diff --git a/README.md b/README.md
index c6b3c66233..7adbf4ac88 100644
--- a/README.md
+++ b/README.md
@@ -1032,6 +1032,7 @@ To control how the quantitative dimensions *x* and *y* are divided into bins, th
 * **thresholds** - the threshold values; see below
 * **domain** - values outside the domain will be omitted
 * **cumulative** - if positive, each bin will contain all lesser bins
+* **empty** - whether to include empty bins; false by default
 
 If the **domain** option is not specified, it defaults to the minimum and maximum of the corresponding dimension (*x* or *y*), possibly niced to match the threshold interval to ensure that the first and last bin have the same width as other bins. If **cumulative** is negative (-1 by convention), each bin will contain all *greater* bins rather than all *lesser* bins, representing the [complementary cumulative distribution](https://en.wikipedia.org/wiki/Cumulative_distribution_function#Complementary_cumulative_distribution_function_.28tail_distribution.29).
 
diff --git a/src/transforms/bin.js b/src/transforms/bin.js
index b3e068cc3f..ca7f281223 100644
--- a/src/transforms/bin.js
+++ b/src/transforms/bin.js
@@ -96,10 +96,10 @@ function binn(
           for (const [k, g] of maybeGroup(I, K)) {
             for (const [x1, x2, fx] of BX) {
               const bb = fx(g);
-              if (bb.length === 0) continue;
+              if (bx && bb.length === 0 && !bx.empty) continue;
               for (const [y1, y2, fy] of BY) {
                 const b = fy(bb);
-                if (b.length === 0) continue;
+                if (by && b.length === 0 && !by.empty) continue;
                 groupFacet.push(i++);
                 groupData.push(reduceData.reduce(b, data));
                 if (K) GK.push(k);
@@ -124,12 +124,13 @@ function binn(
   };
 }
 
-function maybeBinValue(value, {cumulative, domain, thresholds} = {}, defaultValue) {
+function maybeBinValue(value, {cumulative, domain, thresholds, empty} = {}, defaultValue) {
   value = {...maybeValue(value)};
   if (value.domain === undefined) value.domain = domain;
   if (value.cumulative === undefined) value.cumulative = cumulative;
   if (value.thresholds === undefined) value.thresholds = thresholds;
   if (value.value === undefined) value.value = defaultValue;
+  value.empty = !!empty; // Note: cannot be set per-dimension
   value.thresholds = maybeThresholds(value.thresholds);
   return value;
 }
@@ -144,7 +145,7 @@ function maybeBinValueTuple(options = {}) {
 
