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

# KI_API_Regression_Dataset

tags: regression, API key analysis, machine learning, trend prediction

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

**Dataset Description:**

The 'KI_API_Regression_Dataset' contains simulated data relevant to regression analysis for API key analysis in the context of AI applications. It includes various attributes that could be important for predicting trends or patterns in API usage related to AI technologies. This dataset could be useful for ML practitioners to develop models that predict the performance or trends of AI-related API usage.

**CSV Content Preview:**

```csv
timestamp,api_key_length,api_call_frequency,api_response_time,resource_consumption,user_location,user_industry,API_usage_trend,label
2023-01-01T00:00:00Z,12,150,0.325,210,North America,Technology,Increasing,0
2023-01-01T01:00:00Z,12,155,0.310,220,Europe,Finance,Stable,1
2023-01-01T02:00:00Z,10,160,0.330,230,Asia,Healthcare,Decreasing,0
2023-01-01T03:00:00Z,11,145,0.345,200,South America,Education,Increasing,1
2023-01-01T04:00:00Z,8,170,0.305,240,Africa,Retail,Stable,0
```

Note: The 'label' column is indicative of the trend category (0 for Decreasing, 1 for Stable, 2 for Increasing) which may relate to the 'API_usage_trend' and is part of the regression analysis.

**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 'API KEY KI AI':

- **Dataset Generation Page**: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=API+KEY+KI+AI&dataset=KI_API_Regression_Dataset&tags=regression,+API+key+analysis,+machine+learning,+trend+prediction
- **Model**: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
- **More Datasets**: https://huggingface.co/datasets?other=infinite-dataset-hub
