Update README.md

README.md

@@ -19,70 +19,70 @@ size_categories:
 ---
 # Uzbek NER Dataset
 
-## Ma'lumotlar to'plami haqida
+## About the Dataset
 
-Ushbu ma'lumotlar to'plami O'zbek tilidagi matnlardan Named Entity Recognition (NER) ni aniqlash uchun yaratilgan. Ma'lumotlar to'plami turli xil kategoriyalardagi (shaxslar, joylar, tashkilotlar, sanalar va boshqalar) nomlangan entitetlarni o'z ichiga oladi.
+This dataset is created for Named Entity Recognition (NER) in Uzbek texts. The dataset includes named entities from various categories such as persons, places, organizations, dates, and more.
 
-## Ma'lumotlar tuzilishi
+## Data Structure
 
-Ma'lumotlar quyidagi formatda JSON tuzilishida keltirilgan:
+The data is provided in JSON format with the following structure:
 
 ```json
 {
-    "LOC": ["Joy nomlari"],
-    "ORG": ["Tashkilot nomlari"],
-    "PERSON": ["Shaxs nomlari"],
-    "DATE": ["Sana ifodalari"],
-    "MONEY": ["Pul miqdorlari"],
-    "PERCENT": ["Foiz qiymatlari"],
-    "QUANTITY": ["Miqdorlar"],
-    "TIME": ["Vaqt ifodalari"],
-    "PRODUCT": ["Mahsulot nomlari"],
-    "EVENT": ["Voqea nomlari"],
-    "WORK_OF_ART": ["San'at asarlari nomlari"],
-    "LANGUAGE": ["Til nomlari"],
-    "CARDINAL": ["Kardinal raqamlar"],
-    "ORDINAL": ["Ordinall raqamlar"],
-    "NORP": ["Millatlar yoki diniy/siyosiy guruhlar"],
-    "FACILITY": ["Inshoot nomlari"],
-    "LAW": ["Qonunlar yoki me'yorlar"],
-    "GPE": ["Davlatlar, shaharlar, shtatlar"]
+    "LOC": ["Location names"],
+    "ORG": ["Organization names"],
+    "PERSON": ["Person names"],
+    "DATE": ["Date expressions"],
+    "MONEY": ["Monetary amounts"],
+    "PERCENT": ["Percentage values"],
+    "QUANTITY": ["Quantities"],
+    "TIME": ["Time expressions"],
+    "PRODUCT": ["Product names"],
+    "EVENT": ["Event names"],
+    "WORK_OF_ART": ["Work of art titles"],
+    "LANGUAGE": ["Language names"],
+    "CARDINAL": ["Cardinal numbers"],
+    "ORDINAL": ["Ordinal numbers"],
+    "NORP": ["Nationalities or religious/political groups"],
+    "FACILITY": ["Facility names"],
+    "LAW": ["Laws or regulations"],
+    "GPE": ["Countries, cities, states"]
 }
 ```
 
-## Tayyorlanish yo'riqnomasi
+## Preparation Guidelines
 
-Ushbu ma'lumotlar to'plamidan tayyorlashda quyidagi yo'riqnomalarga rioya qilingan:
+The following guidelines were followed in preparing this dataset:
 
-1. Matndan barcha mumkin bo'lgan NERlar ajratilingan (deyarli 80%-90%).
-2. NERlar qo'shimcha izoh yoki tarjimalarsiz asl holatida keltirilingan.
+1. All possible NERs were extracted from the text (approximately 80%-90%).
+2. NERs are provided in their original form without additional annotations or translations.
 
-## Misollar
+## Examples
 
-Quyida NER kategoriyalari uchun ba'zi misollar keltirilgan:
+Here are some examples of NER categories:
 
-- **LOC (Joy nomlari):** ["Toshkent", "O‘zbekiston"]
-- **ORG (Tashkilot nomlari):** ["XDP", "O‘zbekiston Respublikasi Madaniyat vazirligi"]
-- **PERSON (Shaxs nomlari):** ["Ozodbek Nazarbekov", "Ibrat Safo"]
-- **DATE (Sana ifodalari):** ["2022 yil", "2024 yil"]
-- **MONEY (Pul miqdorlari):** ["2 mlrd so‘m", "25 trln so‘m"]
-- **PERCENT (Foiz qiymatlari):** ["3%", "5%"]
-- **QUANTITY (Miqdorlar):** ["100 tonna", "200 litr"]
-- **TIME (Vaqt ifodalari):** ["5 daqiqa", "2 soat"]
-- **PRODUCT (Mahsulot nomlari):** ["Toyota", "iPhone 13"]
-- **EVENT (Voqea nomlari):** ["O‘zbekiston chempionati", "O‘zbekiston kubogi"]
-- **WORK_OF_ART (San'at asarlari nomlari):** ["Qo‘shiq", "Kitob"]
-- **LANGUAGE (Til nomlari):** ["O‘zbek tili", "Ingliz tili"]
-- **CARDINAL (Kardinal raqamlar):** ["bir", "ikki"]
-- **ORDINAL (Ordinall raqamlar):** ["birinchi", "ikkinchi"]
-- **NORP (Millatlar yoki diniy/siyosiy guruhlar):** ["o‘zbeklar", "ruslar"]
-                                                                                                                                                                             - **FACILITY (Inshoot nomlari):** ["Bolalar sog‘liqni saqlash poliklinikasi", "Toshkent aviatsiya instituti"]
-                                                                                                                                                                                                               - **LAW (Qonunlar yoki me'yorlar):** ["Konstitutsiya", "Qonun"]
-                                                                                                                                                                                                                                        - **GPE (Davlatlar, shaharlar, shtatlar):** ["O‘zbekiston", "Qo‘qon"]
+- **LOC (Location names):** ["Tashkent", "Uzbekistan"]
+- **ORG (Organization names):** ["XDP", "Uzbekistan Ministry of Culture"]
+- **PERSON (Person names):** ["Ozodbek Nazarbekov", "Ibrat Safo"]
+- **DATE (Date expressions):** ["2022", "2024"]
+- **MONEY (Monetary amounts):** ["2 billion som", "25 trillion som"]
+- **PERCENT (Percentage values):** ["3%", "5%"]
+- **QUANTITY (Quantities):** ["100 tons", "200 liters"]
+- **TIME (Time expressions):** ["5 minutes", "2 hours"]
+- **PRODUCT (Product names):** ["Toyota", "iPhone 13"]
+- **EVENT (Event names):** ["Uzbekistan Championship", "Uzbekistan Cup"]
+- **WORK_OF_ART (Work of art titles):** ["Song", "Book"]
+- **LANGUAGE (Language names):** ["Uzbek", "English"]
+- **CARDINAL (Cardinal numbers):** ["one", "two"]
+- **ORDINAL (Ordinal numbers):** ["first", "second"]
+- **NORP (Nationalities or religious/political groups):** ["Uzbeks", "Russians"]
+- **FACILITY (Facility names):** ["Children's Health Clinic", "Tashkent Aviation Institute"]
+- **LAW (Laws or regulations):** ["Constitution", "Law"]
+- **GPE (Countries, cities, states):** ["Uzbekistan", "Kokand"]
 
-## 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
@@ -90,11 +90,11 @@ from datasets import load_dataset
 dataset = load_dataset("risqaliyevds/uzbek_ner")
 ```
 
-## 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/)