license:mit size_categories:n<1K format:csv modality:text library:datasets library:pandas library:mlcroissant library:polars region:us infinite-dataset-hub synthetic
---
license: mit
tags:
- infinite-dataset-hub
- synthetic
---

# KeyFunctionalAnomalies

tags: Anomaly Detection, Transformation Data, Integrator Function

_Note: This is an AI-generated dataset so its content may be inaccurate or false_

**Dataset Description:**

The 'KeyFunctionalAnomalies' dataset is designed to support machine learning practitioners in the development of anomaly detection systems, with a focus on identifying irregularities within functional keys during data transformation and integration processes. Each record contains details about key-related anomalies detected during the transformation of data by an integrator function. The dataset is intended for researchers and engineers working on maintaining data quality and integrity in the field of data science.

**CSV Content Preview:**

```csv
RecordID,Timestamp,KeyName,KeyValue,TransformType,IntegratorFunction,AnomalyType,Labels
1,2023-01-01T08:30:00,KF-123,ABC-456,Normalization,Integrator-X,Type-I,Anomaly: Key Value Deviation
2,2023-01-01T09:45:00,KF-124,DEF-789,Normalization,Integrator-Y,Type-II,Anomaly: Integrator Misalignment
3,2023-01-02T10:15:00,KF-125,GHI-012,Standardization,Integrator-Z,Type-I,Anomaly: Value Outlier
4,2023-01-02T11:00:00,KF-126,JKL-345,Normalization,Integrator-X,Type-II,Anomaly: Function Misconfiguration
5,2023-01-02T12:30:00,KF-127,MNO-678,Standardization,Integrator-Y,Type-I,Anomaly: Key Format Inconsistency
```

**Source of the data:**

The dataset was generated using the [Infinite Dataset Hub](https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub) and microsoft/Phi-3-mini-4k-instruct using the query 'KEY Transform Integrator Key Funktion':

- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=KEY+Transform+Integrator+Key+Funktion&dataset=KeyFunctionalAnomalies&tags=Anomaly+Detection,+Transformation+Data,+Integrator+Function
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
