Dataset Viewer
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0 | 2023-01-01T08:30:00 | KF-123 | ABC-456 | Normalization | Integrator-X | Type-I | Anomaly: Key Value Deviation |
1 | 2023-01-01T09:45:00 | KF-124 | DEF-789 | Normalization | Integrator-Y | Type-II | Anomaly: Integrator Misalignment |
2 | 2023-01-02T10:15:00 | KF-125 | GHI-012 | Standardization | Integrator-Z | Type-I | Anomaly: Value Outlier |
3 | 2023-01-02T11:00:00 | KF-126 | JKL-345 | Normalization | Integrator-X | Type-II | Anomaly: Function Misconfiguration |
4 | 2023-01-02T12:30:00 | KF-127 | MNO-678 | Standardization | Integrator-Y | Type-I | Anomaly: Key Format Inconsistency |
5 | 2023-01-03T14:05:00 | KF-128 | XYZ-999 | Normalization | Integrator-X | Type-I | Anomaly: Key Value Deviation |
6 | 2023-01-03T14:20:00 | KF-128 | GHI-098 | Normalization | Integrator-X | Anomaly: Integrator Misalignment | Anomaly: Key Transformation Error |
7 | 2023-01-03T10:30:00 | KF-128 | 001-000 | Normalization | Integrator-Z | Anomaly: Value Outlier | Anomaly: Key Value Out of Range |
8 | 2023-01-03T14:20:00 | KF-128 | MNP-901 | Normalization | Integrator-X | Type-II | Anomaly: Function Misconfiguration |
9 | 2023-01-03T14:25:00 | KF-128 | 123-XYZ | Normalization | Integrator-X | Anomaly: Key Format Inconsistency | Anomaly: Key Format Inconsistency |
10 | 2023-01-03T08:45:00 | KF-128 | ABC-789 | Normalization | Integrator-X | Anomaly: Key Value Deviation | Anomaly: Key Value Deviation |
11 | 2023-01-03T13:20:00 | KF-128 | ABC-789 | Normalization | Integrator-X | Anomaly: Integrator Misalignment | null |
12 | 2023-01-03T07:45:00 | KF-128 | KLM-123 | Normalization | Integrator-Z | Anomaly: Value Outlier | Anomaly: Value Outlier |
13 | 2023-01-03T08:45:00 | KF-128 | NOP-901 | Normalization | Integrator-X | Function Misconfiguration | Anomaly: Function Misconfiguration |
14 | 2023-01-03T08:35:00 | KF-128 | AB1-CD2 | Normalization | Integrator-Z | Anomaly: Key Format Inconsistency | null |
15 | 2023-01-04T16:20:00 | KF-129 | ABC-987 | Normalization | Integrator-Y | Type-I | Anomaly: Key Value Deviation |
16 | 2023-01-03T15:45:00 | KF-129 | JKL-456 | Normalization | Integrator-Y | Anomaly: Integrator Misalignment | Anomaly: Data Type Inconsistency |
17 | 2023-01-03T11:15:00 | KF-129 | 111-111 | Normalization | Integrator-X | Anomaly: Value Outlier | Anomaly: Key Value Exceeds Threshold |
18 | 2023-01-03T15:35:00 | KF-129 | QRS-234 | Normalization | Integrator-Y | Type-II | Anomaly: Function Misconfiguration |
19 | 2023-01-04T16:40:00 | KF-129 | ABC-DEF-GH | Standardization | Integrator-Z | Anomaly: Key Format Inconsistency | Anomaly: Key Format Inconsistency |
20 | 2023-01-04T09:00:00 | KF-129 | DEF-456 | Standardization | Integrator-Y | Anomaly: Key Value Deviation | Anomaly: Key Value Deviation |
21 | 2023-01-03T14:35:00 | KF-129 | DEF-012 | Standardization | Integrator-Z | Anomaly: Integrator Misalignment | null |
22 | 2023-01-04T13:30:00 | KF-129 | NOP-456 | Normalization | Integrator-Y | Anomaly: Value Outlier | Anomaly: Value Outlier |
23 | 2023-01-03T09:10:00 | KF-129 | QRS-234 | Standardization | Integrator-Z | Function Misconfiguration | Anomaly: Function Misconfiguration |
24 | 2023-01-03T09:20:00 | KF-129 | EF3-GH4 | Normalization | Integrator-X | Anomaly: Key Format Inconsistency | null |
25 | 2023-01-05T17:40:00 | KF-130 | DEF-123 | Standardization | Integrator-Z | Type-I | Anomaly: Key Value Deviation |
