diff --git a/src/components/top-matter/OnThisDay.vue b/src/components/top-matter/OnThisDay.vue
index 39b12022..9a1a7c42 100644
--- a/src/components/top-matter/OnThisDay.vue
+++ b/src/components/top-matter/OnThisDay.vue
@@ -115,10 +115,16 @@ export default class OnThisDay extends Mixins(GlobalMixin) {
             yearObj.photos.push(photo);
         }
 
-        // Randomly choose preview photo
+        // For each year, randomly choose 10 photos to display
         for (const year of this.years) {
-            const index = Math.floor(Math.random() * year.photos.length);
-            year.preview = year.photos[index];
+            year.photos = utils.randomSubarray(year.photos, 10);
+        }
+
+        // Choose preview photo
+        for (const year of this.years) {
+            // Try to prioritize landscape photos
+            const landscape = year.photos.filter(p => p.w > p.h);
+            year.preview =  utils.randomChoice(landscape) || utils.randomChoice(year.photos);
             year.url = getPreviewUrl(year.preview.fileid, year.preview.etag, false, 512);
         }
 
diff --git a/src/services/Utils.ts b/src/services/Utils.ts
index c8335b13..c05fd0fd 100644
--- a/src/services/Utils.ts
+++ b/src/services/Utils.ts
@@ -123,6 +123,27 @@ export function roundHalf(num: number) {
     return Math.round(num * 2) / 2;
 }
 
+/** Choose a random element from an array */
+export function randomChoice(arr: any[]) {
+    return arr[Math.floor(Math.random() * arr.length)];
+}
+
+/**
+ * Choose a random sub array from an array
+ * https://stackoverflow.com/a/11935263/4745239
+ */
+export function randomSubarray(arr: any[], size: number) {
+    if (arr.length <= size) return arr;
+    var shuffled = arr.slice(0), i = arr.length, min = i - size, temp, index;
+    while (i-- > min) {
+        index = Math.floor((i + 1) * Math.random());
+        temp = shuffled[index];
+        shuffled[index] = shuffled[i];
+        shuffled[i] = temp;
+    }
+    return shuffled.slice(min);
+}
+
 /**
  * Convert server-side flags to bitmask
  * @param photo Photo to process