diff --git a/CHANGELOG.md b/CHANGELOG.md
index 3363848..ed03740 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,3 +1,9 @@
+## [5.1.1](https://github.com/deshaw/jupyterlab-pyflyby/compare/v5.1.0...v5.1.1) (2024-02-20)
+
+### Fixed
+
+- Clean up notebook after running tidy-imports
+
 ## [5.1.0](https://github.com/deshaw/jupyterlab-pyflyby/compare/v5.0.0...v5.1.0) (2023-11-21)
 
 ### Added
diff --git a/package.json b/package.json
index 39cc73d..2ff09d6 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "@deshaw/jupyterlab-pyflyby",
-  "version": "5.1.0",
+  "version": "5.1.1",
   "description": "A labextension to integrate pyflyby with notebooks",
   "keywords": [
     "jupyter",
diff --git a/src/index.tsx b/src/index.tsx
index f23dee5..be6826f 100644
--- a/src/index.tsx
+++ b/src/index.tsx
@@ -228,6 +228,7 @@ class PyflyByWidget extends Widget {
     let position = findLinePos(model.cells.get(pyflybyCellIndex));
 
     if (position === -1) {
+      pyflybyCellIndex = 0;
       cell = this._context.model.sharedModel.insertCell(0, {
         source: `${PYFLYBY_START_MSG}\n\n${PYFLYBY_END_MSG}`,
         cell_type: 'code',
@@ -318,7 +319,7 @@ class PyflyByWidget extends Widget {
     for (let i = 0; i < cellArray.length; ++i) {
       const cell = cells.get(i);
       const model = cell.sharedModel;
-      model.setSource(cellArray[i].text);
+      model.setSource(cellArray[i].text.trim());
     }
 
     const joinedImports = imports.trim();
@@ -356,6 +357,39 @@ class PyflyByWidget extends Widget {
           [PYFLYBY_START_MSG, joinedImports, PYFLYBY_END_MSG].join('\n')
         );
     }
+
+    this._cleanupNotebook();
+  }
+
+  _cleanupNotebook() {
+    const cells = this._context.model.cells;
+    const cellsToDelete: number[] = [];
+    for (let i = 0; i < cells.length; ++i) {
+      const cell = cells.get(i);
+      const lines = cell.sharedModel.getSource().split('\n');
+      let shouldDelete = true;
+      for (let j = 0; j < lines.length; ++j) {
+        const line = lines[j].trim();
+        // We are conservative here to only delete the cells which are empty or
+        // just have pyflyby messages
+        if (
+          line !== '' &&
+          line !== PYFLYBY_START_MSG &&
+          line !== PYFLYBY_END_MSG
+        ) {
+          shouldDelete = false;
+        }
+      }
+      if (shouldDelete) {
+        cellsToDelete.push(i);
+      }
+    }
+
+    this._context.model.sharedModel.transact(() => {
+      for (let i = cellsToDelete.length - 1; i >= 0; --i) {
+        this._context.model.sharedModel.deleteCell(cellsToDelete[i]);
+      }
+    });
   }
 
   _fastStringHash(str: string) {
diff --git a/yarn.lock b/yarn.lock
index 8c6fce8..fc43ef7 100644
--- a/yarn.lock
+++ b/yarn.lock
@@ -5,59 +5,67 @@ __metadata:
   version: 6
   cacheKey: 8
 