26 | 2023-01-04T09:10:00 | KF-130 | MNO-987 | Standardization | Integrator-Z | Anomaly: Integrator Misalignment | Anomaly: Scaling Factor Error |
27 | 2023-01-03T12:45:00 | KF-130 | 123-456 | Standardization | Integrator-Y | Anomaly: Value Outlier | Anomaly: Value Significantly Deviates from Mean |
28 | 2023-01-04T16:50:00 | KF-130 | TUV-567 | Standardization | Integrator-Z | Type-II | Anomaly: Function Misconfiguration |
29 | 2023-01-05T18:05:00 | KF-130 | 789-IJK | Normalization | Integrator-Y | Anomaly: Key Format Inconsistency | Anomaly: Key Format Inconsistency |
30 | 2023-01-05T10:30:00 | KF-130 | GHI-123 | Normalization | Integrator-Z | Anomaly: Key Value Deviation | Anomaly: Key Value Deviation |
31 | 2023-01-03T15:50:00 | KF-130 | GHI-345 | Normalization | Integrator-Y | Anomaly: Integrator Misalignment | null |
32 | 2023-01-05T16:00:00 | KF-130 | QRS-789 | Standardization | Integrator-X | Anomaly: Value Outlier | Anomaly: Value Outlier |
33 | 2023-01-03T10:05:00 | KF-130 | TUV-567 | Normalization | Integrator-Y | Function Misconfiguration | Anomaly: Function Misconfiguration |
34 | 2023-01-04T10:05:00 | KF-130 | IJ5-KL6 | Standardization | Integrator-Y | Anomaly: Key Format Inconsistency | null |
35 | 2023-01-06T18:30:00 | KF-131 | GHI-789 | Normalization | Integrator-X | Type-I | Anomaly: Key Value Deviation |
36 | 2023-01-04T11:05:00 | KF-131 | ABC-123 | Normalization | Integrator-X | Anomaly: Integrator Misalignment | Anomaly: Missing Key Integration |
37 | 2023-01-04T13:00:00 | KF-131 | 789-012 | Normalization | Integrator-Z | Anomaly: Value Outlier | Anomaly: Key Value Is Negative |
38 | 2023-01-04T17:45:00 | KF-131 | WXY-890 | Normalization | Integrator-X | Type-II | Anomaly: Function Misconfiguration |
39 | 2023-01-06T20:30:00 | KF-131 | LMN-OPQ | Standardization | Integrator-X | Anomaly: Key Format Inconsistency | Anomaly: Key Format Inconsistency |
40 | 2023-01-06T11:15:00 | KF-131 | JKL-789 | Standardization | Integrator-X | Anomaly: Key Value Deviation | Anomaly: Key Value Deviation |
41 | 2023-01-04T10:10:00 | KF-131 | JKL-678 | Standardization | Integrator-X | Anomaly: Integrator Misalignment | null |
42 | 2023-01-06T09:15:00 | KF-131 | TUV-012 | Normalization | Integrator-Z | Anomaly: Value Outlier | Anomaly: Value Outlier |
43 | 2023-01-03T11:30:00 | KF-131 | WXY-890 | Standardization | Integrator-X | Function Misconfiguration | Anomaly: Function Misconfiguration |
44 | 2023-01-04T10:40:00 | KF-131 | MN7-OP8 | Normalization | Integrator-Z | Anomaly: Key Format Inconsistency | null |
45 | 2023-01-07T19:15:00 | KF-132 | JKL-321 | Standardization | Integrator-Y | Type-I | Anomaly: Key Value Deviation |
46 | 2023-01-04T12:50:00 | KF-132 | DEF-456 | Normalization | Integrator-Y | Anomaly: Integrator Misalignment | Anomaly: Function Overwrite |
47 | 2023-01-04T14:30:00 | KF-132 | ABC-789 | Standardization | Integrator-X | Anomaly: Value Outlier | Anomaly: Key Value Not Within Expected Range |
48 | 2023-01-05T18:25:00 | KF-132 | ZAB-123 | Standardization | Integrator-Y | Type-II | Anomaly: Function Misconfiguration |
49 | 2023-01-07T22:15:00 | KF-132 | 123-XYZ-ABC | Normalization | Integrator-Z | Anomaly: Key Format Inconsistency | Anomaly: Key Format Inconsistency |
50 | 2023-01-07T12:45:00 | KF-132 | MNO-345 | Normalization | Integrator-Y | Anomaly: Key Value Deviation | Anomaly: Key Value Deviation |
