5cy), (1.0w, 15.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 16.5cy), (1.0w, 16.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 17.5cy), (1.0w, 17.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 18.5cy), (1.0w, 18.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 19.5cy), (1.0w, 19.5cy)])], Symbol(\"\"))]), List([Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"plotroot().data(\\\"unfocused_ygrid_color\\\", \\\"#D0D0E0\\\")\\n\", Measures.Measure[])]), Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"plotroot().data(\\\"focused_ygrid_color\\\", \\\"#A0A0A0\\\")\\n\", Measures.Measure[])]), Compose.Property{Compose.SVGAttributePrimitive}(Compose.SVGAttributePrimitive[Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\")]), Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"guide ygridlines xfixed\")]), Compose.Property{Compose.StrokeDashPrimitive}(Compose.StrokeDashPrimitive[Compose.StrokeDashPrimitive(Measures.Measure[0.5mm, 0.5mm])]), Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.2mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.815686,0.815686,0.878431,1.0))]), Compose.Property{Compose.VisiblePrimitive}(Compose.VisiblePrimitive[Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true)])]), 0, false, true, false, false, nothing, nothing, 0.0, Symbol(\"\")), Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([]), List([Compose.Form{Compose.LinePrimitive}(Compose.LinePrimitive[Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 1.5cy), (1.0w, 1.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 2.5cy), (1.0w, 2.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 3.5cy), (1.0w, 3.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 4.5cy), (1.0w, 4.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 5.5cy), (1.0w, 5.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 6.5cy), (1.0w, 6.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 7.5cy), (1.0w, 7.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 8.5cy), (1.0w, 8.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 9.5cy), (1.0w, 9.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 10.5cy), (1.0w, 10.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 11.5cy), (1.0w, 11.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 12.5cy), (1.0w, 12.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 13.5cy), (1.0w, 13.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 14.5cy), (1.0w, 14.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 15.5cy), (1.0w, 15.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 16.5cy), (1.0w, 16.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 17.5cy), (1.0w, 17.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 18.5cy), (1.0w, 18.5cy)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0w, 19.5cy), (1.0w, 19.5cy)])], Symbol(\"\"))]), List([Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"guide ygridlines xfixed\")]), Compose.Property{Compose.StrokeDashPrimitive}(Compose.StrokeDashPrimitive[Compose.StrokeDashPrimitive(Measures.Measure[0.5mm, 0.5mm])]), Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.2mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.815686,0.815686,0.878431,1.0))])]), 0, false, false, true, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([]), List([Compose.Form{Compose.LinePrimitive}(Compose.LinePrimitive[Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(-20.0cx, 0.0h), (-20.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(-15.0cx, 0.0h), (-15.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(-10.0cx, 0.0h), (-10.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(-5.0cx, 0.0h), (-5.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0cx, 0.0h), (0.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(5.0cx, 0.0h), (5.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(10.0cx, 0.0h), (10.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(15.0cx, 0.0h), (15.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(20.0cx, 0.0h), (20.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(25.0cx, 0.0h), (25.0cx, 1.0h)]) … Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(21.0cx, 0.0h), (21.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(22.0cx, 0.0h), (22.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(23.0cx, 0.0h), (23.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(24.0cx, 0.0h), (24.