pushthetempo commited on
Commit
5a39067
·
verified ·
1 Parent(s): f5dc3f3

Add dataset README with metadata

Browse files
Files changed (1) hide show
  1. README.md +91 -0
README.md ADDED
@@ -0,0 +1,91 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ dataset_info:
3
+ features:
4
+ - name: Event_ID
5
+ dtype: timestamp
6
+ - name: Timestamp
7
+ dtype: timestamp
8
+ - name: Vehicle_Type
9
+ dtype: text
10
+ - name: Speed_kmh
11
+ dtype: timestamp
12
+ - name: Latitude
13
+ dtype: text
14
+ - name: Longitude
15
+ dtype: text
16
+ - name: Event_Type
17
+ dtype: text
18
+ - name: Severity
19
+ dtype: text
20
+ - name: Traffic_Density
21
+ dtype: text
22
+ splits:
23
+ - name: default
24
+ num_bytes: 0KB
25
+ num_examples: 5
26
+ ---
27
+
28
+ # Flowmatic Cleaned Dataset
29
+
30
+ ## Overview
31
+ This dataset was cleaned and exported by **Flowmatic**, an intelligent data preparation platform.
32
+
33
+ **Pipeline Run ID**: `cmm1r1vow0004bt40plobjuj2`
34
+ **Generated**: 2026-02-25T08:07:49.270Z
35
+
36
+ ## Dataset Statistics
37
+
38
+ - **Total Records**: 5
39
+ - **Total Columns**: 9
40
+ - **File**: `cleaned_data.csv`
41
+
42
+ ## Column Information
43
+
44
+ | Column | Type | Non-Null | Null | Sample Values |
45
+ |--------|------|----------|------|---------------|
46
+ | Event_ID | timestamp | 5 | 0 | "1", "2", "3" |
47
+ | Timestamp | timestamp | 5 | 0 | "2024-09-13 13:10:48", "2024-10-19 14:34:09", "2024-11-24 18:52:58" |
48
+ | Vehicle_Type | text | 5 | 0 | "Bus", "Car", "Bus" |
49
+ | Speed_kmh | timestamp | 5 | 0 | "72", "4", "36" |
50
+ | Latitude | text | 5 | 0 | "51.101003", "51.116445", "51.15613" |
51
+ | Longitude | text | 5 | 0 | "71.417789", "71.396492", "71.361778" |
52
+ | Event_Type | text | 5 | 0 | "Accident", "Normal", "Sudden De-celeration" |
53
+ | Severity | text | 5 | 0 | "High", "Low", "Low" |
54
+ | Traffic_Density | text | 5 | 0 | "91.41", "45.52", "21.95" |
55
+
56
+ ## Data Quality
57
+
58
+ This dataset has been processed through Flowmatic's cleaning pipeline:
59
+
60
+ - ✅ Duplicates removed
61
+ - ✅ Missing values handled (interpolation/forward-fill)
62
+ - ✅ Outliers processed (winsorization)
63
+ - ✅ Type consistency validated
64
+ - ✅ Records exported
65
+
66
+ ## Usage
67
+
68
+ Load the dataset using Hugging Face `datasets` library:
69
+
70
+ ```python
71
+ from datasets import load_dataset
72
+
73
+ dataset = load_dataset('username/dataset_name')
74
+ df = dataset['train'].to_pandas()
75
+ ```
76
+
77
+ Or load directly as CSV:
78
+
79
+ ```python
80
+ import pandas as pd
81
+
82
+ df = pd.read_csv('https://huggingface.co/datasets/username/dataset_name/raw/main/cleaned_data.csv')
83
+ ```
84
+
85
+ ## License
86
+
87
+ This dataset is released under the CC BY 4.0 license.
88
+
89
+ ---
90
+
91
+ *Processed with [Flowmatic](https://github.com/flowmatic/flowmatic)*