51 | 2023-01-04T11:25:00 | KF-132 | MNO-901 | Normalization | Integrator-Y | Anomaly: Integrator Misalignment | null |
52 | 2023-01-07T11:20:00 | KF-132 | WXY-345 | Normalization | Integrator-Y | Anomaly: Value Outlier | Anomaly: Value Outlier |
53 | 2023-01-03T12:20:00 | KF-132 | ZAB-123 | Normalization | Integrator-Z | Function Misconfiguration | Anomaly: Function Misconfiguration |
54 | 2023-01-05T11:15:00 | KF-132 | QR9-ST0 | Standardization | Integrator-X | Anomaly: Key Format Inconsistency | null |
55 | 2023-01-08T20:00:00 | KF-133 | MNO-654 | Normalization | Integrator-Z | Type-I | Anomaly: Key Value Deviation |
56 | 2023-01-05T14:30:00 | KF-133 | GHI-345 | Standardization | Integrator-Z | Anomaly: Integrator Misalignment | Anomaly: Incorrect Key Scope |
57 | 2023-01-04T15:00:00 | KF-133 | DEF-234 | Normalization | Integrator-Y | Anomaly: Value Outlier | Anomaly: Value Outlier in a Critical Key |
58 | 2023-01-05T19:50:00 | KF-133 | CDA-456 | Normalization | Integrator-Z | Type-II | Anomaly: Function Misconfiguration |
59 | 2023-01-08T23:45:00 | KF-133 | XYZ-123-456 | Standardization | Integrator-Y | Anomaly: Key Format Inconsistency | Anomaly: Key Format Inconsistency |
60 | 2023-01-08T09:00:00 | KF-133 | ABC-123 | Standardization | Integrator-Z | Anomaly: Key Value Deviation | Anomaly: Key Value Deviation |
61 | 2023-01-04T12:40:00 | KF-133 | ABC-123 | Standardization | Integrator-Z | Anomaly: Integrator Misalignment | null |
62 | 2023-01-08T14:45:00 | KF-133 | STU-678 | Standardization | Integrator-X | Anomaly: Value Outlier | Anomaly: Value Outlier |
63 | 2023-01-04T08:20:00 | KF-133 | CDE-456 | Standardization | Integrator-Y | Function Misconfiguration | Anomaly: Function Misconfiguration |
64 | 2023-01-05T11:50:00 | KF-133 | UT1-VW2 | Normalization | Integrator-Y | Anomaly: Key Format Inconsistency | null |
65 | 2023-01-09T21:25:00 | KF-134 | PQR-890 | Standardization | Integrator-X | Type-I | Anomaly: Key Value Deviation |
66 | 2023-01-05T15:55:00 | KF-134 | JKL-678 | Normalization | Integrator-X | Anomaly: Integrator Misalignment | Anomaly: Duplicate Key |
67 | 2023-01-04T15:45:00 | KF-134 | GHI-678 | Normalization | Integrator-Z | Anomaly: Value Outlier | Anomaly: Key Value Skewed from Median |
68 | 2023-01-06T20:30:00 | KF-134 | EFG-789 | Normalization | Integrator-X | Type-II | Anomaly: Function Misconfiguration |
69 | 2023-01-09T01:30:00 | KF-134 | 789-ABC-DEF | Normalization | Integrator-X | Anomaly: Key Format Inconsistency | Anomaly: Key Format Inconsistency |
70 | 2023-01-09T10:15:00 | KF-134 | DEF-789 | Normalization | Integrator-X | Anomaly: Key Value Deviation | Anomaly: Key Value Deviation |
71 | 2023-01-05T13:55:00 | KF-134 | DEF-456 | Normalization | Integrator-X | Anomaly: Integrator Misalignment | null |
72 | 2023-01-09T17:00:00 | KF-134 | VWX-912 | Normalization | Integrator-Z | Anomaly: Value Outlier | Anomaly: Value Outlier |
73 | 2023-01-04T09:00:00 | KF-134 | FGH-789 | Normalization | Integrator-X | Function Misconfiguration | Anomaly: Function Misconfiguration |
74 | 2023-01-06T12:25:00 | KF-134 | XS3-YT4 | Standardization | Integrator-Z | Anomaly: Key Format Inconsistency | null |
75 | 2023-01-10T22:45:00 | KF-135 | STU-123 | Normalization | Integrator-Y | Type-I | Anomaly: Key Value Deviation |
76 | 2023-01-06T08:15:00 | KF-135 | MNO-789 | Standardization | Integrator-Y | Anomaly: Integrator Misalignment | Anomaly: Data Loss |
