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t,i,o,a;if(r)for(i=0,o=b(this),a=yt(e);t=a[i++];)o.hasClass(t)?o.removeClass(t):o.addClass(t);else void 0!==e&&\"boolean\"!==n||((t=vt(this))&&G.set(this,\"__className__\",t),this.setAttribute&&this.setAttribute(\"class\",t||!1===e?\"\":G.get(this,\"__className__\")||\"\"))}))},hasClass:function(e){var t,n,r=0;for(t=\" \"+e+\" \";n=this[r++];)if(1===n.nodeType&&(\" \"+gt(vt(n))+\" \").indexOf(t)>-1)return!0;return!1}});var mt=/\\r/g;b.fn.extend({val:function(e){var t,n,r,i=this[0];return arguments.length?(r=h(e),this.each((function(n){var i;1===this.nodeType&&(null==(i=r?e.call(this,n,b(this).val()):e)?i=\"\":\"number\"==typeof i?i+=\"\":Array.isArray(i)&&(i=b.map(i,(function(e){return null==e?\"\":e+\"\"}))),(t=b.valHooks[this.type]||b.valHooks[this.nodeName.toLowerCase()])&&\"set\"in t&&void 0!==t.set(this,i,\"value\")||(this.value=i))}))):i?(t=b.valHooks[i.type]||b.valHooks[i.nodeName.toLowerCase()])&&\"get\"in t&&void 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o,a,s,u,l,f,p,d,y=[r||v],m=c.call(t,\"type\")?t.type:t,x=c.call(t,\"namespace\")?t.namespace.split(\".\"):[];if(a=d=s=r=r||v,3!==r.nodeType&&8!==r.nodeType&&!xt.test(m+b.event.triggered)&&(m.indexOf(\".\")>-1&&(x=m.split(\".\"),m=x.shift(),x.sort()),l=m.indexOf(\":\")<0&&\"on\"+m,(t=t[b.expando]?t:new b.Event(m,\"object\"==typeof t&&t)).isTrigger=i?2:3,t.namespace=x.join(\".\"),t.rnamespace=t.namespace?new RegExp(\"(^|\\\\.)\"+x.join(\"\\\\.(?:.*\\\\.|)\")+\"(\\\\.|$)\"):null,t.result=void 0,t.target||(t.target=r),n=null==n?[t]:b.makeArray(n,[t]),p=b.event.special[m]||{},i||!p.trigger||!1!==p.trigger.apply(r,n))){if(!i&&!p.noBubble&&!g(r)){for(u=p.delegateType||m,xt.test(u+m)||(a=a.parentNode);a;a=a.parentNode)y.push(a),s=a;s===(r.ownerDocument||v)&&y.push(s.defaultView||s.parentWindow||e)}for(o=0;(a=y[o++])&&!t.isPropagationStopped();)d=a,t.type=o>1?u:p.bindType||m,(f=(G.get(a,\"events\")||Object.create(null))[t.type]&&G.get(a,\"handle\"))&&f.apply(a,n),(f=l&&a[l])&&f.apply&&X(a)&&(t.result=f.apply(a,n),!1===t.result&&t.preventDefault());return t.type=m,i||t.isDefaultPrevented()||p._default&&!1!==p._default.apply(y.pop(),n)||!X(r)||l&&h(r[m])&&!g(r)&&((s=r[l])&&(r[l]=null),b.event.triggered=m,t.isPropagationStopped()&&d.addEventListener(m,bt),r[m](),t.isPropagationStopped()&&d.removeEventListener(m,bt),b.event.triggered=void 0,s&&(r[l]=s)),t.result}},simulate:function(e,t,n){var r=b.extend(new b.Event,n,{type:e,isSimulated:!0});b.event.trigger(r,null,t)}}),b.fn.extend({trigger:function(e,t){return this.each((function(){b.event.trigger(e,t,this)}))},triggerHandler:function(e,t){var n=this[0];if(n)return b.event.trigger(e,t,n,!0)}}),d.focusin||b.each({focus:\"focusin\",blur:\"focusout\"},(function(e,t){var n=function(e){b.event.simulate(t,e.target,b.event.fix(e))};b.event.special[t]={setup:function(){var r=this.ownerDocument||this.document||this,i=G.access(r,t);i||r.addEventListener(e,n,!0),G.access(r,t,(i||0)+1)},teardown:function(){var r=this.ownerDocument||this.document||this,i=G.access(r,t)-1;i?G.access(r,t,i):(r.removeEventListener(e,n,!0),G.remove(r,t))}}}));var wt=e.location,Tt={guid:Date.now()},Ct=/\\?/;b.parseXML=function(t){var n;if(!t||\"string\"!=typeof t)return null;try{n=(new e.DOMParser).parseFromString(t,\"text/xml\")}catch(e){n=void 0}return n&&!n.getElementsByTagName(\"parsererror\").length||b.error(\"Invalid XML: \"+t),n};var 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":Path [x (cm),y (cm)] (time (sec))"
]
},
"execution_count": 4,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "1002"
}
},
"output_type": "execute_result"
}
],
"source": [
"plot_traj(df, 0, \"thorax\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Building an interaction\n",
"\n",
"Since these trajectories can be long, we may want to be able to select only a portion of the trajectory. To do this, we can use Panel to make a range slider widget to select the interval. Let's first make the widget. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"\n",
