metadata
dataset_info:
features:
- name: Event_ID
dtype: timestamp
- name: Timestamp
dtype: timestamp
- name: Vehicle_Type
dtype: text
- name: Speed_kmh
dtype: timestamp
- name: Latitude
dtype: text
- name: Longitude
dtype: text
- name: Event_Type
dtype: text
- name: Severity
dtype: text
- name: Traffic_Density
dtype: text
splits:
- name: default
num_bytes: 0KB
num_examples: 5
Flowmatic Cleaned Dataset
Overview
This dataset was cleaned and exported by Flowmatic, an intelligent data preparation platform.
Pipeline Run ID: cmm1r1vow0004bt40plobjuj2
Generated: 2026-02-25T08:07:49.270Z
Dataset Statistics
- Total Records: 5
- Total Columns: 9
- File:
cleaned_data.csv
Column Information
| Column | Type | Non-Null | Null | Sample Values |
|---|---|---|---|---|
| Event_ID | timestamp | 5 | 0 | "1", "2", "3" |
| Timestamp | timestamp | 5 | 0 | "2024-09-13 13:10:48", "2024-10-19 14:34:09", "2024-11-24 18:52:58" |
| Vehicle_Type | text | 5 | 0 | "Bus", "Car", "Bus" |
| Speed_kmh | timestamp | 5 | 0 | "72", "4", "36" |
| Latitude | text | 5 | 0 | "51.101003", "51.116445", "51.15613" |
| Longitude | text | 5 | 0 | "71.417789", "71.396492", "71.361778" |
| Event_Type | text | 5 | 0 | "Accident", "Normal", "Sudden De-celeration" |
| Severity | text | 5 | 0 | "High", "Low", "Low" |
| Traffic_Density | text | 5 | 0 | "91.41", "45.52", "21.95" |
Data Quality
This dataset has been processed through Flowmatic's cleaning pipeline:
- ✅ Duplicates removed
- ✅ Missing values handled (interpolation/forward-fill)
- ✅ Outliers processed (winsorization)
- ✅ Type consistency validated
- ✅ Records exported
Usage
Load the dataset using Hugging Face datasets library:
from datasets import load_dataset
dataset = load_dataset('username/dataset_name')
df = dataset['train'].to_pandas()
Or load directly as CSV:
import pandas as pd
df = pd.read_csv('https://huggingface.co/datasets/username/dataset_name/raw/main/cleaned_data.csv')
License
This dataset is released under the CC BY 4.0 license.
Processed with Flowmatic