Update README.md

README.md

@@ -30,13 +30,13 @@ size_categories:
 ---
 # Uzum Market Sentiment Analysis Dataset
 
-## Ma'lumotlar to'plami haqida
+## About the Dataset
 
-Ushbu ma'lumotlar to'plami Uzum marketidagi izohlar asosida sentiment tahlilini amalga oshirish uchun yaratilgan. Ma'lumotlar to'plami izohlardagi fikrlarni baholash va ularni turli reytinglarga ajratish imkonini beradi.
+This dataset is created for performing sentiment analysis on comments from Uzum Market. The dataset allows for evaluating the sentiments in the comments and categorizing them into various ratings.
 
-## Ma'lumotlar tuzilishi
+## Data Structure
 
-Ma'lumotlar quyidagi formatda JSON tuzilishida keltirilgan:
+The data is provided in JSON format with the following structure:
 
 ```json
 {
@@ -45,7 +45,7 @@ Ma'lumotlar quyidagi formatda JSON tuzilishida keltirilgan:
 }
 ```
 
-Reytinglar quyidagi tartibda belgilanadi:
+Ratings are defined as follows:
 
 ```python
 rating_to_label = {
@@ -56,23 +56,24 @@ rating_to_label = {
     5: 'excellent'
 }
 ```
-## Tayyorlanish yo'riqnomasi
 
-Ushbu ma'lumotlar to'plamidan tayyorlashda quyidagi yo'riqnomalarga rioya qilingan:
+## Preparation Guidelines
 
-1. Izohlarning normalizatsiya qilingan matnlari va ularning reytinglari ajratib olingan.
-2. Har bir reyting turli xil sifat ko'rsatkichlari (yaxshi, o'rtacha, yomon va boshqalar) bilan belgilangan.
+The following guidelines were followed in preparing this dataset:
 
-## Misollar
+1. Normalized review texts and their ratings were extracted.
+2. Each rating is associated with different quality indicators (good, average, bad, etc.).
 
-Quyida ma'lumotlar to'plami uchun ba'zi misollar keltirilgan:
+## Examples
 
-- **normalized_review_text:** ["Mahsulot juda yaxshi, tavsiya qilaman!", "Xizmat sifati yomon, qoniqmadi."]
+Here are some examples from the dataset:
+
+- **normalized_review_text:** ["The product is very good, I recommend it!", "The service quality is bad, not satisfied."]
 - **rating:** [5, 1]
 
-## Yuklab olish
+## Download
 
-Ushbu ma'lumotlar to'plamini quyidagi kod yordamida yuklab olishingiz mumkin:
+You can download this dataset using the following code:
 
 ```python
 from datasets import load_dataset
@@ -80,11 +81,11 @@ from datasets import load_dataset
 dataset = load_dataset("risqaliyevds/sentiment-analysis-uzbek")
 ```
 
-## Litsenziya
+## License
 
-Ushbu ma'lumotlar to'plami ochiq manba sifatida taqdim etiladi va barcha foydalanuvchilar uchun bepul foydalanish imkoniyatiga ega.
+This dataset is provided as open source and is available for free use by all users.
 
-## Bog'lanish
+## Contact
 
-Agar savollaringiz bo'lsa yoki qo'shimcha ma'lumot kerak bo'lsa, iltimos biz bilan bog'laning.
+If you have any questions or need more information, please contact us.
 LinkedIn: [Riskaliev Murad](https://www.linkedin.com/in/risqaliyevds/)