├── .ipynb_checkpoints
└── KETITest-checkpoint.ipynb
├── KETI
├── .ipynb_checkpoints
│ └── OutlierDetectionTest-checkpoint.ipynb
├── OutlierDetectionTest.ipynb
├── __Init__.py
├── __pycache__
│ └── outlierDetection.cpython-38.pyc
├── outlierDetection.py
└── outlierDetector
│ ├── __pycache__
│ └── lof.cpython-38.pyc
│ └── lof.py
├── README.md
├── __pycache__
├── utils.cpython-36.pyc
├── utils.cpython-37.pyc
├── utils.cpython-38.pyc
└── utils.cpython-39.pyc
├── data
├── .DS_Store
├── nasa_bearing_test.csv
└── nasa_bearing_train.csv
├── iforest.py
├── kde.py
├── lof.py
├── result
├── iforest
│ ├── anomaly_score.csv
│ └── anomaly_score_plot.jpg
├── kde
│ ├── anomaly_score.csv
│ └── anomaly_score_plot.jpg
└── lof
│ ├── anomaly_score.csv
│ └── anomaly_score_plot.jpg
├── spectral.py
└── utils.py
/KETI/__Init__.py:
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/KETI/outlierDetection.py:
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1 | import pandas as pd
2 | from outlierDetector import lof
3 | """
4 | - CLUST 과제는 많은 기관과 많은 오픈소스의 활용 및 연결로 진행해야 하므로, 각 모듈들의 독립이 보장되고 쉽게 활용할 수 있게 interface가 설계되어야 합니다.
5 | - class 의 각 Fucntion 안에 불필요한 코드 지양 (ex> 모델 생성하는데, 결과 파일을 저장하는 코드가 섞여 있는 경우 지양)
6 | - 편의상 현재 OutlierDetection 클래스 하위에 2개의 Detection 모듈(kde, iforest) 을 정의 하였음- 현재 제공된 코드 수준은 외부 sklearn 함수를 간단히 호출하는 수준이라 편의상 하위에 정의
7 | - 각 방법에 대한 적절한 parameter 정의 필요 : 파라미터에 따른 가변적 결과 획득 가능하도록
8 | - 그러나 현실적으로는 각 방법들에 대해 Class로 설계되어야 함:
9 | : 필요에 따라 클래스 생성 및 하위 함수 호출로 원하는 결과를 얻을 수 있도록
10 | : 현재 lof에 대해서만 작성된 코드를 기반하여 외부 클래스 호출 되도록 수도 코드 넣어 보았음
11 | - 각 코드는 Sphinx 스타일 홈페이지 생성을 위한 주석 필수 (향후 Sphinx로 자동 다큐멘테이션 진행 예정임) - 아래 몇개에는 예제 붙였습니다. 최대한 상세하게 기입해주세요.
12 | - 각 모듈별 스트럭쳐에 대한 플로우 아키텍쳐 생성 필요
13 | - getOutlierResult에 대한 정의 및 코드 구현 필요
14 |
15 | """
16 | class OutlierDetection():
17 | """ Outlier Detection Class
18 | """
19 | def __init__(self):
20 | pass
21 |
22 | def setMethod(self, method, method_parameter =None):
23 | """ set outlier detection method and related method parameter
24 |
25 | :param method: one of methods. method list = ['kde', 'IForest', 'LOF']
26 | :type method: string
27 | :param method_parametet: method parameter that affects outlier detection model building
28 | :type method: json
29 |
30 | """
31 |
32 | self.method = method
33 | self.method_parameter = method_parameter
34 |
35 | def trainModel(self, train):
36 | """ Train outlier detection model and return trained model
37 |
38 | :param train: training data
39 | :type method: DataFrame
40 |
41 | :return: outlierDetectionModel
42 | :rtype: outlierDetectionModel
43 |
44 | example
45 | >>> OD = OutlierDetection()
46 | >>> OD.setMethod('kde', any_json_parameter)
47 | >>> outlierDetectionModel = OD.trainModel(train)
48 | """
49 |
50 | if self.method == 'kde':
51 | outlierDetectionModel = self.kde(train, self.method_parameter)
52 | elif self.method == 'IForest':
53 | outlierDetectionModel = self.iforest(train, self.method_parameter)
54 | elif self.method == 'LOF':
55 | outlierDetectionModel = lof.LOF().get_model(train, self.method_parameter)
56 | # 적절한 확장 필요
57 | else:
58 | outlierDetectionModel = self.kde(train, self.method_parameter)
59 |
60 | return outlierDetectionModel
61 |
62 | def getScore(self, model, testdata):
63 | """ Train outlier detection model
64 |
65 | :param model: outlierDetectionModel
66 | :type method: outlierDetectionModel
67 | :param testdata: test Data
68 | :type testdata: DataFrame
69 |
70 | :return: score
71 | :rtype: DataFrame
72 |
73 | example
74 | >>> score = OutlierDetection().getScore(model, testdata)
75 | """
76 |
77 | score = - 1.0 * model.score_samples(testdata.values)
78 | score = pd.DataFrame(score, index=testdata.index, columns=['score'])
79 |
80 | return score
81 |
82 | def getOutlierResult(self):
83 | # 최종 결과물에 대한 정의 및 결과 획득 함수 생성 필요
84 |
85 | """ Get Information about whether the input data is outlier or not.
86 |
87 | :param ?: ?
88 | :type ?: ?
89 |
90 | :return: result
91 | :rtype: DataFrame (Boolean??)
92 |
93 | example
94 | >>> result =
95 | """
96 |
97 | pass
98 |
99 | ########### Model Training
100 | #KDE, Iforest 필요에 따라 클래스화 진행해야 함
101 | def kde(self, train, method_parameter=None):
102 | """ build KDE model
103 |
104 | :param ?: ?
105 | :type ?: ?
106 |
107 | :return: model
108 | :rtype: model
109 |
110 | example
111 | >>> model = OutlierDetection().kde(train, method_parameter)
112 | """
113 | from sklearn.neighbors import KernelDensity
114 | # KDE 기반 분포 추정
115 | model = KernelDensity(kernel='gaussian', bandwidth=0.2)
116 | model.fit(train.values)
117 | return model
118 |
119 | def iforest(self, train, method_parameter=None):
120 | """ build iforest model
121 |
122 | :param ?: ?
123 | :type ?: ?
124 |
125 | :return: model
126 | :rtype: model
127 |
128 | example
129 | >>> model = OutlierDetection().iforest(train, method_parameter)
130 | """
131 |
132 | from sklearn.ensemble import IsolationForest
133 | # IForest 모델 적합
134 | model = IsolationForest(random_state=42)
135 | model.fit(train.values)
136 | return model
137 |
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/KETI/outlierDetector/lof.py:
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1 | """
2 | - 예시 코드이며, 각 함수 이름 용도, 파라미터 등은 기술에 따라 달리 정의 부탁드립니다.
3 | """
4 | class LOF():
5 | """ LOF outlier Detection Model Manipulation
6 | """
7 | def __init__(self):
8 | pass
9 |
10 |
11 | def get_model(self, train, method_parameter={'n_neighbors':5}):
12 |
13 | """ Train LOF outlier detection model and return trained model
14 |
15 | :param train: training data
16 | :type method: DataFrame
17 |
18 | :param method_parameter: ?
19 | :type method_parameter: json
20 |
21 | :return: outlierDetectionModel
22 | :rtype: outlierDetectionModel
23 |
24 | example
25 | >>> OD = OutlierDetection()
26 | >>> OD.setMethod('kde', any_json_parameter)
27 | >>> outlierDetectionModel = OD.trainModel(train)
28 | """
29 |
30 | from sklearn.neighbors import LocalOutlierFactor
31 | # LOF 모델 적합
32 | n_neighbors = method_parameter['n_neighbors']
33 |
34 | model = LocalOutlierFactor(n_neighbors= n_neighbors, novelty=True)
35 | model.fit(train.values)
36 | return model
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/README.md:
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1 | # Anomaly Detection
2 | 시계열 데이터에 대한 이상치 탐지
3 |
4 | ## 1. Kernel Density Estimation을 활용한 이상치 탐지
5 | - *train_data_path*와 *test_data_path*에 존재하는 시점 정보를 포함하고 있는 csv 형태의 train data와 test data를 input으로 사용함
6 | - Train data로 kernel density estimation 모델을 적합하여 정상 데이터의 분포를 추정함
7 | - 추정된 분포를 기반으로 test data의 각 시점에 대한 anomaly score를 도출하고 이를 csv 파일 및 그래프로 *save_root_path*에 저장함
8 |
9 | ```c
10 | python kde.py --train_data_path='./data/nasa_bearing_train.csv' \
11 | --test_data_path='./data/nasa_bearing_test.csv' \
12 | --save_root_path='./result/kde'
13 | ```
14 |
15 | ## 2. Local Outlier Factor를 활용한 이상치 탐지
16 | - *train_data_path*와 *test_data_path*에 존재하는 시점 정보를 포함하고 있는 csv 형태의 train data와 test data를 input으로 사용함
17 | - Train data로 Local Outlier Factor 모델을 적합하여 *n_neighbors* 개수의 이웃을 기반으로 정상 데이터의 밀도를 추정함
18 | - 추정된 밀도를 기반으로 test data의 각 시점에 대한 anomaly score를 도출하고 이를 csv 파일 및 그래프로 *save_root_path*에 저장함
19 |
20 | ```c
21 | python lof.py --train_data_path='./data/nasa_bearing_train.csv' \
22 | --test_data_path='./data/nasa_bearing_test.csv' \
23 | --save_root_path='./result/lof' \
24 | --n_neighbors=5
25 | ```
26 |
27 | ## 3. Isolation Forest를 활용한 이상치 탐지
28 | - *train_data_path*와 *test_data_path*에 존재하는 시점 정보를 포함하고 있는 csv 형태의 train data와 test data를 input으로 사용함
29 | - Train data로 isolation forest 모델을 적합함
30 | - Train data를 reference set으로 사용하여 test data의 각 시점에 대한 anomaly score를 도출하고 이를 csv 파일 및 그래프로 *save_root_path*에 저장함
31 |
32 | ```c
33 | python iforest.py --train_data_path='./data/nasa_bearing_train.csv' \
34 | --test_data_path='./data/nasa_bearing_test.csv' \
35 | --save_root_path='./result/iforest'
36 | ```
37 |
38 |
39 | ## 4. Spectral Residual을 활용한 이상치 탐지
40 | - 설정된 window size 와 score window size 를 통해 window 구간 내 이상치를 탐지함
41 | - score window size 는 window size 보다 크게 설정해야함
42 |
43 | ```c
44 | python spectral.py --window= 24 \
45 | --score_window=100
46 |
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1 | ,Bearing 1,Bearing 2,Bearing 3,Bearing 4
2 | 2004-02-15 20:32:39,0.06108432617187455,0.07305126953124957,0.07606542968750009,0.044467187499998416
3 | 2004-02-15 20:42:39,0.061460302734374576,0.07340913085937535,0.07582661132812503,0.04406206054687351
4 | 2004-02-15 20:52:39,0.06013095703124958,0.0732932128906244,0.07383359374999983,0.043315234374998686
5 | 2004-02-15 21:02:39,0.061262109374999416,0.07311079101562512,0.07496225585937565,0.04350737304687373
6 | 2004-02-15 21:12:39,0.06078383789062471,0.07312475585937453,0.07665039062500016,0.04445966796874869