 function maybeBin(options) {
   if (options == null) return;
-  const {value, cumulative, domain = extent, thresholds} = options;
+  const {value, cumulative, domain = extent, thresholds, empty} = options;
   const bin = data => {
     const V = valueof(data, value);
     const bin = binner().value(i => V[i]);
@@ -165,8 +166,10 @@ function maybeBin(options) {
     }
     let bins = bin(range(data)).map(binset);
     if (cumulative) bins = (cumulative < 0 ? bins.reverse() : bins).map(bincumset);
-    return bins.filter(nonempty2).map(binfilter);
+    if (!empty) bins = bins.filter(nonempty2);
+    return bins.map(binfilter);
   };
+  bin.empty = empty;
   bin.label = labelof(value);
   return bin;
 }
diff --git a/test/data/availability.csv b/test/data/availability.csv
new file mode 100644
index 0000000000..e612043a82
--- /dev/null
+++ b/test/data/availability.csv
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\ No newline at end of file
diff --git a/test/output/availability.svg b/test/output/availability.svg
new file mode 100644
index 0000000000..d200bcaa0f
--- /dev/null
+++ b/test/output/availability.svg
@@ -0,0 +1,51 @@
+<svg class="plot" fill="currentColor" text-anchor="middle" width="640" height="180" viewBox="0 0 640 180" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
+  <g transform="translate(40,0)" fill="none" text-anchor="end">
+    <g class="tick" opacity="1" transform="translate(0,150.5)">
+      <line stroke="currentColor" x2="-6"></line><text fill="currentColor" x="-9" dy="0.32em">0</text>
+    </g>
+    <g class="tick" opacity="1" transform="translate(0,124.5)">
+      <line stroke="currentColor" x2="-6"></line><text fill="currentColor" x="-9" dy="0.32em">1</text>
+    </g>
+    <g class="tick" opacity="1" transform="translate(0,98.5)">
+      <line stroke="currentColor" x2="-6"></line><text fill="currentColor" x="-9" dy="0.32em">2</text>
+    </g>
+    <g class="tick" opacity="1" transform="translate(0,72.5)">
+      <line stroke="currentColor" x2="-6"></line><text fill="currentColor" x="-9" dy="0.32em">3</text>
+    </g>
+    <g class="tick" opacity="1" transform="translate(0,46.49999999999999)">
+      <line stroke="currentColor" x2="-6"></line><text fill="currentColor" x="-9" dy="0.32em">4</text>
+    </g>
+    <g class="tick" opacity="1" transform="translate(0,20.5)">
+      <line stroke="currentColor" x2="-6"></line><text fill="currentColor" x="-9" dy="0.32em">5</text>
+    </g><text fill="currentColor" transform="translate(-40,20)" dy="-1em" text-anchor="start">↑ value</text>
+  </g>
+  <g transform="translate(0,150)" fill="none" text-anchor="middle">
+    <g class="tick" opacity="1" transform="translate(41.07539682539683,0)">
+      <line stroke="currentColor" y2="6"></line><text fill="currentColor" y="9" dy="0.71em">2020</text>
+    </g>
+    <g class="tick" opacity="1" transform="translate(145.79761904761904,0)">
+      <line stroke="currentColor" y2="6"></line><text fill="currentColor" y="9" dy="0.71em">April</text>
+    </g>
+    <g class="tick" opacity="1" transform="translate(250.51984126984127,0)">
+      <line stroke="currentColor" y2="6"></line><text fill="currentColor" y="9" dy="0.71em">July</text>
+    </g>
+    <g class="tick" opacity="1" transform="translate(356.3928571428571,0)">
+      <line stroke="currentColor" y2="6"></line><text fill="currentColor" y="9" dy="0.71em">October</text>
+    </g>
+    <g class="tick" opacity="1" transform="translate(462.265873015873,0)">
+      <line stroke="currentColor" y2="6"></line><text fill="currentColor" y="9" dy="0.71em">2021</text>
+    </g>
+    <g class="tick" opacity="1" transform="translate(565.8373015873017,0)">
+      <line stroke="currentColor" y2="6"></line><text fill="currentColor" y="9" dy="0.71em">April</text>
+    </g>
+  </g>
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+  </g>
+  <g stroke="currentColor" transform="translate(0,0.5)">
+    <line x1="40" x2="620" y1="150" y2="150"></line>
+  </g>
+</svg>
\ No newline at end of file
diff --git a/test/plots/availability.js b/test/plots/availability.js
new file mode 100644
index 0000000000..46bddf6dd4
--- /dev/null
+++ b/test/plots/availability.js
@@ -0,0 +1,41 @@
+import * as Plot from "@observablehq/plot";
+import * as d3 from "d3";
+
+export default async function() {
+  const data = await d3.csv("data/availability.csv", d3.autoType);
+  return Plot.plot({
+    marks: [
+      Plot.areaY(
+        data,
+        Plot.binX(
+          { y: "sum" },
+          {
+            x: "date",
+            y: "value",
+            sort: "date",
+            curve: "step",
+            empty: true,
+            thresholds: d3.utcDay,
+            fill: "#f2f2fe"
+          }
+        )
+      ),
+      Plot.line(
+        data,
+        Plot.binX(
+          { y: "sum" },
+          {
+            x: "date",
+            y: "value",
+            sort: "date",
+            curve: "step",
+            empty: true,
+            thresholds: d3.utcDay
+          }
+        )
+      ),
+      Plot.ruleY([0])
+    ],
+    height: 180
+  });
+}
diff --git a/test/plots/index.js b/test/plots/index.js
index 694adcd6ec..be11c78faa 100644
--- a/test/plots/index.js
+++ b/test/plots/index.js
@@ -14,6 +14,7 @@ export {default as athletesSportSex} from "./athletes-sport-sex.js";
 export {default as athletesSportWeight} from "./athletes-sport-weight.js";
 export {default as athletesWeight} from "./athletes-weight.js";
 export {default as athletesWeightCumulative} from "./athletes-weight-cumulative.js";
+export {default as availability} from "./availability.js";
 export {default as ballotStatusRace} from "./ballot-status-race.js";
 export {default as beckerBarley} from "./becker-barley.js";
 export {default as caltrain} from "./caltrain.js";