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\n",
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"text/plain": [
"RangeSlider(end=357.07142857142856, name='time (sec)', step=1, value=(0.0, 357.07142857142856))"
]
},
"execution_count": 5,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "1118"
}
},
"output_type": "execute_result"
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],
"source": [
"# Create time interval range slider\n",
"time_interval_slider = pn.widgets.RangeSlider(\n",
" start=df[\"time (sec)\"].min(),\n",
" end=df[\"time (sec)\"].max(),\n",
" step=1,\n",
" value=(df[\"time (sec)\"].min(), df[\"time (sec)\"].max()),\n",
" name=\"time (sec)\",\n",
")\n",
"\n",
"# Take a look\n",
"time_interval_slider"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We now want to link this slider to the plot. To do that, we wrap our plotting function in a function that can be under control of the slider. Again, we will do this for ant 0's thorax."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"ant_ID = 0\n",
"bodypart = 'thorax'\n",
"\n",
"@pn.depends(time_range=time_interval_slider.param.value)\n",
"def plot_traj_interactive(time_range):\n",
" return plot_traj(df, ant_ID, bodypart, time_range)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We added the `pn.depends()` decorator to specify that the time range used in plotting the trajectory is linked to the value of the time interval slider. We can now lay out our panel using the `pn.Row()` and `pn.Column()` classes."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
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"\n",
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"\n",
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"\n",
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\n",
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\n",
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"text/plain": [
"Row\n",
" [0] ParamFunction(function)\n",
" [1] Column(width=300)\n",
" [0] Spacer(height=30)\n",
" [1] RangeSlider(end=357.07142857142856, name='time (sec)', step=1, value=(0.0, 357.07142857142856))"
]
},
"execution_count": 7,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "1120"
}
},
"output_type": "execute_result"
}
],
"source": [
"# Set dashboard layout\n",
"widgets = pn.Column(pn.Spacer(height=30), time_interval_slider, width=300)\n",
"\n",
"pn.Row(plot_traj_interactive, widgets)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(Notice that the slider moves in both renderings in the notebook. Once created, the widgets are all linked.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Throttling\n",
"\n",
"In the plot above, the plot update lags behind the movement of the interval slider. This is because a lot has to happen to update the plot. A data frame is sliced, and a new plot is created and rendered. This happens very frequently, as Panel attempts to make updates smoothly as you move the slider.\n",
"\n",
"We can instead **throttle** the response. A **callback** is a function that is evaluated upon change of a widget. Throttling the callback means that it only gets called upon mouse-up. That is, if we start moving the slider, the plot will not re-render until we are finished moving the slider and release the mouse button. \n",
"\n",
"To enable throttling, we need to construct the interval slider using the `value_throttled` kwarg, which specifies for which values the throttling is enforced. Then, which using the `pn.depends()` decorator, we use `time_interval_slider.param.value_throttled` instead of `time_interval_slider.param.value`.\n",
"\n",
"Throttling is particularly useful when the callback functions take more than a couple hundred milliseconds to execute, as they do in this case. Let's remake the dashboard with throttling."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
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"metadata": {},
"output_type": "display_data"
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\n",
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\n",