7 | 2004-02-15 21:22:39,0.06164814453124993,0.07413364257812438,0.07757910156249978,0.04488666992187347
8 | 2004-02-15 21:32:39,0.0607167480468745,0.07424628906250001,0.0767261230468747,0.04342963867187381
9 | 2004-02-15 21:42:39,0.0604606933593744,0.07306982421874925,0.07812133789062475,0.04307597656249852
10 | 2004-02-15 21:52:39,0.05982993164062469,0.0722840820312495,0.07513706054687462,0.04388203124999825
11 | 2004-02-15 22:02:39,0.0611325195312495,0.07362470703124896,0.07562573242187508,0.043730615234373583
12 | 2004-02-15 22:12:39,0.0614497558593745,0.07331132812499959,0.07727636718749978,0.04376337890624853
13 | 2004-02-15 22:22:39,0.06109702148437497,0.07463540039062525,0.07704907226562471,0.043687939453123666
14 | 2004-02-15 22:32:39,0.06256396484374953,0.07450019531249992,0.0771726562500003,0.04461704101562362
15 | 2004-02-15 22:42:39,0.061390185546874074,0.0743970703124994,0.07745468749999962,0.04410512695312367
16 | 2004-02-15 22:52:39,0.0619827636718742,0.0737171386718742,0.0762046874999993,0.04426635742187367
17 | 2004-02-15 23:02:39,0.06238774414062447,0.07465600585937475,0.07763369140624968,0.0441668945312487
18 | 2004-02-15 23:12:39,0.06248466796874931,0.07416201171874957,0.0767277832031249,0.04369868164062361
19 | 2004-02-15 23:22:39,0.061559863281249586,0.07454770507812469,0.07646528320312446,0.04401376953124855
20 | 2004-02-15 23:32:39,0.06118554687499981,0.07402114257812534,0.07636821289062494,0.04378657226562352
21 | 2004-02-15 23:42:39,0.06132294921874944,0.07332509765625002,0.07932597656249987,0.043318847656248535
22 | 2004-02-15 23:52:39,0.06416308593749975,0.07446245117187436,0.07792421874999991,0.044518212890623764
23 | 2004-02-16 00:02:39,0.060749902343749475,0.07368388671874937,0.07703041992187512,0.044209912109373334
24 | 2004-02-16 00:12:39,0.06164360351562435,0.07259135742187475,0.07642460937499981,0.04418803710937354
25 | 2004-02-16 00:22:39,0.06091010742187473,0.07355356445312476,0.07708632812499944,0.04440624999999896
26 | 2004-02-16 00:32:39,0.061634716796874836,0.07298637695312461,0.07663427734374989,0.04363144531249865
27 | 2004-02-16 00:42:39,0.061126660156249686,0.07398989257812506,0.07777827148437506,0.04375092773437357
28 | 2004-02-16 00:52:39,0.05952954101562465,0.07317866210937468,0.07711943359375001,0.043034082031248616
29 | 2004-02-16 01:02:39,0.06153261718749975,0.07351430664062487,0.07627368164062456,0.04368320312499848
30 | 2004-02-16 01:12:39,0.06203862304687462,0.07361738281249952,0.07781997070312519,0.04407055664062374
31 | 2004-02-16 01:22:39,0.060091308593749525,0.07307192382812427,0.07626289062499939,0.043241894531248486
32 | 2004-02-16 01:32:39,0.06156723632812462,0.07310146484374969,0.07676098632812453,0.04415083007812372
33 | 2004-02-16 01:42:39,0.06280170898437458,0.07417783203124896,0.07914228515625009,0.044831542968748715
34 | 2004-02-16 01:52:39,0.06265395507812463,0.07391098632812441,0.07642509765624975,0.044193310546873636
35 | 2004-02-16 02:02:39,0.06299438476562436,0.07450468749999947,0.07672792968749984,0.04501503906249859
36 | 2004-02-16 02:12:39,0.06148852539062456,0.07350219726562476,0.07686293945312439,0.04387719726562371
37 | 2004-02-16 02:22:39,0.06204555664062435,0.07339638671874972,0.07716381835937468,0.04430039062499887
38 | 2004-02-16 02:32:39,0.06170117187499954,0.07403383789062465,0.07707622070312484,0.044073486328124176
39 | 2004-02-16 02:42:39,0.06128964843749987,0.07211069335937385,0.07697963867187478,0.04357397460937354
40 | 2004-02-16 02:52:39,0.06270371093749963,0.07461113281249952,0.07744155273437453,0.04479389648437372
41 | 2004-02-16 03:02:39,0.0608690917968745,0.07320014648437492,0.07651191406249966,0.044117138671873904
42 | 2004-02-16 03:12:39,0.06463647460937436,0.07400703125000033,0.07766923828124943,0.04479331054687369
43 | 2004-02-16 03:22:39,0.0662111816406247,0.07482382812500027,0.07752915039062461,0.04472695312499843
44 | 2004-02-16 03:32:39,0.06647651367187464,0.07388237304687491,0.07607348632812462,0.044125585937498636
45 | 2004-02-16 03:42:39,0.06557885742187468,0.07285844726562449,0.07613574218749992,0.044805761718748935
46 | 2004-02-16 03:52:39,0.06542358398437476,0.0743386230468744,0.0757864257812494,0.04449584960937338
47 | 2004-02-16 04:02:39,0.06626748046874985,0.07299023437499952,0.07715732421874975,0.04445805664062362
48 | 2004-02-16 04:12:39,0.06762211914062449,0.07557241210937479,0.07959487304687482,0.04591889648437375
49 | 2004-02-16 04:22:39,0.06646704101562509,0.07446787109374987,0.07767729492187454,0.045562890624998784
50 | 2004-02-16 04:32:39,0.06514169921874965,0.0738759765624998,0.07837499999999951,0.044365332031248865
51 | 2004-02-16 04:42:39,0.06573759765624944,0.0739602050781242,0.07677841796874947,0.0444584960937485
52 | 2004-02-16 04:52:39,0.06611171874999919,0.07416235351562456,0.0770728515624998,0.04446181640624873
53 | 2004-02-16 05:02:39,0.06715561523437431,0.0736761230468744,0.07767553710937487,0.04463608398437357
54 | 2004-02-16 05:12:39,0.06632875976562504,0.0735491699218745,0.07565361328124975,0.044042724609373626
55 | 2004-02-16 05:22:39,0.06813012695312487,0.07401025390624938,0.07549882812500068,0.044563476562498684
56 | 2004-02-16 05:32:39,0.06658540039062451,0.07300878906249952,0.07676108398437471,0.04456777343749885
57 | 2004-02-16 05:42:39,0.06720468749999961,0.07407124023437453,0.07789355468750038,0.044524999999998746
58 | 2004-02-16 05:52:39,0.06826743164062457,0.07383657226562439,0.07665844726562446,0.044431396484373685
59 | 2004-02-16 06:02:39,0.06851015624999965,0.07511723632812453,0.07699790039062505,0.04452529296874881
60 | 2004-02-16 06:12:39,0.06884213867187469,0.07452709960937456,0.07856098632812436,0.04568095703124889
61 | 2004-02-16 06:22:39,0.06740664062499971,0.0747901367187498,0.07708754882812455,0.04481035156249849
62 | 2004-02-16 06:32:39,0.06703759765624974,0.07353837890624965,0.07673969726562438,0.045433007812498864
63 | 2004-02-16 06:42:39,0.06806416015624961,0.07391826171875017,0.07706328125000014,0.04415463867187392
64 | 2004-02-16 06:52:39,0.06880546874999957,0.0742577636718745,0.07960478515624918,0.04431157226562372
65 | 2004-02-16 07:02:39,0.06929536132812489,0.07326137695312449,0.07652973632812482,0.04468007812499885
66 | 2004-02-16 07:12:39,0.0674571289062502,0.07269121093749975,0.07583339843749967,0.04358583984374839
67 | 2004-02-16 07:22:39,0.07013779296874967,0.0738625488281252,0.07701362304687398,0.04488315429687337
68 | 2004-02-16 07:32:39,0.06724960937500024,0.07314692382812446,0.07408491210937451,0.0444699218749985
69 | 2004-02-16 07:42:39,0.06928984374999939,0.07451513671874987,0.07631708984374942,0.0443291992187485
70 | 2004-02-16 07:52:39,0.0697745605468741,0.07378027343750021,0.07691738281249964,0.04480473632812392
71 | 2004-02-16 08:02:39,0.06872001953124958,0.07408950195312461,0.07654580078124966,0.044407958984373434
72 | 2004-02-16 08:12:39,0.06866279296874983,0.07371889648437419,0.07664033203124952,0.04477978515624839
73 | 2004-02-16 08:22:39,0.06981372070312483,0.07475375976562422,0.07578007812499905,0.0444924804687488
74 | 2004-02-16 08:32:39,0.06780200195312494,0.07347358398437442,0.07716835937499847,0.04413940429687357
75 | 2004-02-16 08:42:39,0.06924570312499978,0.07408149414062506,0.07658100585937437,0.04423730468749827
76 | 2004-02-16 08:52:39,0.06867446289062458,0.0745497070312492,0.07770986328125003,0.045165478515623546
77 | 2004-02-16 09:02:39,0.06817392578124938,0.07313710937499977,0.07644262695312469,0.044162060546874014
78 | 2004-02-16 09:12:39,0.06806572265624956,0.07261582031249972,0.07636762695312488,0.04472607421874879
79 | 2004-02-16 09:22:39,0.06941987304687497,0.07462768554687535,0.0763219238281248,0.0447936523437486
80 | 2004-02-16 09:32:39,0.0690546386718746,0.0737795898437498,0.07839716796874999,0.04393813476562377
81 | 2004-02-16 09:42:39,0.07040136718749973,0.07436870117187412,0.07728344726562444,0.04432861328124858
82 | 2004-02-16 09:52:39,0.06928867187499993,0.07397143554687458,0.07525312499999923,0.044116992187498635
83 | 2004-02-16 10:02:39,0.0686523925781253,0.07369970703124921,0.07929960937500051,0.044245507812498704
84 | 2004-02-16 10:12:39,0.07003461914062477,0.0732933593749999,0.07675170898437499,0.044109863281248655
85 | 2004-02-16 10:22:39,0.06995117187499918,0.07531542968750035,0.07947788085937463,0.04438833007812371
86 | 2004-02-16 10:32:39,0.06879057617187513,0.07418237304687438,0.07668261718750025,0.04425639648437391
87 | 2004-02-16 10:42:39,0.06929345703125027,0.07399282226562442,0.07587412109374989,0.0446611328124988
88 | 2004-02-16 10:52:39,0.07017036132812453,0.07378124999999969,0.07567675781250023,0.043986474609374014
89 | 2004-02-16 11:02:39,0.07107319335937437,0.07528032226562513,0.07610292968749946,0.045734179687498884
90 | 2004-02-16 11:12:39,0.07035751953124994,0.07361142578124899,0.07669418945312485,0.04405292968749862