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(25.0cx, 0.0h), (25.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(26.0cx, 0.0h), (26.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(27.0cx, 0.0h), (27.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(28.0cx, 0.0h), (28.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(29.0cx, 0.0h), (29.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(30.0cx, 0.0h), (30.0cx, 1.0h)])], Symbol(\"\"))]), List([Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"plotroot().data(\\\"unfocused_xgrid_color\\\", \\\"#D0D0E0\\\")\\n\", Measures.Measure[])]), Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"plotroot().data(\\\"focused_xgrid_color\\\", \\\"#A0A0A0\\\")\\n\", Measures.Measure[])]), Compose.Property{Compose.SVGAttributePrimitive}(Compose.SVGAttributePrimitive[Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"1.0\") … Compose.SVGAttributePrimitive(\"gadfly:scale\", \"5.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"5.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"5.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"5.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"5.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"5.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"5.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"5.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"5.0\"), Compose.SVGAttributePrimitive(\"gadfly:scale\", \"5.0\")]), Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"guide xgridlines yfixed\")]), Compose.Property{Compose.StrokeDashPrimitive}(Compose.StrokeDashPrimitive[Compose.StrokeDashPrimitive(Measures.Measure[0.5mm, 0.5mm])]), Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.2mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.815686,0.815686,0.878431,1.0))]), Compose.Property{Compose.VisiblePrimitive}(Compose.VisiblePrimitive[Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(true), Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false) … Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false), Compose.VisiblePrimitive(false)])]), 0, false, true, false, false, nothing, nothing, 0.0, Symbol(\"\")), Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([]), List([Compose.Form{Compose.LinePrimitive}(Compose.LinePrimitive[Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(0.0cx, 0.0h), (0.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(5.0cx, 0.0h), (5.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(10.0cx, 0.0h), (10.0cx, 1.0h)]), Compose.LinePrimitive{Tuple{Measures.Measure,Measures.Measure}}(Tuple{Measures.Measure,Measures.Measure}[(15.0cx, 0.0h), (15.0cx, 1.0h)])], Symbol(\"\"))]), List([Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"guide xgridlines yfixed\")]), Compose.Property{Compose.StrokeDashPrimitive}(Compose.StrokeDashPrimitive[Compose.StrokeDashPrimitive(Measures.Measure[0.5mm, 0.5mm])]), Compose.Property{Compose.LineWidthPrimitive}(Compose.LineWidthPrimitive[Compose.LineWidthPrimitive(0.2mm)]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.815686,0.815686,0.878431,1.0))])]), 0, false, false, true, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\")), Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), #NULL, #NULL, #NULL, List([]), List([Compose.Form{Compose.RectanglePrimitive{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}(Compose.RectanglePrimitive{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Measures.Length{:w,Float64},Measures.Length{:h,Float64}}[Compose.RectanglePrimitive{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Measures.Length{:w,Float64},Measures.Length{:h,Float64}}((0.0w, 0.0h), 1.0w, 1.0h)], Symbol(\"\"))]), List([Compose.Property{Compose.SVGAttributePrimitive}(Compose.SVGAttributePrimitive[Compose.SVGAttributePrimitive(\"pointer-events\", \"visible\")]), Compose.Property{Compose.FillOpacityPrimitive}(Compose.FillOpacityPrimitive[Compose.FillOpacityPrimitive(1.0)]), Compose.Property{Compose.FillPrimitive}(Compose.FillPrimitive[Compose.FillPrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.StrokePrimitive}(Compose.StrokePrimitive[Compose.StrokePrimitive(RGBA{Float64}(0.0,0.0,0.0,0.0))]), Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"guide background\")])]), -1, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), -1, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([Compose.Property{Compose.JSCallPrimitive}(Compose.JSCallPrimitive[Compose.JSCallPrimitive(\"init_gadfly()\", Measures.Measure[])])]), 0, true, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]; Compose.Context[] Compose.Context[] Compose.Context[Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), Compose.UnitBox{Float64,Float64,Float64,Float64}(0.0, 20.5, 15.0, -20.0, 2.0mm, 2.0mm, 0.0mm, 0.0mm), #NULL, #NULL, List([Compose.AdhocContainerPromise(Gadfly.Guide.