+"@aashutoshrathi/word-wrap@npm:^1.2.3":
+  version: 1.2.6
+  resolution: "@aashutoshrathi/word-wrap@npm:1.2.6"
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+  languageName: node
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+
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+    chalk: ^2.4.2
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+"@babel/helper-validator-identifier@npm:^7.22.20":
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-  resolution: "@codemirror/commands@npm:6.2.4"
+  version: 6.3.3
+  resolution: "@codemirror/commands@npm:6.3.3"
   dependencies:
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-    "@codemirror/state": ^6.2.0
+    "@codemirror/state": ^6.4.0
     "@codemirror/view": ^6.0.0
-    "@lezer/common": ^1.0.0
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-  resolution: "@codemirror/lang-css@npm:6.2.0"
+  version: 6.2.1
+  resolution: "@codemirror/lang-css@npm:6.2.1"
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+  checksum: 5a8457ee8a4310030a969f2d3128429f549c4dc9b7907ee8888b42119c80b65af99093801432efdf659b8ec36a147d2a947bc1ecbbf69a759395214e3f4834a8
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-  resolution: "@codemirror/lang-html@npm:6.4.3"
+  version: 6.4.8
+  resolution: "@codemirror/lang-html@npm:6.4.8"
   dependencies:
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     "@codemirror/lang-css": ^6.0.0
     "@codemirror/lang-javascript": ^6.0.0
     "@codemirror/language": ^6.4.0
     "@codemirror/state": ^6.0.0
-    "@codemirror/view": ^6.2.2
+    "@codemirror/view": ^6.17.0
     "@lezer/common": ^1.0.0
     "@lezer/css": ^1.1.0
     "@lezer/html": ^1.3.0
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+  checksum: 9aec56c333cc06f9e4bb6d09806ae83e4a7f235a26b3244010e2dcea83a923cfcd7bec84904b8a59bc81256b0bb579a52bf5614962dad031d7577db1c49a216a
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-  version: 6.1.8
-  resolution: "@codemirror/lang-javascript@npm:6.1.8"
+  version: 6.2.1
+  resolution: "@codemirror/lang-javascript@npm:6.2.1"
   dependencies:
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     "@codemirror/language": ^6.6.0
     "@codemirror/lint": ^6.0.0
     "@codemirror/state": ^6.0.0
-    "@codemirror/view": ^6.0.0
+    "@codemirror/view": ^6.17.0
     "@lezer/common": ^1.0.0
     "@lezer/javascript": ^1.0.0
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+  checksum: 3df38c4cced06195283a9a2a9365aaa7c8c1b157852b331bc3a118403f774bbba57d2a392de52f5e28d2b344a323bc0146bcf7c8ef8be2473f167d815e4a37cd
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-  version: 6.1.1
-  resolution: "@codemirror/lang-markdown@npm:6.1.1"
+  version: 6.2.4
+  resolution: "@codemirror/lang-markdown@npm:6.2.4"
   dependencies:
+    "@codemirror/autocomplete": ^6.7.1
     "@codemirror/lang-html": ^6.0.0
     "@codemirror/language": ^6.3.0
     "@codemirror/state": ^6.0.0
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-    "@lezer/common": ^1.0.0
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     "@lezer/markdown": ^1.0.0
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-  resolution: "@codemirror/lang-python@npm:6.1.2"
+"@codemirror/lang-python@npm:^6.1.3":
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     picocolors: ^1.0.0
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-  resolution: "vscode-languageserver-protocol@npm:3.17.3"
+  version: 3.17.5
+  resolution: "vscode-languageserver-protocol@npm:3.17.5"
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+"vscode-languageserver-types@npm:3.17.5":
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-  resolution: "webpack-cli@npm:5.1.1"
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     commander: ^10.0.1
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-  resolution: "webpack-merge@npm:5.8.0"
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+  resolution: "webpack-merge@npm:5.10.0"
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-  resolution: "webpack@npm:5.83.1"
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+  resolution: "webpack@npm:5.90.1"
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-    browserslist: ^4.14.5
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+    browserslist: ^4.21.10
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     webpack-sources: ^3.2.3
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-  resolution: "which-typed-array@npm:1.1.9"
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 "ws@npm:^8.11.0":
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-  resolution: "ws@npm:8.13.0"
+  version: 8.16.0
+  resolution: "ws@npm:8.16.0"
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-  resolution: "y-protocols@npm:1.0.5"
+  version: 1.0.6
+  resolution: "y-protocols@npm:1.0.6"
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-  resolution: "yjs@npm:13.6.1"
+  version: 13.6.12
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