Update README.md

README.md

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 ---
 license: apache-2.0
+language:
+- en
+pretty_name: FRAPPE datset
+size_categories:
+- 10K<n<100K
 ---
+
+**Dataset Description: Frappe Processed Dataset**
+
+The Frappe dataset has been processed to refine the quality of user-item interactions by removing entries where either users or items had fewer than 5 interactions. This pruning resulted in a significant reduction in the dataset size:
+
+- **Number of Users**: 651 (a reduction of 31.97% from the original dataset)
+- **Number of Items**: 1127 (a reduction of 72.39%)
+- **Total Number of Interactions**: 84,373 (a reduction of 12.30%)
+
+**Columns Overview**:
+The dataset includes 24 columns that capture a variety of features, structured as follows:
+
+- **Basic Features**:
+  - `user`: User identifier
+  - `item`: Item identifier
+  - `rating`: Rating given by the user
+  - `cnt`: Count of interactions
+
+- **Time of Day Features** (Encoded as one-hot):
+  - `daytime_afternoon`
+  - `daytime_evening`
+  - `daytime_morning`
+  - `daytime_night`
+  - `daytime_noon`
+  - `daytime_sunrise`
+  - `daytime_sunset`
+
+- **Weather Conditions** (Encoded as one-hot):
+  - `weather_cloudy`
+  - `weather_drizzle`
+  - `weather_foggy`
+  - `weather_rainy`
+  - `weather_snowy`
+  - `weather_stormy`
+  - `weather_sunny`
+  - `weather_unknown`
+
+- **Weekend Indicator**:
+  - `isweekend_weekend`
+  - `isweekend_workday`
+
+- **Location of Use (Home or Work)**:
+  - `homework_home`
+  - `homework_unknown`
+  - `homework_work`
+
+This dataset is designed for use in building Context-Aware Recommender Systems (CARS), offering rich features that capture temporal dynamics, environmental conditions, and user contexts, which are critical for personalized recommendations.
+
+**Any scientific publications that use this data set should cite the following paper as the reference:**
+@Article{frappe15,
+    title={Frappe: Understanding the Usage and Perception of Mobile App Recommendations In-The-Wild},
+    author = {Linas Baltrunas, Karen Church, Alexandros Karatzoglou, Nuria Oliver},
+    date={2015},
+    urldate={2015-05-12},
+    eprinttype={arxiv},
+    eprint={arXiv:1505.03014}
+}
+
+Nobody guarantees the correctness of the data, its suitability for any particular purpose, 
+or the validity of results based on the use of the data set. The data set may be used for any 
+research purposes under the following conditions:
+* The user must acknowledge the use of the data set in publications resulting from the use of the data set.
+* The user may not redistribute the data without separate permission.
+* The user may not try to deanonymise the data.
+* The user may not use this information for any commercial or revenue-bearing purposes without first obtaining permission from us.
+
+In no event anyone involved in frappe project be liable to you for any damages arising out of the use or inability to use the 
+associated scripts (including but not limited to loss of data or data being rendered inaccurate).