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"Row\n",
" [0] ParamFunction(function)\n",
" [1] Column(width=300)\n",
" [0] Spacer(height=30)\n",
" [1] RangeSlider(end=357.07142857142856, name='time (sec)', step=1, value=(0.0, 357.07142857142856), value_throttled=(0.0, 357.07142857142856))"
]
},
"execution_count": 8,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "1265"
}
},
"output_type": "execute_result"
}
],
"source": [
"# Ranges of times for convenience\n",
"start = df[\"time (sec)\"].min()\n",
"end = df[\"time (sec)\"].max()\n",
"\n",
"# Create throttled time interval range slider\n",
"time_interval_slider = pn.widgets.RangeSlider(\n",
" start=start,\n",
" end=end,\n",
" step=1,\n",
" value=(df[\"time (sec)\"].min(), df[\"time (sec)\"].max()),\n",
" name=\"time (sec)\",\n",
" value_throttled=(start, end),\n",
")\n",
"\n",
"\n",
"# The plot\n",
"@pn.depends(time_range=time_interval_slider.param.value_throttled)\n",
"def plot_traj_interactive(time_range):\n",
" return plot_traj(df, ant_ID, bodypart, time_range)\n",
"\n",
"\n",
"# Set dashboard layout\n",
"widgets = pn.Column(pn.Spacer(height=30), time_interval_slider, width=300)\n",
"\n",
"pn.Row(plot_traj_interactive, widgets)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Speed improvements\n",
"\n",
"As we have just seen, the speed of updating a plot can be a real issue. A major cause of this slowdown is the re-rendering of the plot each time. This is part of the cost of building dashboards with high-level packages like HoloViews (and Panel). To boost speed, we need to drop down a bit and use base Bokeh. In doing so, we can instead only update the underlying data of the plot (instead of re-rendering it) when the time interval slider is adjusted. This is much trickier to implement. Here, we do it generating a Bokeh plot and digging into its column data source. Note that this speed boost would also allow us to interact without throttling.\n",
"\n",
"First, we write a function to generate our trajectory plot using base Bokeh. We use dots instead of a line to make coloring easier (there are some tricks to coloring lines with a quantitative parameter that HoloViews takes care of for us), and we also omit the colorbar to keep the code brief (even though it is already not brief; high level plotting really helps us out!)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9999]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9999]}},\"selected\":{\"id\":\"1456\"},\"selection_policy\":{\"id\":\"1455\"}},\"id\":\"1441\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"top_units\":\"screen\"},\"id\":\"1433\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1428\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1450\",\"type\":\"BasicTickFormatter\"}],\"root_ids\":[\"1410\"]},\"title\":\"Bokeh Application\",\"version\":\"2.2.3\"}};\n",
" var render_items = [{\"docid\":\"4566aebd-a3f4-4a84-a99a-2be97c2fa455\",\"root_ids\":[\"1410\"],\"roots\":{\"1410\":\"0d22ceab-08ca-4df5-a62c-65e80ed34ec3\"}}];\n",
" root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
"\n",
" }\n",
" if (root.Bokeh !== undefined) {\n",
" embed_document(root);\n",
" } else {\n",
" var attempts = 0;\n",
" var timer = setInterval(function(root) {\n",
" if (root.Bokeh !== undefined) {\n",
" clearInterval(timer);\n",
" embed_document(root);\n",
" } else {\n",
" attempts++;\n",
" if (attempts > 100) {\n",
" clearInterval(timer);\n",
" console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
" }\n",
" }\n",
" }, 10, root)\n",
" }\n",
"})(window);"
],
"application/vnd.bokehjs_exec.v0+json": ""
},
"metadata": {
"application/vnd.bokehjs_exec.v0+json": {
"id": "1410"
}
},
"output_type": "display_data"
}
],
"source": [
"def plot_traj_bokeh(df, ant_ID, bodypart, time_range=(-np.inf, np.inf)):\n",
" \"\"\"Make a plot of an ant trajectory.\"\"\"\n",
" sub_df = extract_sub_df(df, ant_ID, bodypart, time_range)\n",
"\n",
" p = bokeh.plotting.figure(\n",
" frame_height=200,\n",
" frame_width=200,\n",
" x_range=[0, 20],\n",