91 | 2004-02-16 11:22:39,0.07153637695312444,0.07432851562499956,0.07696352539062483,0.0444784179687488
92 | 2004-02-16 11:32:39,0.07035322265624952,0.07325683593750043,0.07581269531249965,0.04436855468749872
93 | 2004-02-16 11:42:39,0.0716854003906251,0.07437871093750012,0.07829731445312532,0.045289208984373865
94 | 2004-02-16 11:52:39,0.06949370117187473,0.0732675292968746,0.0767820312499994,0.04425458984374879
95 | 2004-02-16 12:02:39,0.07039072265624974,0.07362983398437498,0.07541879882812506,0.04443046874999845
96 | 2004-02-16 12:12:39,0.07124165039062487,0.07439580078124977,0.07648457031250015,0.045192724609374034
97 | 2004-02-16 12:22:39,0.07175527343749985,0.07381660156249956,0.07753330078125006,0.045543408203123865
98 | 2004-02-16 12:32:39,0.07019716796874995,0.07378320312500017,0.07617241210937456,0.04435571289062375
99 | 2004-02-16 12:42:39,0.07143471679687483,0.07424550781250004,0.07750209960937463,0.0453659179687488
100 | 2004-02-16 12:52:39,0.07089589843749933,0.07362915039062476,0.07516523437499946,0.044995996093748714
101 | 2004-02-16 13:02:39,0.07018071289062491,0.07354345703124912,0.07584272460937504,0.043986474609373265
102 | 2004-02-16 13:12:39,0.07028227539062508,0.07409135742187467,0.07721181640625026,0.04419760742187336
103 | 2004-02-16 13:22:39,0.0715004394531245,0.07438754882812483,0.07607866210937503,0.04528266601562388
104 | 2004-02-16 13:32:39,0.07205947265624976,0.07478129882812509,0.0768422363281249,0.04518793945312368
105 | 2004-02-16 13:42:39,0.07061362304687505,0.07317143554687533,0.0766248535156249,0.04490869140624881
106 | 2004-02-16 13:52:39,0.07164843749999968,0.07452709960937452,0.0760662597656252,0.04406816406249909
107 | 2004-02-16 14:02:39,0.0712381347656251,0.07489047851562486,0.07863339843749957,0.04443852539062356
108 | 2004-02-16 14:12:39,0.07097060546875009,0.07527167968749973,0.07741367187500015,0.04453681640624873
109 | 2004-02-16 14:22:39,0.07117299804687507,0.07436450195312466,0.07742041015624919,0.04471860351562367
110 | 2004-02-16 14:32:39,0.0712169921874995,0.07402202148437498,0.07847749023437461,0.04495781249999844
111 | 2004-02-16 14:42:39,0.07299741210937474,0.07418515624999981,0.07472568359375008,0.04449951171874885
112 | 2004-02-16 14:52:39,0.07208471679687424,0.07393950195312489,0.07608203124999965,0.04381904296874838
113 | 2004-02-16 15:02:39,0.07155205078125029,0.07464008789062485,0.07672802734375027,0.04462895507812338
114 | 2004-02-16 15:12:39,0.07147641601562489,0.07399272460937496,0.0758868652343754,0.04454277343749845
115 | 2004-02-16 15:22:39,0.0731861816406245,0.07467250976562495,0.07818911132812502,0.04418935546874905
116 | 2004-02-16 15:32:39,0.07247988281249942,0.07422675781250025,0.07574438476562477,0.04324267578124858
117 | 2004-02-16 15:42:39,0.07283300781249945,0.07554814453124932,0.07698525390624987,0.044926123046873684
118 | 2004-02-16 15:52:39,0.07379951171874935,0.07530908203125,0.07890224609374966,0.045017968749998666
119 | 2004-02-16 16:02:39,0.07424248046874976,0.07438706054687451,0.0774339843749994,0.044321728515623535
120 | 2004-02-16 16:12:39,0.07492026367187518,0.07505346679687466,0.07644277343749974,0.04555883789062358
121 | 2004-02-16 16:22:39,0.07381235351562516,0.07471533203124972,0.07563735351562492,0.04442499999999863
122 | 2004-02-16 16:32:39,0.07384780273437468,0.0744754882812497,0.07631982421874986,0.04528364257812347
123 | 2004-02-16 16:42:39,0.07452734375000017,0.0733593261718746,0.07800112304687479,0.04475004882812336
124 | 2004-02-16 16:52:39,0.07519697265624906,0.07531616210937453,0.0764533203124997,0.04538364257812382
125 | 2004-02-16 17:02:39,0.07510351562499981,0.07403461914062492,0.07639243164062473,0.04543310546874863
126 | 2004-02-16 17:12:39,0.07355107421874997,0.07475170898437475,0.0760824218749994,0.04510087890624872
127 | 2004-02-16 17:22:39,0.0741035644531247,0.07477905273437498,0.07716396484374961,0.0457318847656238
128 | 2004-02-16 17:32:39,0.07414213867187511,0.07533559570312455,0.0781392089843749,0.04552641601562395
129 | 2004-02-16 17:42:39,0.0737333984374996,0.07524389648437425,0.07712924804687454,0.04519165039062386
130 | 2004-02-16 17:52:39,0.07225522460937431,0.07405551757812476,0.07451621093750001,0.04429770507812345
131 | 2004-02-16 18:02:39,0.07661215820312473,0.07437031249999927,0.07785913085937501,0.0460663574218738
132 | 2004-02-16 18:12:39,0.07393281249999985,0.07465698242187442,0.07683046874999974,0.04492622070312352
133 | 2004-02-16 18:22:39,0.07421743164062496,0.07396513671874941,0.07785258789062548,0.04511333007812378
134 | 2004-02-16 18:32:39,0.07531943359374994,0.07509848632812496,0.07820590820312492,0.04494667968749879
135 | 2004-02-16 18:42:39,0.07501640624999932,0.07532807617187451,0.07599443359375012,0.0448215820312488
136 | 2004-02-16 18:52:39,0.07484326171874991,0.07414135742187407,0.07532534179687456,0.04511298828124859
137 | 2004-02-16 19:02:39,0.07483442382812479,0.07406420898437521,0.0762345214843746,0.04460439453124866
138 | 2004-02-16 19:12:39,0.07458520507812502,0.07577377929687464,0.0773633789062494,0.04565297851562382
139 | 2004-02-16 19:22:39,0.07450576171874941,0.07336108398437498,0.07793632812499983,0.04511489257812374
140 | 2004-02-16 19:32:39,0.07259291992187418,0.07480776367187461,0.07649130859375021,0.044825292968748855
141 | 2004-02-16 19:42:39,0.07594003906249959,0.0742901367187497,0.07629741210937499,0.04537626953124863
142 | 2004-02-16 19:52:39,0.07557016601562454,0.07372602539062474,0.08004096679687492,0.04537856445312384
143 | 2004-02-16 20:02:39,0.07305131835937531,0.07332958984374946,0.07654824218749971,0.04476533203124843
144 | 2004-02-16 20:12:39,0.07489609374999986,0.07467573242187417,0.07665400390624948,0.045389794921873707
145 | 2004-02-16 20:22:39,0.0740678222656245,0.07327539062499902,0.07699550781250009,0.04553593749999866
146 | 2004-02-16 20:32:39,0.07596889648437485,0.07404038085937427,0.07535668945312488,0.04471464843749877
147 | 2004-02-16 20:42:39,0.07579848632812453,0.07340395507812418,0.07673789062499901,0.04497578124999867
148 | 2004-02-16 20:52:39,0.0734541015625,0.07484555664062457,0.07535405273437484,0.04531113281249873
149 | 2004-02-16 21:02:39,0.07585732421874937,0.07452153320312423,0.07772983398437477,0.045052832031248664
150 | 2004-02-16 21:12:39,0.07656874999999988,0.07427802734375012,0.07573950195312526,0.04479550781249895
151 | 2004-02-16 21:22:39,0.07684980468749986,0.07336958007812502,0.07588076171874987,0.04519272460937383
152 | 2004-02-16 21:32:39,0.07641865234374988,0.07502167968749993,0.07565786132812401,0.04535146484374867
153 | 2004-02-16 21:42:39,0.07578271484374971,0.07386884765624997,0.07550258789062489,0.0449807128906239
154 | 2004-02-16 21:52:39,0.07569472656250006,0.07475380859374943,0.07639667968749955,0.04477260742187363
155 | 2004-02-16 22:02:39,0.07529868164062474,0.07469428710937455,0.07637397460937448,0.04514423828124885
156 | 2004-02-16 22:12:39,0.07630800781250044,0.07443505859374994,0.07758349609375037,0.045065917968748814
157 | 2004-02-16 22:22:39,0.07893901367187475,0.07451225585937514,0.07852758789062532,0.045196826171873664
158 | 2004-02-16 22:32:39,0.08147211914062487,0.07366088867187505,0.07626928710937472,0.045967236328123405
159 | 2004-02-16 22:42:39,0.080391357421875,0.07407036132812456,0.07810468749999963,0.04552470703124886
160 | 2004-02-16 22:52:39,0.08096103515624975,0.0753701171875,0.07663632812499918,0.04626821289062363
161 | 2004-02-16 23:02:39,0.08140107421874966,0.07450727539062442,0.07546279296874941,0.04538149414062352
162 | 2004-02-16 23:12:39,0.07997055664062462,0.07393920898437448,0.07618491210937496,0.04573457031249857
163 | 2004-02-16 23:22:39,0.08076777343749977,0.0745419921874996,0.07606997070312442,0.04678452148437396
164 | 2004-02-16 23:32:39,0.08166943359374973,0.07418803710937498,0.07667363281250017,0.044865332031248935
165 | 2004-02-16 23:42:39,0.07849257812499921,0.07444335937499975,0.0772929199218744,0.04597587890624866
166 | 2004-02-16 23:52:39,0.08167382812500015,0.0737870117187503,0.07607583007812482,0.04600048828124857
167 | 2004-02-17 00:02:39,0.08147011718749989,0.0740763183593744,0.07779667968750023,0.04608012695312374
168 | 2004-02-17 00:12:39,0.08010878906249977,0.07399658203124954,0.07792680664062457,0.04542387695312365
169 | 2004-02-17 00:22:39,0.08079199218749962,0.0747589355468745,0.07931049804687454,0.04583979492187385
170 | 2004-02-17 00:32:39,0.0801282226562499,0.07486333007812435,0.07619985351562472,0.0465430664062486
171 | 2004-02-17 00:42:39,0.08180371093749984,0.0746342773437493,0.07542104492187432,0.04622583007812407
172 | 2004-02-17 00:52:39,0.0819364257812495,0.07458989257812526,0.0777368164062496,0.04735107421874876
173 | 2004-02-17 01:02:39,0.08061689453124997,0.07338007812499968,0.07495175781249958,0.04603749999999834
