minor updates on wordings

app.py

@@ -954,9 +954,10 @@ txt1 = """
 
 ### Identify 14 categories of text toxicity.
 
->The purpose of this NLP (Natural Language Processing) AI demonstration is to prevent profanity, vulgarity, hate speech, violence, sexism, and any other offensive language.
+> This NLP (Natural Language Processing) AI demonstration aims to prevent profanity, vulgarity, hate speech, violence, sexism, and other offensive language.
 >It is **not an act of censorship**, as the final UI (User Interface) will give the reader, but not a young reader, the option to click on a label to read the toxic message.
->The goal is to create a safer and more respectful environment for you, your colleages, and your family.
+>The goal is to create a safer and more respectful environment for you, your colleages, and your family. 
+> This NLP app is 1 of 3 hands-on apps, ["AI Solution Architect," from ELVTR and Duc Haba](https://elvtr.com/course/ai-solution-architect?utm_source=instructor&utm_campaign=AISA&utm_content=linkedin).
 ---
 ### 🌴 Helpful Instruction:
 
@@ -965,7 +966,7 @@ txt1 = """
 2. Click the "Measure 14 Toxicity" button.
 3. View the result on the Donut plot.
 4. (**Optional**) Click on the "Fetch Real World Toxic Dataset" below.
-5. Please find below the explanation of additional options available.
+5. There are additional options and notes below.
 """
 txt2 = """
 ## 🌻 Author and Developer Notes:
@@ -999,12 +1000,14 @@ txt2 = """
   - Yellow is an "unsafe" message by your toxicity level
 
 - The real-world dataset is from the Jigsaw Rate Severity of Toxic Comments on Kaggle. It has 30,108 records.
+    - Citation:
+    - Ian Kivlichan, Jeffrey Sorensen, Lucas Dixon, Lucy Vasserman, Meghan Graham, Tin Acosta, Walter Reade. (2021). Jigsaw Rate Severity of Toxic Comments . Kaggle. https://kaggle.com/competitions/jigsaw-toxic-severity-rating
 - The intent is to share with Duc's friends and colleagues, but for those with nefarious intent, this Text Moderation model is governed by the GNU 3.0 License: https://www.gnu.org/licenses/gpl-3.0.en.html
 - Author: **[Duc Haba](https://linkedin.com/in/duchaba), 2024**
 ---
 # 🌟 "AI Solution Architect" Course by ELVTR
 
->Welcome to the fascinating world of AI and natural language processing (NLP). This NLP model is a part of the course. In our journey together, we will explore the [AI Solution Architect](https://elvtr.com/course/ai-solution-architect?utm_source=instructor&utm_campaign=AISA&utm_content=linkedin) course, meticulously crafted by ELVTR in collaboration with Duc Haba. This course is intended to serve as your gateway into the dynamic and constantly evolving field of AI Solution Architect, providing you with a comprehensive understanding of its complexities and applications.
+>Welcome to the fascinating world of AI and natural language processing (NLP). This NLP model is a part of one of three hands-on application. In our journey together, we will explore the [AI Solution Architect](https://elvtr.com/course/ai-solution-architect?utm_source=instructor&utm_campaign=AISA&utm_content=linkedin) course, meticulously crafted by ELVTR in collaboration with Duc Haba. This course is intended to serve as your gateway into the dynamic and constantly evolving field of AI Solution Architect, providing you with a comprehensive understanding of its complexities and applications.
 
 >An AI Solution Architect (AISA) is a mastermind who possesses a deep understanding of the complex technicalities of AI and knows how to creatively integrate them into real-world solutions. They bridge the gap between theoretical AI models and practical, effective applications. AISA works as a strategist to design AI systems that align with business objectives and technical requirements. They delve into algorithms, data structures, and computational theories to translate them into tangible, impactful AI solutions that have the potential to revolutionize industries.