diff --git a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/masked_modelling.ipynb b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/masked_modelling.ipynb
index 511e2f94..ad233a57 100644
--- a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/masked_modelling.ipynb
+++ b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/masked_modelling.ipynb
@@ -62,7 +62,7 @@
     "\n",
     "We need to load the model from the Huggingface hub into the [BucketFS](https://docs.exasol.com/db/latest/database_concepts/bucketfs/bucketfs.htm). This could potentially be a long process. Unfortunately, we cannot tell exactly when it has finished. The notebook's hourglass may not be a reliable indicator. [BucketFS](https://docs.exasol.com/db/latest/database_concepts/bucketfs/bucketfs.htm) will still be doing some work when the call issued by the notebook returns. Please wait for a few moments after that, before querying the model.\n",
     "\n",
-    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of demonstration, this is not important, the model should still be able to produce some meaningful output."
+    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of this demonstration, it is not important, the model should still be able to produce some meaningful output."
    ]
   },
   {
diff --git a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/question_answering.ipynb b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/question_answering.ipynb
index 77c505b7..5a72183c 100644
--- a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/question_answering.ipynb
+++ b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/question_answering.ipynb
@@ -62,7 +62,7 @@
     "\n",
     "We need to load the model from the Huggingface hub into the [BucketFS](https://docs.exasol.com/db/latest/database_concepts/bucketfs/bucketfs.htm). This could potentially be a long process. Unfortunately, we cannot tell exactly when it has finished. The notebook's hourglass may not be a reliable indicator. BucketFS will still be doing some work when the call issued by the notebook returns. Please wait for a few moments after that, before querying the model.\n",
     "\n",
-    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of demonstration, this is not important, the model should still be able to produce some meaningful output."
+    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of this demonstration, it is not important, the model should still be able to produce some meaningful output."
    ]
   },
   {
diff --git a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/sequence_classification.ipynb b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/sequence_classification.ipynb
index c4752067..061c9d57 100644
--- a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/sequence_classification.ipynb
+++ b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/sequence_classification.ipynb
@@ -63,7 +63,7 @@
     "\n",
     "We need to load the model from the Huggingface hub into the [BucketFS](https://docs.exasol.com/db/latest/database_concepts/bucketfs/bucketfs.htm). This could potentially be a long process. Unfortunately, we cannot tell exactly when it has finished. The notebook's hourglass may not be a reliable indicator. BucketFS will still be doing some work when the call issued by the notebook returns. Please wait for a few moments after that, before querying the model.\n",
     "\n",
-    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of demonstration, this is not important, the model should still be able to produce some meaningful output."
+    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of this demonstration, it is not important, the model should still be able to produce some meaningful output."
    ]
   },
   {
diff --git a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/text_generation.ipynb b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/text_generation.ipynb
index b9e48977..cd1c4b9b 100644
--- a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/text_generation.ipynb
+++ b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/text_generation.ipynb
@@ -44,7 +44,7 @@
     "\n",
     "We need to load the model from the Huggingface hub into the [BucketFS](https://docs.exasol.com/db/latest/database_concepts/bucketfs/bucketfs.htm). This could potentially be a long process. Unfortunately, we cannot tell exactly when it has finished. The notebook's hourglass may not be a reliable indicator. BucketFS will still be doing some work when the call issued by the notebook returns. Please wait for a few moments after that, before querying the model.\n",
     "\n",
-    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of demonstration, this is not important, the model should still be able to produce some meaningful output."
+    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of this demonstration, it is not important, the model should still be able to produce some meaningful output."
    ]
   },
   {
diff --git a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/token_classification.ipynb b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/token_classification.ipynb
index e6b99dbe..309a0b48 100644
--- a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/token_classification.ipynb
+++ b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/token_classification.ipynb
@@ -62,7 +62,7 @@
     "\n",
     "We need to load the model from the Huggingface hub into the [BucketFS](https://docs.exasol.com/db/latest/database_concepts/bucketfs/bucketfs.htm). This could potentially be a long process. Unfortunately, we cannot tell exactly when it has finished. The notebook's hourglass may not be a reliable indicator. BucketFS will still be doing some work when the call issued by the notebook returns. Please wait for a few moments after that, before querying the model.\n",
     "\n",
-    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of demonstration, this is not important, the model should still be able to produce some meaningful output."
+    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of this demonstration, it is not important, the model should still be able to produce some meaningful output."
    ]
   },
   {
diff --git a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/translation.ipynb b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/translation.ipynb
index ecf3ae05..64d740d9 100644
--- a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/translation.ipynb
+++ b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/translation.ipynb
@@ -63,7 +63,7 @@
     "\n",
     "We need to load the model from the Huggingface hub into the [BucketFS](https://docs.exasol.com/db/latest/database_concepts/bucketfs/bucketfs.htm). This could potentially be a long process. Unfortunately, we cannot tell exactly when it has finished. The notebook's hourglass may not be a reliable indicator. BucketFS will still be doing some work when the call issued by the notebook returns. Please wait for a few moments after that, before querying the model.\n",
     "\n",
-    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of demonstration, this is not important, the model should still be able to produce some meaningful output."
+    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of this demonstration, it is not important, the model should still be able to produce some meaningful output."
    ]
   },
   {
diff --git a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/zero_shot_classification.ipynb b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/zero_shot_classification.ipynb
index 37ba3776..0d3ad7db 100644
--- a/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/zero_shot_classification.ipynb
+++ b/exasol/ds/sandbox/runtime/ansible/roles/jupyter/files/notebook/transformers/zero_shot_classification.ipynb
@@ -62,7 +62,7 @@
     "\n",
     "We need to load the model from the Huggingface hub into the [BucketFS](https://docs.exasol.com/db/latest/database_concepts/bucketfs/bucketfs.htm). This could potentially be a long process. Unfortunately, we cannot tell exactly when it has finished. The notebook's hourglass may not be a reliable indicator. BucketFS will still be doing some work when the call issued by the notebook returns. Please wait for a few moments after that, before querying the model.\n",
     "\n",
-    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of demonstration, this is not important, the model should still be able to produce some meaningful output."
+    "You might see a warning that some weights are newly initialized and the model should be trained on a down-steam task. Please ignore this warning. For the purpose of this demonstration, it is not important, the model should still be able to produce some meaningful output."
    ]
   },
   {