Dataset Viewer
The dataset viewer is not available for this dataset.
Cannot get the config names for the dataset.
Error code:   ConfigNamesError
Exception:    TypeError
Message:      timestamp() takes at least 1 positional argument (0 given)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/dataset/config_names.py", line 66, in compute_config_names_response
                  config_names = get_dataset_config_names(
                                 ^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 161, in get_dataset_config_names
                  dataset_module = dataset_module_factory(
                                   ^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1029, in dataset_module_factory
                  raise e1 from None
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1004, in dataset_module_factory
                  ).get_module()
                    ^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 604, in get_module
                  dataset_infos = DatasetInfosDict.from_dataset_card_data(dataset_card_data)
                                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/info.py", line 386, in from_dataset_card_data
                  dataset_info = DatasetInfo._from_yaml_dict(dataset_card_data["dataset_info"])
                                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/info.py", line 317, in _from_yaml_dict
                  yaml_data["features"] = Features._from_yaml_list(yaml_data["features"])
                                          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 2045, in _from_yaml_list
                  return cls.from_dict(from_yaml_inner(yaml_data))
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 2041, in from_yaml_inner
                  return {name: from_yaml_inner(_feature) for name, _feature in zip(names, obj)}
                                ^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 2030, in from_yaml_inner
                  Value(obj["dtype"])
                File "<string>", line 5, in __init__
                File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 549, in __post_init__
                  self.pa_type = string_to_arrow(self.dtype)
                                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/features/features.py", line 150, in string_to_arrow
                  return pa.__dict__[datasets_dtype]()
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "pyarrow/types.pxi", line 4183, in pyarrow.lib.timestamp
              TypeError: timestamp() takes at least 1 positional argument (0 given)

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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

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