Update AuxiliaryFunctions.ipynb

notebooks/AuxiliaryFunctions.ipynb

@@ -11,7 +11,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "This notebook will you through a few auxiliary functions provided by UniTVelo. They are used to facilitate the RNA velocity research and relevant analysis when hardware is a bottleneck, especially GPU resources. The script of choosing the suitable modes is also provided.\n",
+    "This notebook will walk you through a few auxiliary functions provided by UniTVelo. They are used to facilitate the RNA velocity research and relevant analysis when hardware is a bottleneck, especially GPU resources. The script of choosing the suitable modes is also provided.\n",
     "\n",
     "We will use human erythroid development dataset in this tutorial (4 clusters & 37k cells in total)."
    ]
@@ -31,7 +31,7 @@
     "\n",
     "We define two special scenarios when independent time should be used (see Methods section of manuscript), and we provide a reference script `utv.utils.choose_mode(adata, label)` for choosing modes,\n",
     "- Datasets with cell cycle phase included.\n",
-    "- Datasets with very sparse cell types visualized in low dimentional embeddings.\n",
+    "- Datasets with very sparse cell types visualized in low dimensional embeddings.\n",
     "\n",
     "This script should work as a reference only. Sometimes both modes should be tried."
    ]