174 | 2004-02-17 01:12:39,0.07979892578124954,0.07384863281249976,0.07538803710937472,0.04589482421874869
175 | 2004-02-17 01:22:39,0.08145053710937519,0.07390297851562473,0.07679033203124977,0.046212744140624026
176 | 2004-02-17 01:32:39,0.08173325195312517,0.0736503906250002,0.07726303710937503,0.04746401367187385
177 | 2004-02-17 01:42:39,0.08072402343749974,0.0741568359374998,0.07554365234375028,0.04543583984374877
178 | 2004-02-17 01:52:39,0.07943447265625023,0.07357446289062466,0.07418364257812478,0.04609174804687407
179 | 2004-02-17 02:02:39,0.0821380859375003,0.07394541015624995,0.07653535156249931,0.04599873046874885
180 | 2004-02-17 02:12:39,0.08145771484374989,0.0732749023437494,0.07612412109374943,0.04678935546874892
181 | 2004-02-17 02:22:39,0.08075600585937515,0.07513422851562425,0.07731035156249963,0.045635498046873266
182 | 2004-02-17 02:32:39,0.07921249999999996,0.07517944335937472,0.07822861328124997,0.04552299804687394
183 | 2004-02-17 02:42:39,0.07834467773437526,0.07418124999999921,0.07900156249999944,0.04617910156249904
184 | 2004-02-17 02:52:39,0.08040136718749953,0.07468623046874999,0.07558173828125007,0.046579052734373884
185 | 2004-02-17 03:02:39,0.0789071289062502,0.07410571289062498,0.07649296874999938,0.04575473632812367
186 | 2004-02-17 03:12:39,0.08018593750000008,0.07399033203124955,0.07604165039062423,0.045639062499999015
187 | 2004-02-17 03:22:39,0.08103598632812485,0.07527875976562459,0.07771215820312474,0.04603701171874863
188 | 2004-02-17 03:32:39,0.08095654296874942,0.07538769531249997,0.0759357910156244,0.04634814453124876
189 | 2004-02-17 03:42:39,0.07912827148437515,0.07470576171874879,0.07586606445312451,0.04603310546874877
190 | 2004-02-17 03:52:39,0.08005034179687565,0.07467358398437471,0.07760166015624972,0.04574843749999853
191 | 2004-02-17 04:02:39,0.08031953124999981,0.0739457519531249,0.07512231445312463,0.04516782226562376
192 | 2004-02-17 04:12:39,0.0803500488281247,0.07470053710937485,0.07558017578124955,0.0457355957031237
193 | 2004-02-17 04:22:39,0.0801220703125003,0.07390683593749955,0.07598500976562471,0.046370898437498906
194 | 2004-02-17 04:32:39,0.0808533203124998,0.07464135742187429,0.07594130859374965,0.04608032226562376
195 | 2004-02-17 04:42:39,0.0818293945312499,0.0733686035156243,0.07532846679687452,0.04567172851562374
196 | 2004-02-17 04:52:39,0.08147836914062527,0.07508193359374979,0.07687026367187487,0.04632822265624887
197 | 2004-02-17 05:02:39,0.08063657226562454,0.07346420898437465,0.07600117187499941,0.04562324218749843
198 | 2004-02-17 05:12:39,0.08052534179687484,0.07658071289062457,0.07720844726562456,0.04652885742187386
199 | 2004-02-17 05:22:39,0.08093725585937471,0.07444614257812436,0.07678749999999998,0.04642514648437385
200 | 2004-02-17 05:32:39,0.08057124023437526,0.07496928710937485,0.07729423828124964,0.046131787109373684
201 | 2004-02-17 05:42:39,0.08154731445312499,0.07474628906250019,0.07568676757812504,0.04680488281249922
202 | 2004-02-17 05:52:39,0.08189453125000051,0.07413208007812418,0.0784702148437496,0.045747363281248635
203 | 2004-02-17 06:02:39,0.08233217773437518,0.07515371093749912,0.07708701171874965,0.04672832031249904
204 | 2004-02-17 06:12:39,0.08107631835937505,0.07519873046874972,0.07642402343749924,0.04620937499999857
205 | 2004-02-17 06:22:39,0.08070659179687488,0.07489316406249967,0.07536596679687475,0.045914111328123834
206 | 2004-02-17 06:32:39,0.08155810546874945,0.07578486328125003,0.07690366210937502,0.04650610351562389
207 | 2004-02-17 06:42:39,0.08278935546874969,0.07443808593750005,0.07613749999999933,0.04534775390624855
208 | 2004-02-17 06:52:39,0.08143095703124982,0.07434999999999946,0.07565214843749947,0.04516479492187355
209 | 2004-02-17 07:02:39,0.08378325195312487,0.0760227050781246,0.07726401367187431,0.04664497070312377
210 | 2004-02-17 07:12:39,0.08570673828125043,0.07482709960937414,0.07698872070312514,0.04675800781249878
211 | 2004-02-17 07:22:39,0.09000234374999935,0.07524321289062498,0.0763618164062494,0.04768793945312368
212 | 2004-02-17 07:32:39,0.11648383789062645,0.07749018554687431,0.0809929199218747,0.05084731445312394
213 | 2004-02-17 07:42:39,0.1197947753906264,0.07815390624999938,0.08143989257812388,0.051278124999998884
214 | 2004-02-17 07:52:39,0.1203041992187512,0.07734418945312457,0.07822509765625027,0.051188281249999
215 | 2004-02-17 08:02:39,0.11844228515625035,0.07796127929687441,0.07934213867187526,0.05134121093749907
216 | 2004-02-17 08:12:39,0.1173676269531272,0.0768505859374994,0.07821572265625013,0.05133525390624912
217 | 2004-02-17 08:22:39,0.1210484863281267,0.07738745117187475,0.07910595703124935,0.04996635742187417
218 | 2004-02-17 08:32:39,0.1173470214843763,0.07788061523437449,0.07947641601562465,0.05156733398437415
219 | 2004-02-17 08:42:39,0.11515961914062625,0.07815053710937442,0.08093310546874942,0.05045302734374905
220 | 2004-02-17 08:52:39,0.12100708007812655,0.07750336914062468,0.07868149414062536,0.05100117187499952
221 | 2004-02-17 09:02:39,0.11763349609375187,0.0818540527343744,0.08024326171875015,0.050943994140623824
222 | 2004-02-17 09:12:39,0.1179879394531261,0.07708281249999945,0.07790610351562519,0.050645703124999115
223 | 2004-02-17 09:22:39,0.1182641113281254,0.0776429687499991,0.07976816406249976,0.05168310546874927
224 | 2004-02-17 09:32:39,0.11887666015625092,0.07774335937499945,0.07931704101562506,0.05102695312499881
225 | 2004-02-17 09:42:39,0.1184695800781251,0.07773466796874949,0.07747309570312425,0.05052749023437399
226 | 2004-02-17 09:52:39,0.11374028320312553,0.0773898437499997,0.07964453124999996,0.051414843749998905
227 | 2004-02-17 10:02:39,0.11534023437500099,0.07767724609374961,0.07795600585937436,0.05089931640624897
228 | 2004-02-17 10:12:39,0.1154051269531264,0.07752456054687466,0.07869301757812526,0.05123120117187403
229 | 2004-02-17 10:22:39,0.11773237304687545,0.07746220703124955,0.0791995117187497,0.050654492187499116
230 | 2004-02-17 10:32:39,0.11437333984375105,0.07690043945312504,0.07840839843749924,0.05154179687499895
231 | 2004-02-17 10:42:39,0.11579130859375095,0.07664252929687447,0.0777494628906246,0.05033393554687399
232 | 2004-02-17 10:52:39,0.11390664062500068,0.07730371093749965,0.07719892578125016,0.05090556640624912
233 | 2004-02-17 11:02:39,0.11488637695312573,0.07772207031249978,0.07846909179687425,0.05053168945312386
234 | 2004-02-17 11:12:39,0.11360234375000047,0.07758134765624966,0.07928496093749908,0.05185639648437427
235 | 2004-02-17 11:22:39,0.11794482421875115,0.0782659179687502,0.07985209960937463,0.051402001953123964
236 | 2004-02-17 11:32:39,0.1173074218750004,0.0774626953125001,0.07877475585937407,0.051801611328123984
237 | 2004-02-17 11:42:39,0.11517148437499927,0.07839135742187474,0.07933798828124969,0.05185561523437413
238 | 2004-02-17 11:52:39,0.11509404296875078,0.07752973632812453,0.07742207031249912,0.05118432617187398
239 | 2004-02-17 12:02:39,0.11640004882812542,0.07767709960937523,0.07742539062499927,0.050381884765624184
240 | 2004-02-17 12:12:39,0.11623471679687633,0.07766943359374974,0.07825229492187374,0.051778759765623884
241 | 2004-02-17 12:22:39,0.1096580078125,0.07784907226562457,0.07996997070312425,0.050908251953123734
242 | 2004-02-17 12:32:39,0.11389550781250085,0.07795805664062452,0.07825717773437572,0.05061557617187372
243 | 2004-02-17 12:42:39,0.11043754882812616,0.07726005859375018,0.07841162109374981,0.05061640624999899
244 | 2004-02-17 12:52:39,0.1111781738281262,0.07837861328124959,0.07858862304687478,0.05115053710937432
245 | 2004-02-17 13:02:39,0.1097755371093749,0.0780184570312496,0.07945048828125031,0.04980595703124892
246 | 2004-02-17 13:12:39,0.1100941406250002,0.07729028320312484,0.0791560058593752,0.05008896484374895
247 | 2004-02-17 13:22:39,0.11050004882812553,0.07798271484374948,0.07826215820312453,0.05134956054687422
248 | 2004-02-17 13:32:39,0.10377583007812484,0.0768467773437495,0.07861528320312453,0.050462207031249526
249 | 2004-02-17 13:42:39,0.10158554687499996,0.0758223144531245,0.0779553222656249,0.05042919921874876
250 | 2004-02-17 13:52:39,0.1066033203124999,0.07727119140624979,0.07928574218749904,0.0511785156249992
251 | 2004-02-17 14:02:39,0.10429863281250064,0.07776108398437458,0.0773625488281249,0.0504513183593739
252 | 2004-02-17 14:12:39,0.10415883789062526,0.0771990234374999,0.07803066406250007,0.050593701171873985
253 | 2004-02-17 14:22:39,0.10005688476562538,0.0781806640625002,0.07926015624999999,0.050197509765624
254 | 2004-02-17 14:32:39,0.1014780273437498,0.0788304199218744,0.07720820312499962,0.05065087890624923
255 | 2004-02-17 14:42:39,0.10119311523437544,0.07810112304687421,0.07851923828125004,0.04979526367187394
256 | 2004-02-17 14:52:39,0.10338085937500056,0.07784760742187513,0.07832851562500015,0.04951386718749878