" y_range=[0, 20],\n",
" x_axis_label=\"x (cm)\",\n",
" y_axis_label=\"y (cm)\",\n",
" )\n",
"\n",
" # Set up data source; this is what gets changed in the callback\n",
" source = bokeh.models.ColumnDataSource(\n",
" dict(\n",
" x=sub_df[\"x (cm)\"].values,\n",
" y=sub_df[\"y (cm)\"].values,\n",
" t=sub_df[\"time (sec)\"].values,\n",
" )\n",
" )\n",
"\n",
" # Mapping of color for glyphs\n",
" mapper = bokeh.transform.linear_cmap(\n",
" field_name=\"t\",\n",
" palette=bokeh.palettes.Viridis256,\n",
" low=min(source.data[\"t\"]),\n",
" high=max(source.data[\"t\"]),\n",
" )\n",
"\n",
" p.circle(source=source, x=\"x\", y=\"y\", color=mapper, size=3, line_alpha=0)\n",
"\n",
" p.toolbar_location = 'above'\n",
"\n",
" return p\n",
"\n",
"\n",
"# Take a look\n",
"p = plot_traj_bokeh(df, 0, \"thorax\")\n",
"bokeh.io.show(p)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So that the slider we use in this aside on speed does not interact with other plots in this notebook, we will make a fresh time interval slider."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# Create time interval range slider\n",
"time_interval_slider_speed_demo = pn.widgets.RangeSlider(\n",
" start=df[\"time (sec)\"].min(),\n",
" end=df[\"time (sec)\"].max(),\n",
" step=1,\n",
" value=(df[\"time (sec)\"].min(), df[\"time (sec)\"].max()),\n",
" name=\"time (sec)\",\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we need to make sure the Bokeh plot is in a pane, so that we can link it to the slider, which we need to do explicitly since we're updating the data source and not just replotting."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"p_pane = pn.pane.Bokeh(p)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we need a callback. In our callback, we update the data source, and also the color mapping depending on the value of the range slider. We have to get into the guts of the Bokeh figure, pulling out the glyph renderer and adjusting its properties, including its data source."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def time_interval_callback(target, event):\n",
" \"\"\"Update Bokeh plot data\"\"\"\n",
" # Extract data for time range\n",
" t_range = event.new\n",
" inds = (\n",
" (df[\"ID\"] == ant_ID)\n",
" & (df[\"bodypart\"] == bodypart)\n",
" & (df[\"time (sec)\"] >= t_range[0])\n",
" & (df[\"time (sec)\"] <= t_range[1])\n",
" )\n",
"\n",
" sub_df = df.loc[inds, [\"x (cm)\", \"y (cm)\", \"time (sec)\"]]\n",
" \n",
" # Pull out the glyph rendered from the Panel pane\n",
" gr = target.object.renderers[0]\n",
" \n",
" # The new data for the ColumnDataSource\n",
" data = dict(\n",
" x=sub_df[\"x (cm)\"].values,\n",
" y=sub_df[\"y (cm)\"].values,\n",
" t=sub_df[\"time (sec)\"].values,\n",
" )\n",
"\n",
" # Map the color to the time\n",
" mapper = bokeh.transform.linear_cmap(\n",
" field_name=\"t\",\n",
" palette=bokeh.palettes.Viridis256,\n",
" low=min(data[\"t\"]),\n",
" high=max(data[\"t\"]),\n",
" )\n",
"\n",
" # Update the data source and the glyphs\n",
" gr.data_source.update(data=data)\n",
" gr.glyph.update(fill_color=mapper)\n",
" \n",
" # Trigger the update\n",
" target.param.trigger('object')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we need to **link** the slider to the pane with the plot."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Watcher(inst=RangeSlider(end=357.07142857142856, name='time (sec)', step=1, value=(0.0, 357.07142857142856)), cls=, fn=.link at 0x7fbfd6a13ca0>, mode='args', onlychanged=True, parameter_names=('value',), what='value', queued=False)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"time_interval_slider_speed_demo.link(p_pane, callbacks={'value': time_interval_callback})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The result that was printed to the screen simply says that we have set up a **watcher** so that the plot will get updated whenever the slider is changed. Now, we can look at our result!"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.holoviews_exec.v0+json": "",
"text/html": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"
