From 6e8448f22f41eca9c614119af7e1532bd4b87ad0 Mon Sep 17 00:00:00 2001
From: "Carlos A. Iglesias" <cif2cif@gmail.com>
Date: Thu, 24 Apr 2025 18:31:56 +0200
Subject: [PATCH] Update 0_2_NLP_Assignment.ipynb

---
 nlp/0_2_NLP_Assignment.ipynb | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/nlp/0_2_NLP_Assignment.ipynb b/nlp/0_2_NLP_Assignment.ipynb
index 22c7ddd..303c435 100644
--- a/nlp/0_2_NLP_Assignment.ipynb
+++ b/nlp/0_2_NLP_Assignment.ipynb
@@ -82,7 +82,7 @@
     }
    },
    "source": [
-    "### 1. List the first 10 tokens of the doc"
+    "### 1. List the first 10 tokens of the doc."
    ]
   },
   {
@@ -149,7 +149,7 @@
     }
    },
    "source": [
-    "###  7. Visualize the dependency grammar analysis of the second sentence"
+    "###  7. Visualize the dependency grammar analysis of the second sentence."
    ]
   },
   {
@@ -178,7 +178,7 @@
     }
    },
    "source": [
-    "### 9. List frequencies of POS in the document in a table "
+    "### 9. List the frequencies of POS in the document in a table."
    ]
   },
   {
@@ -191,7 +191,7 @@
    "source": [
     "### 10. Preprocessing\n",
     "\n",
-    "Remove from the doc stopwords, digits and punctuation.\n",
+    "Remove from the doc stopwords, digits, and punctuation.\n",
     "\n",
     "Hint: check the token api https://spacy.io/api/token\n",
     "\n",
@@ -207,7 +207,7 @@
    },
    "source": [
     "### 11. Entities of the document\n",
-    "Print the entities of the document, the type of the entity and what the explanation of the entity in a table with three columns.\n",
+    "Print the entities of the document, the type of the entity, and the explanation of the entity in a table with three columns.\n",
     "\n",
     "Example:\n",
     "\n",
@@ -223,7 +223,7 @@
    },
    "source": [
     "### 12. Visualize the entities\n",
-    "Show the entities in a graph."
+    "Show the entities highlighted in the text."
    ]
   },
   {
@@ -236,7 +236,7 @@
    "source": [
     "# Movie review\n",
     "\n",
-    "Classify the rmoview reviews from the following dataset  https://data.world/rajeevsharma993/movie-reviews"
+    "Classify the movie reviews from the following dataset  https://data.world/rajeevsharma993/movie-reviews"
    ]
   },
   {