diff --git a/common/known-removable-phrases.js b/common/known-removable-phrases.js
index f4316059..81103add 100644
--- a/common/known-removable-phrases.js
+++ b/common/known-removable-phrases.js
@@ -980,7 +980,7 @@ const knownRemovablePhrases = [
   "Only 4 Days to Go:",
   "Only 3 Days to Go:",
   "Only 2 Days to Go:",
-  "Only 1 Days to Go:",
+  "Only 1 Day to Go:",
   "Open Captioned Previews",
   "Open City Documentary Festival Combined Programme:",
   "Open City Documentary Festival:",
diff --git a/common/tests/test-titles.json b/common/tests/test-titles.json
index edbfafc8..ce82f2e2 100644
--- a/common/tests/test-titles.json
+++ b/common/tests/test-titles.json
@@ -85282,5 +85282,29 @@
   {
     "input": "The Last Guest of the Holloway Motel + Directors Q&A",
     "output": "last guest of the holloway motel"
+  },
+  {
+    "input": "London's Last Wilderness at the Close Up Cinema Shoreditch.",
+    "output": "londons last wilderness"
+  },
+  {
+    "input": "Only 1 Day to Go: Tangerine (2015)",
+    "output": "tangerine (2015)"
+  },
+  {
+    "input": "Get to Know Your Camera Like a Pro - One Day Intensive Workshop: Photography Workshop with Hannah Davis",
+    "output": "get to know your camera like a pro"
+  },
+  {
+    "input": "Immersed In Shadows: Premiere Screening + Q&A",
+    "output": "immersed in shadows"
+  },
+  {
+    "input": "Portraits With Confidence - One Day Intensive Workshop for Beginners: Photography Workshop with Hannah Davis",
+    "output": "portraits with confidence"
+  },
+  {
+    "input": "Somewhere To Stay",
+    "output": "somewhere to stay"
   }
 ]
diff --git a/common/utils.js b/common/utils.js
index 046c592e..1f4ea368 100644
--- a/common/utils.js
+++ b/common/utils.js
@@ -770,6 +770,9 @@ const isPrivateHire = (title = "") =>
   basicNormalize(title).includes("conferencing 6 hour") ||
   basicNormalize(title).includes("do not book");
 
+const isOnline = (title = "") =>
+  basicNormalize(title).includes("online workshop");
+
 // Backoff schedule (ms) for an overloaded model (502/503). Observed 503 "high
 // demand" failures cluster into bad windows of up to ~12 min rather than being
 // independent, so a higher attempt count alone doesn't help — total elapsed
@@ -912,6 +915,7 @@ module.exports = {
   getId,
   generateShowingId,
   isPrivateHire,
+  isOnline,
   runLlmFunction,
   getValidClassification,
   parseTitleAndClassification,
diff --git a/scripts/transform/index.js b/scripts/transform/index.js
index b6516c05..bf4cfbef 100644
--- a/scripts/transform/index.js
+++ b/scripts/transform/index.js
@@ -5,6 +5,7 @@ const {
   basicNormalize,
   removeMatchingHints,
   isPrivateHire,
+  isOnline,
 } = require("../../common/utils");
 const { isSportShowing } = require("../../common/is-sport-showing");
 const { getCinema } = require("../../cinemas");
@@ -123,6 +124,7 @@ async function transform(
     for (const movie of previousReleaseData) {
       // Don't bring unbookable events back in
       if (isPrivateHire(movie.title)) continue;
+      if (isOnline(movie.title)) continue;
 
       // Don't bring sports showings back in
       if (isSportShowing(movie)) continue;