\n",
"
\n",
""
],
"text/plain": [
"Row\n",
" [0] Bokeh(Figure)\n",
" [1] Spacer(width=15)\n",
" [2] Column\n",
" [0] Spacer(height=50)\n",
" [1] RangeSlider(end=357.07142857142856, name='time (sec)', step=1, value=(0.0, 357.07142857142856))"
]
},
"execution_count": 14,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "1502"
}
},
"output_type": "execute_result"
}
],
"source": [
"pn.Row(p_pane, pn.Spacer(width=15), pn.Column(pn.Spacer(height=50), time_interval_slider_speed_demo))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When using this slider, you will note that the plot is much quicker in its response because it is not being rerendered.\n",
"\n",
"Going forward, though, for simplicity and ease of constructing our dashboard, we will not dive into the base Bokeh and will sacrifice the speed of response."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Adding more interactions\n",
"\n",
"We know our data includes multiple ants, multiple body parts, and multiple beetle treatments. Rather than making a new plot for each possible combination, we can add multiple interactive elements to our dashboard. Here, we will add drop-down lists to choose the beetle treatment, ant ID, and body part to track. \n",
"\n",
"Notice that the possible ant IDs change between beetle treatments. For the *Dalotia* beetle, we have ant IDs 0 - 5. For *Sceptobius*, we have 6 - 11. So, our Ant ID drop-down list must change when we change the beetle treatment. To do this, we add the helper function `update_ant_ID_selector` which updates the options in the `ant_ID_selector` when the beetle treatment is changed. Notice that this function also has the decorator `@pn.depends`. This tells the function that the ant ID values it returns should depend on the `beetle_selector` drop-down list. Additionally, `@pn.depends` contains the additional kwarg `watch=True`. This tells the function to listen to the `beetle_selector` widget and update every time it updates."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.holoviews_exec.v0+json": "",
"text/html": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"
\n",
"
\n",
""
],
"text/plain": [
"Row\n",
" [0] ParamFunction(function)\n",
" [1] Spacer(width=20)\n",
" [2] Column(width=300)\n",
" [0] Spacer(height=30)\n",
" [1] RangeSlider(end=357.07142857142856, name='time (sec)', step=1, value=(0.0, 357.07142857142856), value_throttled=(0.0, 357.07142857142856))\n",
" [2] Spacer(height=15)\n",
" [3] Select(name='beetle treatment', options=['dalotia', 'sceptobius'], value='dalotia')\n",
" [4] Spacer(height=15)\n",
" [5] Row(width=300)\n",
" [0] Select(name='Ant ID', options=[0, 1, 2, 3, 4, 5], value=0)\n",
" [1] Select(name='body part', options=['abdomen', 'antenna_left'...], value='thorax')"
]
},
"execution_count": 15,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "1607"
}
},
"output_type": "execute_result"
}
],
"source": [
"# Create bodypart selector drop-down list\n",
"bodypart_selector = pn.widgets.Select(\n",
" name=\"body part\", options=sorted(list(df[\"bodypart\"].unique())), value=\"thorax\"\n",
")\n",
"\n",
"\n",
"# Create beetle treatment selector drop-down list\n",
"beetle_selector = pn.widgets.Select(\n",
" name=\"beetle treatment\",\n",
" options=sorted(list(df[\"beetle_treatment\"].unique())),\n",
" value=\"dalotia\",\n",
")\n",
"\n",
"\n",
"# Create ant ID selector drop-down list\n",
"ant_ID_selector = pn.widgets.Select(\n",
" name=\"Ant ID\",\n",
" options=sorted(\n",
" list(df.loc[df[\"beetle_treatment\"] == df['beetle_treatment'].unique()[0], \"ID\"].unique())\n",
" ),\n",
")\n",
"\n",
"\n",
"# Create helper function to update ant_ID_selector options \n",
"# depending on selected beetle treatment\n",
"@pn.depends(beetle_selector.param.value, watch=True)\n",
"def update_ant_ID_selector(beetle):\n",
" inds = df[\"beetle_treatment\"] == beetle\n",
" options = sorted(list(df.loc[inds, \"ID\"].unique()))\n",
" ant_ID_selector.options = options\n",
"\n",
"\n",
"# Create plotting function\n",
"@pn.depends(\n",
" ant_ID_selector.param.value,\n",