77 | 2023-01-05T16:15:00 | KF-135 | JKL-345 | Standardization | Integrator-X | Anomaly: Value Outlier | Anomaly: Value Outlier During Transformation |
78 | 2023-01-06T21:45:00 | KF-135 | HIJ-012 | Standardization | Integrator-Y | Type-II | Anomaly: Function Misconfiguration |
79 | 2023-01-10T03:15:00 | KF-135 | GHI-JKL-MNO | Standardization | Integrator-Z | Anomaly: Key Format Inconsistency | Anomaly: Key Format Inconsistency |
80 | 2023-01-10T11:30:00 | KF-135 | GHI-456 | Standardization | Integrator-Y | Anomaly: Key Value Deviation | Anomaly: Key Value Deviation |
81 | 2023-01-05T15:10:00 | KF-135 | GHI-789 | Standardization | Integrator-Y | Anomaly: Integrator Misalignment | null |
82 | 2023-01-10T18:15:00 | KF-135 | YZA-345 | Normalization | Integrator-Y | Anomaly: Value Outlier | Anomaly: Value Outlier |
83 | 2023-01-04T10:15:00 | KF-135 | IJK-012 | Standardization | Integrator-Z | Function Misconfiguration | Anomaly: Function Misconfiguration |
84 | 2023-01-06T13:00:00 | KF-135 | ZR5-AS6 | Normalization | Integrator-X | Anomaly: Key Format Inconsistency | null |
85 | 2023-01-11T23:35:00 | KF-136 | VWX-456 | Standardization | Integrator-Z | Type-I | Anomaly: Key Value Deviation |
86 | 2023-01-06T10:00:00 | KF-136 | ABC-234 | Normalization | Integrator-X | Anomaly: Integrator Misalignment | Anomaly: Key Value Overflow |
87 | 2023-01-05T17:30:00 | KF-136 | MNO-901 | Normalization | Integrator-Y | Anomaly: Value Outlier | Anomaly: Outlier Related to Data Integrity Issue |
88 | 2023-01-07T22:10:00 | KF-136 | KLM-345 | Normalization | Integrator-Z | Type-II | Anomaly: Function Misconfiguration |
89 | 2023-01-11T05:00:00 | KF-136 | XYZ-123 | Normalization | Integrator-Y | Anomaly: Key Format Inconsistency | Anomaly: Key Format Inconsistency |
90 | 2023-01-11T12:45:00 | KF-136 | JKL-987 | Normalization | Integrator-Z | Anomaly: Key Value Deviation | Anomaly: Key Value Deviation |
91 | 2023-01-05T16:25:00 | KF-136 | JKL-012 | Normalization | Integrator-Z | Anomaly: Integrator Misalignment | null |
92 | 2023-01-11T19:30:00 | KF-136 | BCD-678 | Standardization | Integrator-X | Anomaly: Value Outlier | Anomaly: Value Outlier |
93 | 2023-01-04T11:40:00 | KF-136 | LMN-345 | Normalization | Integrator-Y | Function Misconfiguration | Anomaly: Function Misconfiguration |
94 | 2023-01-07T13:35:00 | KF-136 | BV7-CD8 | Standardization | Integrator-Y | Anomaly: Key Format Inconsistency | null |
95 | 2023-01-12T00:20:00 | KF-137 | YZA-789 | Normalization | Integrator-X | Type-I | Anomaly: Key Value Deviation |
96 | 2023-01-06T11:40:00 | KF-137 | DEF-890 | Standardization | Integrator-Y | Anomaly: Integrator Misalignment | Anomaly: Integrator Incorrect Logic |
97 | 2023-01-05T18:00:00 | KF-137 | PQR-456 | Standardization | Integrator-Z | Anomaly: Value Outlier | Anomaly: Abnormally High Value Detected |
98 | 2023-01-07T23:20:00 | KF-137 | NOP-678 | Standardization | Integrator-X | Type-II | Anomaly: Function Misconfiguration |
99 | 2023-01-12T06:45:00 | KF-137 | DEF-GHI-JKL | Standardization | Integrator-X | Anomaly: Key Format Inconsistency | Anomaly: Key Format Inconsistency |
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:
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 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
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