257 | 2004-02-17 15:02:39,0.10047099609375036,0.07835473632812479,0.07952377929687524,0.050326660156249314
258 | 2004-02-17 15:12:39,0.10199780273437543,0.07799873046874954,0.0797369140625005,0.050999560546874254
259 | 2004-02-17 15:22:39,0.096234033203125,0.07825209960937521,0.07893066406249961,0.049563525390623836
260 | 2004-02-17 15:32:39,0.10207265624999984,0.07792314453124928,0.0775957519531251,0.05057075195312407
261 | 2004-02-17 15:42:39,0.10090083007812513,0.07788754882812436,0.07941396484374992,0.049660937499998635
262 | 2004-02-17 15:52:39,0.09794936523437474,0.07748281250000028,0.07847480468749939,0.05020336914062375
263 | 2004-02-17 16:02:39,0.09916318359375056,0.07835781249999947,0.07710341796875013,0.05018286132812407
264 | 2004-02-17 16:12:39,0.09811357421875014,0.07771870117187465,0.07883749999999992,0.05023740234374882
265 | 2004-02-17 16:22:39,0.09634550781249944,0.07832475585937501,0.07987299804687477,0.050581640624998925
266 | 2004-02-17 16:32:39,0.09458398437499974,0.07638696289062469,0.07798925781249995,0.04948935546874908
267 | 2004-02-17 16:42:39,0.0927542968749996,0.07686630859374982,0.07766440429687496,0.049431494140623984
268 | 2004-02-17 16:52:39,0.0929478027343745,0.07814057617187517,0.07777783203124958,0.05003403320312385
269 | 2004-02-17 17:02:39,0.0917473144531248,0.07831396484374932,0.07839038085937433,0.05016904296874913
270 | 2004-02-17 17:12:39,0.09141333007812456,0.07604936523437505,0.07844643554687439,0.048904882812498836
271 | 2004-02-17 17:22:39,0.08995561523437508,0.07792338867187483,0.07869873046874984,0.049496289062499005
272 | 2004-02-17 17:32:39,0.08809013671874992,0.07780693359375025,0.0816678710937495,0.05061738281249858
273 | 2004-02-17 17:42:39,0.08808256835937478,0.07735058593749962,0.07882861328124954,0.048750927734373777
274 | 2004-02-17 17:52:39,0.08510190429687463,0.07703208007812437,0.0777509765625001,0.04933339843749905
275 | 2004-02-17 18:02:39,0.08490029296874985,0.07703730468749956,0.0772064941406243,0.04784902343749857
276 | 2004-02-17 18:12:39,0.08433535156250012,0.07709287109375015,0.07938803710937442,0.0487443359374991
277 | 2004-02-17 18:22:39,0.08426259765624981,0.0768262695312492,0.0771230468749996,0.04867729492187403
278 | 2004-02-17 18:32:39,0.08373901367187514,0.07702949218749963,0.07949863281249894,0.0501898925781241
279 | 2004-02-17 18:42:39,0.08394477539062521,0.07804213867187487,0.08086215820312401,0.048610400390623684
280 | 2004-02-17 18:52:39,0.08374990234374935,0.0776843261718746,0.07800688476562527,0.04863515624999877
281 | 2004-02-17 19:02:39,0.08160043945312521,0.07728876953124941,0.07798212890624966,0.04952373046874898
282 | 2004-02-17 19:12:39,0.0821073730468751,0.07737612304687437,0.07786201171874979,0.04917607421874927
283 | 2004-02-17 19:22:39,0.08246469726562491,0.07761162109374993,0.07849008789062488,0.048212353515623765
284 | 2004-02-17 19:32:39,0.0807744628906253,0.07798193359375008,0.07772553710937441,0.048181249999999134
285 | 2004-02-17 19:42:39,0.08003901367187602,0.07892524414062413,0.07984643554687525,0.04832026367187388
286 | 2004-02-17 19:52:39,0.0816426757812498,0.07895883789062431,0.07831069335937461,0.049011328124998914
287 | 2004-02-17 20:02:39,0.08117055664062428,0.0786070312499995,0.08165405273437479,0.04831025390624904
288 | 2004-02-17 20:12:39,0.07993837890624997,0.07760952148437547,0.07889545898437468,0.04885439453124876
289 | 2004-02-17 20:22:39,0.0794953124999995,0.07879653320312477,0.0807879394531251,0.04800512695312386
290 | 2004-02-17 20:32:39,0.07918544921874984,0.07821894531250027,0.07864814453124916,0.04892607421874856
291 | 2004-02-17 20:42:39,0.07678164062499945,0.07772783203124982,0.07835141601562465,0.04810092773437368
292 | 2004-02-17 20:52:39,0.07916655273437483,0.07844921874999992,0.07793271484374963,0.04866157226562405
293 | 2004-02-17 21:02:39,0.07823676757812448,0.0793016601562498,0.07814414062499947,0.04783139648437375
294 | 2004-02-17 21:12:39,0.07803999023437476,0.0774699218750001,0.07842099609374964,0.04803237304687398
295 | 2004-02-17 21:22:39,0.07697612304687465,0.07821064453124935,0.07976215820312496,0.04832934570312367
296 | 2004-02-17 21:32:39,0.07929077148437487,0.07849936523437491,0.08014277343749901,0.04813808593749902
297 | 2004-02-17 21:42:39,0.07752304687500053,0.07836440429687465,0.07859057617187487,0.04716357421874896
298 | 2004-02-17 21:52:39,0.07971455078125045,0.07921953124999967,0.07825112304687443,0.04819282226562367
299 | 2004-02-17 22:02:39,0.07791777343749952,0.07710151367187412,0.07966914062499961,0.048082958984373834
300 | 2004-02-17 22:12:39,0.07741210937499997,0.07863808593750019,0.08210761718749951,0.047961132812499134
301 | 2004-02-17 22:22:39,0.07883813476562493,0.07788569335937476,0.07905195312500052,0.04827670898437365
302 | 2004-02-17 22:32:39,0.07949257812499973,0.07741835937499944,0.07772094726562434,0.047779443359373584
303 | 2004-02-17 22:42:39,0.0795622558593753,0.0779092773437496,0.07734326171874943,0.04801245117187361
304 | 2004-02-17 22:52:39,0.08070859375000043,0.07749125976562461,0.07950029296874947,0.048852294921873735
305 | 2004-02-17 23:02:39,0.08081020507812474,0.07830893554687493,0.07950390624999984,0.04830766601562382
306 | 2004-02-17 23:12:39,0.08019208984374968,0.0775175781249996,0.07950502929687447,0.047725830078123664
307 | 2004-02-17 23:22:39,0.08107119140624976,0.07822758789062398,0.07759414062499925,0.04787270507812379
308 | 2004-02-17 23:32:39,0.07880727539062449,0.07679736328124967,0.07800405273437512,0.047722119140624006
309 | 2004-02-17 23:42:39,0.0814677246093752,0.07762612304687465,0.08132651367187475,0.04772187499999885
310 | 2004-02-17 23:52:39,0.08141098632812473,0.07891831054687401,0.07868110351562466,0.047713330078123915
311 | 2004-02-18 00:02:39,0.08114028320312497,0.07854643554687492,0.08020913085937484,0.0473238281249988
312 | 2004-02-18 00:12:39,0.08159594726562476,0.07758754882812452,0.07933168945312437,0.04801293945312425
313 | 2004-02-18 00:22:39,0.08100307617187498,0.07682089843749926,0.07835649414062477,0.047748242187498666
314 | 2004-02-18 00:32:39,0.0833388183593752,0.07782631835937479,0.07942924804687447,0.0484559082031239
315 | 2004-02-18 00:42:39,0.08224799804687463,0.07769882812499965,0.07786616210937483,0.04743354492187386
316 | 2004-02-18 00:52:39,0.08296972656250005,0.0782290527343747,0.07800473632812485,0.04764780273437392
317 | 2004-02-18 01:02:39,0.08414838867187531,0.07795610351562432,0.07994653320312446,0.04794619140624869
318 | 2004-02-18 01:12:39,0.08430800781250011,0.07809462890624931,0.0799899902343746,0.04923247070312413
319 | 2004-02-18 01:22:39,0.08319409179687468,0.07706103515624937,0.07921093749999959,0.04712075195312368
320 | 2004-02-18 01:32:39,0.08433745117187504,0.07736552734374902,0.0784916015625001,0.04733867187499899
321 | 2004-02-18 01:42:39,0.08413442382812476,0.07672709960937449,0.0788461914062498,0.046431347656248144
322 | 2004-02-18 01:52:39,0.08273291015624998,0.07838999023437501,0.0801178222656247,0.04786176757812408
323 | 2004-02-18 02:02:39,0.08330493164062429,0.07727514648437475,0.07879042968749997,0.04717001953124885
324 | 2004-02-18 02:12:39,0.08389418945312457,0.07778564453124946,0.08065991210937491,0.047343457031248704
325 | 2004-02-18 02:22:39,0.08458374023437475,0.07735493164062472,0.08002563476562513,0.0473870605468737
326 | 2004-02-18 02:32:39,0.08437875976562459,0.07915205078124997,0.08003124999999983,0.04733232421874842
327 | 2004-02-18 02:42:39,0.08447177734374964,0.07882050781249966,0.07958027343749971,0.048372314453123774
328 | 2004-02-18 02:52:39,0.08491386718749959,0.07752187499999967,0.0783374511718748,0.046816894531248696
329 | 2004-02-18 03:02:39,0.08580830078124949,0.0785921386718744,0.08026840820312445,0.04798056640624916
330 | 2004-02-18 03:12:39,0.08652778320312511,0.0787178710937494,0.07865043945312447,0.047993261718749
331 | 2004-02-18 03:22:39,0.08473398437499938,0.07784545898437444,0.07856967773437509,0.04783720703124879
332 | 2004-02-18 03:32:39,0.08602778320312525,0.07953881835937436,0.08153955078124978,0.047653613281249
333 | 2004-02-18 03:42:39,0.10157714843750007,0.07872250976562499,0.08068154296874948,0.048301953124999006
334 | 2004-02-18 03:52:39,0.10178813476562523,0.07934438476562486,0.08043544921874927,0.049179101562498814
335 | 2004-02-18 04:02:39,0.10004999999999936,0.07984692382812457,0.08155869140624987,0.04952714843749878
336 | 2004-02-18 04:12:39,0.10488154296875007,0.08097822265624953,0.08131972656249932,0.048864453124998916
337 | 2004-02-18 04:22:39,0.1019997558593752,0.07891723632812507,0.08025776367187475,0.048534179687498805
338 | 2004-02-18 04:32:39,0.10475854492187496,0.08087797851562409,0.08197021484374986,0.049540185546873915