" bodypart_selector.param.value,\n",
" time_interval_slider.param.value_throttled,\n",
")\n",
"def plot_traj_interactive(ant_ID, bodypart, time_range):\n",
" return plot_traj(df, ant_ID, bodypart, time_range)\n",
"\n",
"\n",
"# Set dashboard layout\n",
"widgets = pn.Column(\n",
" pn.Spacer(height=30),\n",
" time_interval_slider,\n",
" pn.Spacer(height=15),\n",
" beetle_selector,\n",
" pn.Spacer(height=15),\n",
" pn.Row(ant_ID_selector, bodypart_selector, width=300),\n",
" width=300,\n",
")\n",
"\n",
"pn.Row(plot_traj_interactive, pn.Spacer(width=20), widgets)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Adding more plots to the dashboard\n",
"\n",
"Let's try adding another plot to our dashboard. We want to add a plot of the x and y position vs time, plotting x and y as a separate path. First, we will build and test the plotting function to make sure it works."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.holoviews_exec.v0+json": "",
"text/html": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"
\n",
"
\n",
""
],
"text/plain": [
":Overlay\n",
" .Curve.X :Curve [time (sec)] (x (cm))\n",
" .Curve.Y :Curve [time (sec)] (y (cm))"
]
},
"execution_count": 16,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "1759"
}
},
"output_type": "execute_result"
}
],
"source": [
"def plot_xy(df, ant_ID, bodypart, time_range=(-np.inf, np.inf)):\n",
" \"\"\"Plot the x and y positions of a beetle over time.\"\"\"\n",
" sub_df = extract_sub_df(df, ant_ID, bodypart, time_range)\n",
"\n",
" x_plot = (\n",
" hv.Curve(data=sub_df, kdims=[\"time (sec)\"], vdims=[\"x (cm)\"], label=\"x\")\n",
" .opts(\n",
" frame_height=100,\n",
" frame_width=500,\n",
" color=bebi103.hv.default_categorical_cmap[0],\n",
" )\n",
" .opts(ylabel=\"position (cm)\")\n",
" )\n",
"\n",
" y_plot = (\n",
" hv.Curve(data=sub_df, kdims=[\"time (sec)\"], vdims=[\"y (cm)\"], label=\"y\")\n",
" .opts(\n",
" frame_height=100,\n",
" frame_width=500,\n",
" color=bebi103.hv.default_categorical_cmap[1],\n",
" )\n",
" .opts(ylabel=\"position (cm)\")\n",
" )\n",
"\n",
" return (x_plot * y_plot).opts(legend_offset=(10, 20))\n",
"\n",
"\n",
"plot_xy(df, 0, \"thorax\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then, we will add our plotting function to our dashboard and use our `@pn.depends` decorator to link our new plot to our interactive elements. Finally, we have to adjust the dashboard layout to our liking."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.holoviews_exec.v0+json": "",
"text/html": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"
\n",
"
\n",
""
],
"text/plain": [
"Column\n",
" [0] Row\n",
" [0] ParamFunction(function)\n",
" [1] Column(width=300)\n",
" [0] Spacer(height=30)\n",
" [1] RangeSlider(end=357.07142857142856, name='time (sec)', step=1, value=(0.0, 357.07142857142856), value_throttled=(0.0, 357.07142857142856))\n",
" [2] Spacer(height=15)\n",
" [3] Select(name='beetle treatment', options=['dalotia', 'sceptobius'], value='dalotia')\n",
" [4] Spacer(height=15)\n",
" [5] Row(width=300)\n",
" [0] Select(name='Ant ID', options=[0, 1, 2, 3, 4, 5], value=0)\n",
" [1] Select(name='body part', options=['abdomen', 'antenna_left'...], value='thorax')\n",
" [1] Spacer(height=15)\n",
" [2] Row\n",
" [0] ParamFunction(function)"
]
},
"execution_count": 17,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "1977"
}
},
"output_type": "execute_result"
}
],
"source": [
"# Create plotting function for x and y vs time\n",
"@pn.depends(\n",
" ant_ID_selector.param.value,\n",
" bodypart_selector.param.value,\n",
" time_interval_slider.param.value_throttled,\n",
")\n",
"def plot_xy_interactive(ant_ID, bodypart, time_range):\n",
" return plot_xy(df, ant_ID, bodypart, time_range)\n",
"\n",
"# Build the layout of the dashboard\n",
"row1 = pn.Row(plot_traj_interactive, widgets)\n",
"row2 = pn.Row(plot_xy_interactive)\n",
"pn.Column(row1, pn.Spacer(height=15), row2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks nice! Let's add one more plot, one for the cumulative distance traveled by an ant over time. First, we can compute the distance traveld for each ant."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"def distance_traveled(df):\n",