#34, 0, false, false, nothing, nothing)]), List([]), List([]), 0, false, false, false, false, 23.4267, 6.01, 0.0, Symbol(\"\")), Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), Compose.UnitBox{Float64,Float64,Float64,Float64}(0.0, 20.5, 15.0, -20.0, 2.0mm, 2.0mm, 0.0mm, 0.0mm), #NULL, #NULL, List([Compose.AdhocContainerPromise(Gadfly.Guide.#35, 0, false, false, nothing, nothing)]), List([]), List([]), 0, false, false, false, false, 16.04, 8.69333, 3.0, Symbol(\"\"))]; Compose.Context[] Compose.Context[] Compose.Context[Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), Compose.UnitBox{Float64,Float64,Float64,Float64}(0.0, 20.5, 15.0, -20.0, 2.0mm, 2.0mm, 0.0mm, 0.0mm), #NULL, #NULL, List([Compose.AdhocContainerPromise(Gadfly.Guide.#70, 0, false, false, nothing, nothing)]), List([]), List([]), 0, false, false, false, false, 41.2092, 9.61167, 0.0, Symbol(\"\")), Compose.Context(Measures.BoundingBox{Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}},Tuple{Measures.Length{:w,Float64},Measures.Length{:h,Float64}}}((0.0w, 0.0h), (1.0w, 1.0h)), Compose.UnitBox{Float64,Float64,Float64,Float64}(0.0, 20.5, 15.0, -20.0, 2.0mm, 2.0mm, 0.0mm, 0.0mm), #NULL, #NULL, List([Compose.AdhocContainerPromise(Gadfly.Guide.#71, 0, false, false, nothing, nothing)]), List([]), List([]), 0, false, false, false, false, 9.61167, 41.2092, 3.0, Symbol(\"\"))]], 3:3, 1:1, nothing, nothing, nothing, Any[], Nullable{Compose.UnitBox}(Compose.UnitBox{Float64,Float64,Float64,Float64}(0.0, 20.5, 15.0, -20.0, 2.0mm, 2.0mm, 0.0mm, 0.0mm)), 0, false, false)]), List([]), List([Compose.Property{Compose.JSIncludePrimitive}(Compose.JSIncludePrimitive[Compose.JSIncludePrimitive(\"/Users/tamasnagy/.julia/v0.6/Gadfly/src/gadfly.js\", (\"Gadfly\", \"Gadfly\"))]), Compose.Property{Compose.SVGClassPrimitive}(Compose.SVGClassPrimitive[Compose.SVGClassPrimitive(\"plotroot xscalable\")])]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))]), List([]), List([]), 0, false, false, false, false, nothing, nothing, 0.0, Symbol(\"\"))"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p1 = plot(inflationdata,y=:inflationdest, x=:sum, Geom.bar(orientation=:horizontal), \n",
" Scale.x_log10, Guide.ylabel(\"Inflation destination\"),\n",
" Guide.xlabel(\"Total amount of XLM\"))\n",
"p2 = plot(inflationdata,y=:inflationdest, x=:count, Geom.bar(orientation=:horizontal), \n",
" Scale.x_log10, Scale.color_log10, Guide.ylabel(\"\"),\n",
" Guide.xlabel(\"Number of accounts claiming destination\"))\n",
"draw(SVGJS(\"inflationdest.svg\", 20cm, 11cm), hstack(p1, p2))\n",
"hstack(p1, p2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the next question I used the following query\n",
"\n",
"```\n",
"SELECT balance, lastmodified FROM accounts\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<table class=\"data-frame\"><thead><tr><th></th><th>balance</th><th>lastmodified</th></tr></thead><tbody><tr><th>1</th><td>4074.0</td><td>16253740</td></tr><tr><th>2</th><td>3604.83</td><td>16848485</td></tr><tr><th>3</th><td>50.3756</td><td>15680511</td></tr><tr><th>4</th><td>1.99999</td><td>15633587</td></tr><tr><th>5</th><td>22.9999</td><td>14831350</td></tr><tr><th>6</th><td>20.0</td><td>15680511</td></tr></tbody></table>"
],
"text/plain": [
"6×2 DataFrames.DataFrame\n",
"│ Row │ balance │ lastmodified │\n",
"├─────┼─────────┼──────────────┤\n",
"│ 1 │ 4074.0 │ 16253740 │\n",
"│ 2 │ 3604.83 │ 16848485 │\n",
"│ 3 │ 50.3756 │ 15680511 │\n",
"│ 4 │ 1.99999 │ 15633587 │\n",
"│ 5 │ 22.9999 │ 14831350 │\n",
"│ 6 │ 20.0 │ 15680511 │"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lastmodified = CSV.read(\"stellar-analysis/lastmodified.csv\")\n",
"lastmodified[:balance] = lastmodified[:balance] ./ 10_000_000 # stroops => lumens\n",
"head(lastmodified)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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",
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