339 | 2004-02-18 04:42:39,0.10702290039062516,0.07925112304687428,0.08165068359374962,0.05001381835937363
340 | 2004-02-18 04:52:39,0.10451533203125056,0.08073593749999987,0.08229726562499974,0.04903208007812394
341 | 2004-02-18 05:02:39,0.10830771484374956,0.07969965820312427,0.08010097656249925,0.049801220703123934
342 | 2004-02-18 05:12:39,0.10715629882812464,0.0800672851562494,0.08075917968749981,0.04979511718749868
343 | 2004-02-18 05:22:39,0.10998496093750004,0.07971093749999998,0.08005336914062391,0.049892773437499004
344 | 2004-02-18 05:32:39,0.1099492187500005,0.07927358398437485,0.08245083007812468,0.04868535156249889
345 | 2004-02-18 05:42:39,0.11441870117187596,0.0790628417968746,0.08243652343750006,0.049785449218748536
346 | 2004-02-18 05:52:39,0.11166362304687576,0.08040107421874969,0.08101757812499967,0.049890722656248734
347 | 2004-02-18 06:02:39,0.11485039062500073,0.08122636718749973,0.08140146484374948,0.05053862304687416
348 | 2004-02-18 06:12:39,0.1169396484375004,0.08050424804687474,0.08171767578125007,0.050400585937499055
349 | 2004-02-18 06:22:39,0.11675693359375075,0.08097958984374927,0.08153671875,0.05003994140624875
350 | 2004-02-18 06:32:39,0.1163024414062505,0.08065556640624982,0.0840240234374998,0.05140004882812395
351 | 2004-02-18 06:42:39,0.116789990234375,0.08112207031249956,0.08146328124999988,0.050206933593748865
352 | 2004-02-18 06:52:39,0.11826840820312595,0.08062260742187441,0.08181367187499924,0.05089008789062417
353 | 2004-02-18 07:02:39,0.1179026367187502,0.08230078124999939,0.08132241210937377,0.050703564453123816
354 | 2004-02-18 07:12:39,0.11856186523437552,0.08115190429687494,0.0823302246093747,0.05046787109374902
355 | 2004-02-18 07:22:39,0.11900205078125095,0.08172451171874975,0.08280507812499957,0.051850488281249586
356 | 2004-02-18 07:32:39,0.11833344726562516,0.0803586425781244,0.08137426757812477,0.05132451171874915
357 | 2004-02-18 07:42:39,0.11680659179687528,0.07958383789062534,0.08286181640625033,0.050094970703124166
358 | 2004-02-18 07:52:39,0.12197363281250098,0.08112534179687468,0.08292392578124977,0.05112685546874912
359 | 2004-02-18 08:02:39,0.12400205078125,0.08210483398437522,0.08161782226562428,0.05157622070312433
360 | 2004-02-18 08:12:39,0.1235318359375002,0.08072578125000014,0.08227416992187511,0.05129785156249935
361 | 2004-02-18 08:22:39,0.12380927734375012,0.08194418945312461,0.08308535156249955,0.052143896484373765
362 | 2004-02-18 08:32:39,0.1206237792968751,0.08125356445312464,0.08450375976562446,0.05117578124999907
363 | 2004-02-18 08:42:39,0.11739360351562553,0.08120532226562444,0.08176416015624997,0.05039663085937392
364 | 2004-02-18 08:52:39,0.11564736328125035,0.08028945312499937,0.08181782226562476,0.051210302734374005
365 | 2004-02-18 09:02:39,0.11735805664062532,0.08112617187499968,0.08224892578124968,0.05134697265624897
366 | 2004-02-18 09:12:39,0.1181305664062508,0.08236147460937418,0.08346645507812503,0.05240488281249908
367 | 2004-02-18 09:22:39,0.12217246093750148,0.08179389648437456,0.08287446289062493,0.051330908203123984
368 | 2004-02-18 09:32:39,0.11730126953125035,0.08082724609374964,0.08180922851562486,0.0517090332031242
369 | 2004-02-18 09:42:39,0.1156117187500006,0.08033847656250005,0.0828204589843747,0.05110795898437436
370 | 2004-02-18 09:52:39,0.11779438476562512,0.08048608398437443,0.08241474609374999,0.051535302734374136
371 | 2004-02-18 10:02:39,0.11536352539062572,0.08099716796874988,0.0830027832031243,0.051352001953123984
372 | 2004-02-18 10:12:39,0.12012749023437524,0.08299936523437491,0.08447695312499978,0.0518458496093742
373 | 2004-02-18 10:22:39,0.11886562500000053,0.08093984374999891,0.08192124023437494,0.050885791015624016
374 | 2004-02-18 10:32:39,0.1167333007812505,0.08105981445312448,0.08310346679687414,0.05127788085937416
375 | 2004-02-18 10:42:39,0.11629877929687556,0.08072124023437495,0.08116088867187449,0.05028984374999895
376 | 2004-02-18 10:52:39,0.11142260742187522,0.08170595703125012,0.08262216796874956,0.05178549804687423
377 | 2004-02-18 11:02:39,0.11010820312500023,0.07995957031250013,0.08450170898437513,0.050484960937498984
378 | 2004-02-18 11:12:39,0.10920205078125096,0.08054301757812471,0.0826478515624997,0.050535449218749216
379 | 2004-02-18 11:22:39,0.10897861328124953,0.08107041015624969,0.08235908203124948,0.05183056640624915
380 | 2004-02-18 11:32:39,0.1096106445312498,0.08129975585937446,0.08386552734374954,0.05088701171874861
381 | 2004-02-18 11:42:39,0.10869150390625083,0.08059301757812512,0.08291870117187529,0.05147104492187432
382 | 2004-02-18 11:52:39,0.1187570800781254,0.08249716796874952,0.08467626953124943,0.05353496093749945
383 | 2004-02-18 12:02:39,0.12194008789062485,0.08188725585937498,0.08430449218749966,0.052454785156249184
384 | 2004-02-18 12:12:39,0.11608623046874952,0.08380288085937453,0.08519916992187485,0.053210791015624335
385 | 2004-02-18 12:22:39,0.11480878906250053,0.08327607421874975,0.0849153320312496,0.05415312499999934
386 | 2004-02-18 12:32:39,0.11596035156250045,0.0825567871093743,0.08478168945312488,0.053490234374999564
387 | 2004-02-18 12:42:39,0.1124293945312507,0.08318256835937457,0.08620737304687504,0.05319130859374914
388 | 2004-02-18 12:52:39,0.10986069335937544,0.08405078124999953,0.08466713867187463,0.05313247070312448
389 | 2004-02-18 13:02:39,0.11151494140625078,0.08417177734374938,0.08579062499999977,0.05307011718749927
390 | 2004-02-18 13:12:39,0.1131848632812512,0.08420971679687414,0.0865528320312489,0.05392221679687421
391 | 2004-02-18 13:22:39,0.11035219726562524,0.08403364257812496,0.08557280273437458,0.05369184570312431
392 | 2004-02-18 13:32:39,0.10866728515625017,0.08523012695312468,0.08530249023437421,0.053982031249999084
393 | 2004-02-18 13:42:39,0.11058623046874988,0.08521142578124911,0.08530297851562534,0.053958203124999125
394 | 2004-02-18 13:52:39,0.11285024414062587,0.08475375976562452,0.08569194335937487,0.05415424804687433
395 | 2004-02-18 14:02:39,0.11329594726562582,0.08603959960937511,0.08773749999999991,0.053964746093749474
396 | 2004-02-18 14:12:39,0.11240004882812507,0.085147900390625,0.08528652343749958,0.05511459960937426
397 | 2004-02-18 14:22:39,0.11148632812500066,0.08664912109374967,0.08841650390625025,0.05517148437499934
398 | 2004-02-18 14:32:39,0.11250151367187496,0.08533432617187403,0.08662392578124915,0.054250244140624
399 | 2004-02-18 14:42:39,0.11693305664062492,0.08631582031249951,0.08865209960937513,0.05661660156249889
400 | 2004-02-18 14:52:39,0.11234082031249996,0.08708266601562531,0.08643530273437425,0.05507050781249937
401 | 2004-02-18 15:02:39,0.10555654296874993,0.0858298339843746,0.08795678710937482,0.05368730468749917
402 | 2004-02-18 15:12:39,0.10124863281250047,0.08751083984374931,0.08925522460937467,0.05531557617187465
403 | 2004-02-18 15:22:39,0.09898886718749986,0.08847446289062491,0.09007114257812437,0.05471674804687461
404 | 2004-02-18 15:32:39,0.09555849609374968,0.08646728515624964,0.08882045898437403,0.055149804687499485
405 | 2004-02-18 15:42:39,0.094820947265625,0.0891856445312498,0.09084975585937444,0.05442187499999954
406 | 2004-02-18 15:52:39,0.09397739257812447,0.08797099609374967,0.09067744140624956,0.054726318359374165
407 | 2004-02-18 16:02:39,0.09208579101562506,0.08862319335937459,0.08906918945312434,0.05420136718749968
408 | 2004-02-18 16:12:39,0.09362001953125032,0.09012617187499992,0.09161127929687464,0.05402231445312435
409 | 2004-02-18 16:22:39,0.0931381347656248,0.08855219726562505,0.09085541992187456,0.053909619140624115
410 | 2004-02-18 16:32:39,0.0934000488281247,0.08821157226562479,0.09189956054687433,0.05372822265624942
411 | 2004-02-18 16:42:39,0.09740976562499976,0.09154550781249972,0.09223530273437508,0.0549452148437492
412 | 2004-02-18 16:52:39,0.09935200195312507,0.0902889160156246,0.0920979980468744,0.05491518554687437
413 | 2004-02-18 17:02:39,0.10904204101562502,0.0925788574218745,0.09441499023437527,0.05527622070312453
414 | 2004-02-18 17:12:39,0.11511635742187555,0.09140693359375038,0.09415952148437462,0.05426586914062422
415 | 2004-02-18 17:22:39,0.12250400390625127,0.09348715820312427,0.09392446289062498,0.055583984374999465
416 | 2004-02-18 17:32:39,0.1297588378906252,0.09476249999999974,0.09573554687499973,0.057059277343749375
417 | 2004-02-18 17:42:39,0.13361337890625088,0.0942416503906243,0.0968894042968738,0.05523710937499938
418 | 2004-02-18 17:52:39,0.13430195312499996,0.09511621093749993,0.0981336914062493,0.05694233398437424
419 | 2004-02-18 18:02:39,0.13458745117187687,0.0924857421875004,0.09547499999999948,0.05669296874999946
420 | 2004-02-18 18:12:39,0.12972968750000088,0.09370097656249947,0.09650917968750022,0.056029980468749394
421 | 2004-02-18 18:22:39,0.12410439453125074,0.09344194335937424,0.09736083984374913,0.055355273437499374
