Update README.md

README.md

@@ -21,50 +21,20 @@ dataset_info:
 license: apache-2.0
 language:
 - en
-pretty_name: time-series-data
+pretty_name: Time-Series Data
 size_categories:
 - 1K<n<10K
+tags:
+- finance
 ---
-# time-series-data
+# Time-Series Data (Teeny-Tiny Castle)
 
-## Overview 
+This dataset is part of the tutorial tied to the [Teeny-Tiny Castle](https://github.com/Nkluge-correa/TeenyTinyCastle), an open-source repository containing educational tools for AI Ethics and Safety research. 
 
-The time-series-data is a fake dataset containing a sales history of three years of a particular product (chocolate).
-
-## Dataset Details
-
-The dataset is used in this [notebook](https://github.com/Nkluge-correa/TeenyTinyCastle/blob/master/ML-Intro-Course/14_time_series_forecasting.ipynb)
-to introduction to time series forecasting and XGBoost.
-
-- Dataset Name: time-series-data
-- Language:  English
-- Total Size: 1,098
-
-## Contents
-
-The dataset consists of a data frame with the following columns:
-
-- dates
-- product_id
-- sales
-
-```bash
-{
-  dates: "2020-01-01",
-  product_id: "chocolate",
-  sales: 137
-}
-```
-
-## How to use
+## How to Use
 
 ```python
 from datasets import load_dataset
 
-dataset = load_dataset("AiresPucrs/time-series-data", split='train')
-
+dataset = load_dataset("AiresPucrs/time-series-data", split = 'train')
 ```
-
-## License
-
-This dataset is licensed under the Apache-2.0.