Fix: Change wording

app.py

@@ -5,7 +5,6 @@ import random
 from spacy.tokens import Span
 import gradio as gr
 import pandas as pd
-# import cairosvg
 import base64
 
 
@@ -166,12 +165,12 @@ with demo:
             with gr.Column():
                 gr.Markdown("# Pipeline Visualizer")
                 gr.Markdown(
-                    "### Visualize parts of the spaCy pipeline in an interactive demo")
+                    "### Visualize parts of the spaCy pipeline in an interactive Gradio demo")
             with gr.Column():
                 gr.Image("pipeline.svg")
     with gr.Box():
         with gr.Column():
-            gr.Markdown(" ## Choose a language model and text")
+            gr.Markdown(" ## Choose a language model and the inputted text")
             with gr.Row():
                 with gr.Column():
                     model_input = gr.Dropdown(
@@ -196,7 +195,7 @@ with demo:
             with gr.Row():
                 with gr.Column():
                     gr.Markdown(
-                        "## [Dependency Parser](https://spacy.io/usage/visualizers#dep)")
+                        "## [🔗 Dependency Parser](https://spacy.io/usage/visualizers#dep)")
                     gr.Markdown(
                         "The dependency visualizer shows part-of-speech tags and syntactic dependencies")
                 with gr.Column():
@@ -232,7 +231,7 @@ with demo:
             with gr.Row():
                 with gr.Column():
                     gr.Markdown(
-                        "## [Entity Recognizer](https://spacy.io/usage/visualizers#ent)")
+                        "## [🔗 Entity Recognizer](https://spacy.io/usage/visualizers#ent)")
                     gr.Markdown(
                         "The entity visualizer highlights named entities and their labels in a text")
                 with gr.Column():
@@ -251,7 +250,7 @@ with demo:
             with gr.Row():
                 with gr.Column():
                     gr.Markdown(
-                        "## [Token Properties](https://spacy.io/usage/linguistic-features)")
+                        "## [🔗 Token Properties](https://spacy.io/usage/linguistic-features)")
                     gr.Markdown(
                         "When you put in raw text to spaCy, it returns a Doc object with different linguistic features")
                 with gr.Column():
@@ -274,9 +273,9 @@ with demo:
             with gr.Row():
                 with gr.Column():
                     gr.Markdown(
-                        "## [Word and Phrase Similarity](https://spacy.io/usage/linguistic-features#vectors-similarity)")
+                        "## [🔗 Word and Phrase Similarity](https://spacy.io/usage/linguistic-features#vectors-similarity)")
                     gr.Markdown(
-                        "Words and spans have similarity ratings based off of their word vectors, or word embeddings")
+                        "Words and spans have similarity ratings based on their word vectors")
                 with gr.Column():
                     with gr.Row():
                         with gr.Column():
@@ -302,7 +301,7 @@ with demo:
             with gr.Row():
                 with gr.Column():
                     gr.Markdown(
-                        "## [Spans](https://spacy.io/usage/visualizers#span)")
+                        "## [🔗 Spans](https://spacy.io/usage/visualizers#span)")
                     gr.Markdown(
                         "The span visualizer highlights overlapping spans in a text")
                 with gr.Column():