422 | 2004-02-18 18:32:39,0.12941791992187548,0.09592070312499867,0.10047602539062436,0.0565124999999993
423 | 2004-02-18 18:42:39,0.13103740234375108,0.09432832031249973,0.09803095703124977,0.0554108398437493
424 | 2004-02-18 18:52:39,0.13031586914062612,0.0950030273437492,0.09837841796874956,0.05717397460937409
425 | 2004-02-18 19:02:39,0.14065053710937586,0.0970397949218742,0.10008818359375024,0.05794682617187447
426 | 2004-02-18 19:12:39,0.1323876464843752,0.09805771484374906,0.1029216796874996,0.05787661132812461
427 | 2004-02-18 19:22:39,0.1270395019531255,0.09623061523437468,0.10168173828124938,0.05967753906249903
428 | 2004-02-18 19:32:39,0.130024951171875,0.09587680664062456,0.10047309570312472,0.05937973632812489
429 | 2004-02-18 19:42:39,0.12517260742187514,0.09817465820312443,0.1026543945312502,0.060329003906249686
430 | 2004-02-18 19:52:39,0.1298944335937513,0.0996203124999994,0.1031842285156242,0.06105590820312451
431 | 2004-02-18 20:02:39,0.12622548828125044,0.10042851562499902,0.10604965820312487,0.062398486328125176
432 | 2004-02-18 20:12:39,0.13543813476562552,0.10170092773437507,0.1064861328125004,0.0646305664062497
433 | 2004-02-18 20:22:39,0.13354511718749973,0.10148017578124936,0.10755551757812457,0.06581386718749924
434 | 2004-02-18 20:32:39,0.129935351562501,0.10315693359375014,0.10658471679687524,0.06447768554687436
435 | 2004-02-18 20:42:39,0.1292544433593751,0.10408964843749996,0.10917280273437406,0.06437456054687471
436 | 2004-02-18 20:52:39,0.12223886718750104,0.10455791015624928,0.11012207031250056,0.06387763671874977
437 | 2004-02-18 21:02:39,0.11611718750000047,0.1035859863281245,0.11032480468750024,0.06210927734375001
438 | 2004-02-18 21:12:39,0.12288276367187548,0.10409521484374967,0.1108590332031251,0.06345332031249909
439 | 2004-02-18 21:22:39,0.13251162109375014,0.10491381835937423,0.11110947265624924,0.06504160156249944
440 | 2004-02-18 21:32:39,0.13018242187500026,0.1020962402343746,0.11018852539062504,0.060787451171875076
441 | 2004-02-18 21:42:39,0.13848383789062596,0.10202993164062392,0.1096048339843754,0.06267338867187479
442 | 2004-02-18 21:52:39,0.14576650390625093,0.1052269531249991,0.11339208984375007,0.06305107421874973
443 | 2004-02-18 22:02:39,0.15187685546875054,0.10471596679687542,0.11432109374999985,0.06351567382812502
444 | 2004-02-18 22:12:39,0.16506372070312708,0.1051072265624996,0.11372768554687487,0.0641492187499996
445 | 2004-02-18 22:22:39,0.18908027343750147,0.10693818359374987,0.11292045898437506,0.06900053710937508
446 | 2004-02-18 22:32:39,0.14993154296875022,0.10662426757812442,0.1155537109375002,0.06563593749999994
447 | 2004-02-18 22:42:39,0.14828041992187566,0.10488100585937518,0.11773808593749895,0.06880917968749964
448 | 2004-02-18 22:52:39,0.14837973632812468,0.1073250488281236,0.11926904296874985,0.06986386718749985
449 | 2004-02-18 23:02:39,0.129032519531251,0.10422353515625042,0.11638447265625015,0.0661096191406244
450 | 2004-02-18 23:12:39,0.1258785156250007,0.10634047851562514,0.11738652343750025,0.06691264648437484
451 | 2004-02-18 23:22:39,0.13193164062500098,0.10600258789062436,0.11808203125000058,0.06888178710937523
452 | 2004-02-18 23:32:39,0.12967060546875014,0.10725083007812417,0.11939282226562573,0.06900400390624993
453 | 2004-02-18 23:42:39,0.15188657226562696,0.10858154296874943,0.12052250976562533,0.07050639648437479
454 | 2004-02-18 23:52:39,0.14585566406250214,0.10801025390625067,0.12064565429687485,0.0686396972656251
455 | 2004-02-19 00:02:39,0.16089067382812536,0.10864497070312504,0.12114736328125005,0.07062861328124975
456 | 2004-02-19 00:12:39,0.14288583984375014,0.11087319335937552,0.12569218749999955,0.07058437499999988
457 | 2004-02-19 00:22:39,0.1294473632812491,0.1092117675781247,0.12522050781250055,0.06833676757812471
458 | 2004-02-19 00:32:39,0.1235800292968755,0.10371464843749956,0.1205031738281254,0.06748032226562478
459 | 2004-02-19 00:42:39,0.12453740234375035,0.1022071289062502,0.1189870117187498,0.06735444335937484
460 | 2004-02-19 00:52:39,0.13982226562500027,0.10921840820312494,0.12167915039062475,0.07373041992187505
461 | 2004-02-19 01:02:39,0.16089301757812527,0.11405190429687558,0.1237235351562496,0.07855522460937456
462 | 2004-02-19 01:12:39,0.17740561523437615,0.11349536132812515,0.12251523437500038,0.07930317382812434
463 | 2004-02-19 01:22:39,0.15332763671875074,0.1064599609375004,0.1156338867187498,0.0741465332031238
464 | 2004-02-19 01:32:39,0.1794444335937514,0.10983374023437513,0.11563559570312534,0.07672983398437469
465 | 2004-02-19 01:42:39,0.15561723632812466,0.09783378906249923,0.1081435058593752,0.0723051757812498
466 | 2004-02-19 01:52:39,0.17179428710937555,0.097445068359375,0.1014502929687495,0.07533476562499977
467 | 2004-02-19 02:02:39,0.16294912109375087,0.09634682617187487,0.09686059570312423,0.07185698242187477
468 | 2004-02-19 02:12:39,0.19724692382812534,0.10747558593749948,0.10160458984374963,0.07920537109374938
469 | 2004-02-19 02:22:39,0.15503696289062455,0.10285283203125,0.09709130859374927,0.07343916015624938
470 | 2004-02-19 02:32:39,0.17242504882812554,0.12672749023437607,0.11974184570312595,0.0818728515624999
471 | 2004-02-19 02:42:39,0.20412456054687544,0.13638261718750014,0.1326965820312502,0.08884580078124976
472 | 2004-02-19 02:52:39,0.18301547851562547,0.1468158691406252,0.14963178710937589,0.08643359374999955
473 | 2004-02-19 03:02:39,0.18231860351562684,0.11338916015625007,0.13547978515625078,0.07744355468749979
474 | 2004-02-19 03:12:39,0.19475849609375254,0.11252451171874978,0.12089018554687532,0.07409721679687416
475 | 2004-02-19 03:22:39,0.2301377441406268,0.139460546875001,0.13315488281250004,0.08628471679687505
476 | 2004-02-19 03:32:39,0.2280258300781285,0.14629189453124986,0.13295854492187528,0.08787182617187425
477 | 2004-02-19 03:42:39,0.2803884765625027,0.14385112304687608,0.13007348632812604,0.09087915039062452
478 | 2004-02-19 03:52:39,0.2539470703125041,0.11585258789062518,0.1207004882812501,0.08709658203125017
479 | 2004-02-19 04:02:39,0.2551300781250033,0.1185655273437507,0.12534062500000007,0.09504594726562476
480 | 2004-02-19 04:12:39,0.2693306640625027,0.1492153808593754,0.14611083984375012,0.10621499023437538
481 | 2004-02-19 04:22:39,0.2942237792968787,0.15252573242187512,0.14782944335937515,0.10994526367187488
482 | 2004-02-19 04:32:39,0.29984995117187746,0.1284738769531258,0.12227006835937446,0.09861079101562524
483 | 2004-02-19 04:42:39,0.24854594726562698,0.1073294921875,0.09503388671874907,0.09075336914062472
484 | 2004-02-19 04:52:39,0.3291750488281285,0.15279868164062516,0.1340743652343763,0.10227949218749943
485 | 2004-02-19 05:02:39,0.41670976562500395,0.1499283203125006,0.14258916015624998,0.09536347656249997
486 | 2004-02-19 05:12:39,0.3519359863281279,0.13249545898437473,0.1275233886718759,0.11118706054687458
487 | 2004-02-19 05:22:39,0.3382504394531307,0.13676811523437554,0.11816704101562453,0.11686103515625047
488 | 2004-02-19 05:32:39,0.30136801757812626,0.1404302734375001,0.11146342773437508,0.1144925781249996
489 | 2004-02-19 05:42:39,0.4533176269531271,0.16101113281250107,0.1374442871093758,0.11904238281249975
490 | 2004-02-19 05:52:39,0.3375745117187557,0.13239716796875042,0.14499667968750024,0.09212255859374917
491 | 2004-02-19 06:02:39,0.35109448242187874,0.15225927734375072,0.15129555664062466,0.10081333007812496
492 | 2004-02-19 06:12:39,0.0018568359375000386,0.0037314941406251627,0.0036558105468752454,0.0017859374999999473
493 | 2004-02-19 06:22:39,0.0011684082031248838,0.0007671875000000934,0.0007161621093750767,0.001698535156249871
494 |
--------------------------------------------------------------------------------
/data/nasa_bearing_train.csv:
--------------------------------------------------------------------------------
1 | ,Bearing 1,Bearing 2,Bearing 3,Bearing 4
2 | 2004-02-12 10:32:39,0.05833242187500012,0.07183159179687551,0.08324428710937498,0.043064941406248725
3 | 2004-02-12 10:42:39,0.05899663085937431,0.07400830078124984,0.0844388183593748,0.044539941406248576
4 | 2004-02-12 10:52:39,0.06023896484374936,0.07422348632812467,0.08392221679687481,0.0444419921874984
5 | 2004-02-12 11:02:39,0.06145327148437446,0.07384311523437474,0.08446240234375005,0.04508110351562415
6 | 2004-02-12 11:12:39,0.061360986328124735,0.07560639648437502,0.0828367187500002,0.04511831054687397
7 | 2004-02-12 11:22:39,0.0616685058593747,0.07328051757812419,0.0848856933593745,0.044170654296873564
8 | 2004-02-12 11:32:39,0.0619439453124996,0.07459233398437454,0.08262333984374963,0.04465830078124887
9 | 2004-02-12 11:42:39,0.06123134765624924,0.07417060546874933,0.08202099609374967,0.04384008789062364
10 | 2004-02-12 11:52:39,0.06228134765624953,0.075808203125,0.08437338867187452,0.04427329101562357