" x_diff = df['x (cm)'].diff()\n",
" y_diff = df['y (cm)'].diff()\n",
" return np.cumsum(np.sqrt(x_diff**2 + y_diff**2))\n",
"\n",
"\n",
"df[\"distance traveled (cm)\"] = (\n",
" df.groupby([\"ID\", \"bodypart\"])\n",
" .apply(distance_traveled)\n",
" .reset_index(level=[\"ID\", \"bodypart\"], drop=True)\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can write a function to make the plot we want and take a look at it. (Again, such a function would be in the package you develop for your analysis pipeline.)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.holoviews_exec.v0+json": "",
"text/html": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"
\n",
"
\n",
""
],
"text/plain": [
":Curve [time (sec)] (distance traveled (cm),ID,bodypart)"
]
},
"execution_count": 19,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "2376"
}
},
"output_type": "execute_result"
}
],
"source": [
"def plot_distance_traveled(df, ant_ID, bodypart, time_range=(-np.inf, np.inf)):\n",
" \"\"\"Make a plot of distance traveled.\"\"\"\n",
" sub_df = extract_sub_df(df, ant_ID, bodypart, time_range)\n",
"\n",
" return hv.Curve(\n",
" data=sub_df,\n",
" kdims=['time (sec)'],\n",
" vdims=['distance traveled (cm)', 'ID', 'bodypart']\n",
" ).opts(\n",
" frame_height=200,\n",
" frame_width=200\n",
" )\n",
"\n",
"plot_distance_traveled(df, 0, 'thorax')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks good! Now let's put on a wrapper and a decorator and add it to our dashboard!"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.holoviews_exec.v0+json": "",
"text/html": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"
\n",
"
\n",
""
],
"text/plain": [
"Row\n",
" [0] Column\n",
" [0] Row\n",
" [0] ParamFunction(function)\n",
" [1] Spacer(width=20)\n",
" [2] ParamFunction(function)\n",
" [1] Spacer(height=15)\n",
" [2] Row\n",
" [0] ParamFunction(function)\n",
" [1] Spacer(width=20)\n",
" [2] Column(width=300)\n",
" [0] Spacer(height=30)\n",
" [1] RangeSlider(end=357.07142857142856, name='time (sec)', step=1, value=(0.0, 357.07142857142856), value_throttled=(0.0, 357.07142857142856))\n",
" [2] Spacer(height=15)\n",
" [3] Select(name='beetle treatment', options=['dalotia', 'sceptobius'], value='dalotia')\n",
" [4] Spacer(height=15)\n",
" [5] Row(width=300)\n",
" [0] Select(name='Ant ID', options=[0, 1, 2, 3, 4, 5], value=0)\n",
" [1] Select(name='body part', options=['abdomen', 'antenna_left'...], value='thorax')"
]
},
"execution_count": 20,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": "2481"
}
},
"output_type": "execute_result"
}
],
"source": [
"@pn.depends(\n",
" ant_ID_selector.param.value,\n",
" bodypart_selector.param.value,\n",
" time_interval_slider.param.value_throttled,\n",
")\n",
"def plot_distance_traveled_interactive(ant_ID, bodypart, time_range):\n",
" return plot_distance_traveled(df, ant_ID, bodypart, time_range)\n",
"\n",
"\n",
"row1 = pn.Row(plot_traj_interactive, pn.Spacer(width=20), plot_distance_traveled_interactive)\n",
"row2 = pn.Row(plot_xy_interactive)\n",
"col1 = pn.Column(row1, pn.Spacer(height=15), row2)\n",
"pn.Row(col1, pn.Spacer(width=20), widgets)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks great! Just what we sketched.... But can you think of improvements you would like to make? Dashboarding is often an iterative process wherein you sketch a dashboard, make it, sketch an improved dashboard, make it, etc."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Computing environment"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPython 3.8.5\n",
"IPython 7.18.1\n",
"\n",
"numpy 1.19.1\n",
"scipy 1.5.0\n",
"pandas 1.1.3\n",
"bokeh 2.2.3\n",
"holoviews 1.13.4\n",
"panel 0.9.7\n",
"bebi103 0.1.1\n",
"jupyterlab 2.2.6\n"
]
}
],
"source": [
"%load_ext watermark\n",
"%watermark -v -p numpy,scipy,pandas,bokeh,holoviews,panel,bebi103,jupyterlab"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}