11 | 2004-02-12 12:02:39,0.05989282226562444,0.0751167968749992,0.08450395507812443,0.04397231445312349
12 | 2004-02-12 12:12:39,0.06236938476562445,0.07550722656249922,0.08223647460937475,0.0441699707031237
13 | 2004-02-12 12:22:39,0.06083764648437471,0.07464858398437439,0.08055434570312488,0.043604443359373635
14 | 2004-02-12 12:32:39,0.06109130859374948,0.07482954101562475,0.08078549804687543,0.04352270507812386
15 | 2004-02-12 12:42:39,0.06260361328124903,0.07549184570312463,0.08062187499999954,0.04467817382812392
16 | 2004-02-12 12:52:39,0.062341455078124185,0.07560327148437443,0.08039472656249973,0.04424624023437325
17 | 2004-02-12 13:02:39,0.06163056640624985,0.07528203124999974,0.0810019042968748,0.04468676757812338
18 | 2004-02-12 13:12:39,0.061883496093749824,0.07599433593750009,0.0833077148437494,0.044552099609373695
19 | 2004-02-12 13:22:39,0.061244482421874774,0.07403535156249938,0.08016284179687452,0.043481640624998937
20 | 2004-02-12 13:32:39,0.0614744628906249,0.07533076171874926,0.08175893554687484,0.04415581054687368
21 | 2004-02-12 13:42:39,0.0618423828124994,0.0758182617187497,0.0815086914062498,0.043554199218748584
22 | 2004-02-12 13:52:39,0.062211376953124425,0.0759188964843748,0.08089184570312506,0.04392597656249824
23 | 2004-02-12 14:02:39,0.0626232910156246,0.07640932617187474,0.0822975097656247,0.04376416015624877
24 | 2004-02-12 14:12:39,0.06251264648437481,0.07490590820312501,0.08181030273437448,0.043430175781248914
25 | 2004-02-12 14:22:39,0.06260395507812444,0.07651123046874965,0.08113833007812493,0.0450414062499983
26 | 2004-02-12 14:32:39,0.06244741210937501,0.07664794921875008,0.08357324218749923,0.04451674804687393
27 | 2004-02-12 14:42:39,0.061328759765624276,0.07514804687499946,0.08257143554687454,0.04414335937499842
28 | 2004-02-12 14:52:39,0.061449023437499785,0.07666586914062437,0.08087377929687531,0.04386596679687365
29 | 2004-02-12 15:02:39,0.06128808593749965,0.07556157226562492,0.08217465820312424,0.044178955078123874
30 | 2004-02-12 15:12:39,0.06190380859374989,0.07515419921874975,0.08251352539062493,0.04384360351562378
31 | 2004-02-12 15:22:39,0.0618897460937496,0.07588139648437471,0.08026474609374998,0.04373535156249857
32 | 2004-02-12 15:32:39,0.061726074218749524,0.07564682617187445,0.0813568847656245,0.043280371093748465
33 | 2004-02-12 15:42:39,0.06320795898437465,0.0755150390625002,0.08135029296875021,0.04509169921874863
34 | 2004-02-12 15:52:39,0.060691357421874675,0.07611416015624978,0.08007026367187495,0.0440298339843737
35 | 2004-02-12 16:02:39,0.062273437499999286,0.07644072265624963,0.08200498046875003,0.04452133789062362
36 | 2004-02-12 16:12:39,0.06152519531249938,0.0773216308593749,0.08341738281249952,0.04420649414062364
37 | 2004-02-12 16:22:39,0.061505615234374325,0.075809033203125,0.0793544921874999,0.0441729492187487
38 | 2004-02-12 16:32:39,0.06062832031249915,0.07618530273437454,0.08224033203124964,0.044367431640623525
39 | 2004-02-12 16:42:39,0.06268540039062433,0.0765277832031244,0.08133124999999959,0.04478911132812364
40 | 2004-02-12 16:52:39,0.061218896484375014,0.07574770507812527,0.08236689453124957,0.04438124999999864
41 | 2004-02-12 17:02:39,0.061414404296874565,0.07675522460937441,0.08167958984375011,0.04503208007812392
42 | 2004-02-12 17:12:39,0.061577539062499874,0.0770155273437502,0.08198920898437465,0.04467309570312366
43 | 2004-02-12 17:22:39,0.061915576171874064,0.0758274902343751,0.08108427734374976,0.04419399414062362
44 | 2004-02-12 17:32:39,0.06114721679687472,0.0754916015624997,0.07966176757812463,0.0436552734374986
45 | 2004-02-12 17:42:39,0.061457812499999064,0.07510683593749956,0.07858828125000036,0.044209179687498636
46 | 2004-02-12 17:52:39,0.06138168945312453,0.07671152343749996,0.08184448242187486,0.04396962890624871
47 | 2004-02-12 18:02:39,0.060115380859374574,0.07534951171875001,0.08125874023437461,0.04429472656249837
48 | 2004-02-12 18:12:39,0.062267724609374825,0.07608276367187497,0.08218564453124996,0.04443549804687359
49 | 2004-02-12 18:22:39,0.060795263671874475,0.07491430664062422,0.0827833496093747,0.04428383789062358
50 | 2004-02-12 18:32:39,0.061783984374999275,0.07634487304687412,0.08128281249999965,0.04467592773437385
51 | 2004-02-12 18:42:39,0.060624999999999124,0.07474077148437452,0.07950488281249997,0.043782470703123515
52 | 2004-02-12 18:52:39,0.06151396484374984,0.07669355468749953,0.08101669921874978,0.044540820312498584
53 | 2004-02-12 19:02:39,0.06163393554687465,0.07628876953124965,0.08007553710937464,0.04469897460937379
54 | 2004-02-12 19:12:39,0.062391113281249376,0.07597148437499966,0.08020952148437502,0.043930957031248635
55 | 2004-02-12 19:22:39,0.060578906249999565,0.07613872070312462,0.07999404296874994,0.04537788085937361
56 | 2004-02-12 19:32:39,0.0603469238281248,0.07478676757812447,0.08132402343749959,0.043911962890623525
57 | 2004-02-12 19:42:39,0.061459423828124526,0.07620888671875006,0.0816148925781247,0.04470507812499857
58 | 2004-02-12 19:52:39,0.06091977539062489,0.07605932617187461,0.08023398437499976,0.04386894531249827
59 | 2004-02-12 20:02:39,0.06096416015624963,0.07527646484374942,0.07947871093749934,0.04312924804687362
60 | 2004-02-12 20:12:39,0.0601991210937497,0.07481215820312456,0.07934960937499992,0.0429238769531234
61 | 2004-02-12 20:22:39,0.061614990234374674,0.07698813476562484,0.08146132812499997,0.043104785156248535
62 | 2004-02-12 20:32:39,0.06209091796874992,0.07583710937500024,0.08092783203124998,0.044374267578123724
63 | 2004-02-12 20:42:39,0.06078271484374976,0.07589057617187461,0.08136718749999952,0.04335307617187335
64 | 2004-02-12 20:52:39,0.06226416015624962,0.07571538085937485,0.08127578124999993,0.0451600585937485
65 | 2004-02-12 21:02:39,0.060654931640624576,0.07635112304687493,0.0791667968749998,0.04433666992187365
66 | 2004-02-12 21:12:39,0.06083608398437431,0.0751497070312501,0.08072812499999958,0.04398735351562359
67 | 2004-02-12 21:22:39,0.060680615234374485,0.07604282226562467,0.07927661132812544,0.044346142578123735
68 | 2004-02-12 21:32:39,0.060812451171874525,0.07616796874999945,0.08137167968749935,0.043722412109373485
69 | 2004-02-12 21:42:39,0.060510986328124725,0.07612978515624966,0.08050263671875034,0.04365766601562373
70 | 2004-02-12 21:52:39,0.060512841796874536,0.07632724609374987,0.08049243164062478,0.043177636718748566
71 | 2004-02-12 22:02:39,0.06074648437499965,0.07604897460937482,0.08058930664062508,0.0443579101562489
72 | 2004-02-12 22:12:39,0.0593998535156244,0.07486137695312456,0.07982944335937514,0.04402412109374865
73 | 2004-02-12 22:22:39,0.06052802734375004,0.07673291015625003,0.08193452148437456,0.044243603515623904
74 | 2004-02-12 22:32:39,0.0607700683593746,0.07572387695312435,0.08063427734374981,0.045050341796873734
75 | 2004-02-12 22:42:39,0.061740966796874214,0.07780322265624956,0.08116035156249976,0.04440053710937384
76 | 2004-02-12 22:52:39,0.0618938476562497,0.0769746582031242,0.08186528320312454,0.044710107421873736
77 | 2004-02-12 23:02:39,0.06124228515624969,0.07546166992187432,0.07919165039062415,0.044678955078123465
78 | 2004-02-12 23:12:39,0.060409228515624275,0.07673339843749982,0.08057822265625017,0.04415263671874826
79 | 2004-02-12 23:22:39,0.06159233398437434,0.07602309570312447,0.08013198242187455,0.043751660156248415
80 | 2004-02-12 23:32:39,0.060021533203124734,0.07504223632812466,0.07704365234374985,0.04395078124999868
81 | 2004-02-12 23:42:39,0.06083569335937465,0.07633164062499963,0.08231479492187474,0.04457724609374868
82 | 2004-02-12 23:52:39,0.06048603515624995,0.07487753906249928,0.08100493164062494,0.04337006835937336
83 | 2004-02-13 00:02:39,0.0591311523437493,0.0749784179687495,0.07952900390624998,0.044439843749998716
84 | 2004-02-13 00:12:39,0.06068037109374965,0.07566831054687494,0.07993583984374973,0.04406196289062368
85 | 2004-02-13 00:22:39,0.060732519531249564,0.07454106445312457,0.07784628906249984,0.04454150390624887
86 | 2004-02-13 00:32:39,0.0611025878906246,0.07638618164062481,0.07802426757812482,0.043665185546873465
87 | 2004-02-13 00:42:39,0.0607469238281245,0.0752262207031246,0.07877260742187506,0.04457861328124839
88 | 2004-02-13 00:52:39,0.06091245117187465,0.07494980468749952,0.07895551757812469,0.04350732421874857
89 | 2004-02-13 01:02:39,0.05888041992187441,0.07450727539062449,0.07851855468749976,0.044343017578123735
90 | 2004-02-13 01:12:39,0.06084023437499954,0.07619062499999978,0.08101230468749973,0.04484584960937351
91 | 2004-02-13 01:22:39,0.061193359374999465,0.07576923828124976,0.08181528320312463,0.04384199218749837
92 | 2004-02-13 01:32:39,0.0620559082031247,0.07566083984374931,0.07987006835937517,0.04357231445312346
93 | 2004-02-13 01:42:39,0.060056835937499914,0.0752666992187496,0.08102031249999961,0.04422333984374891
94 | 2004-02-13 01:52:39,0.06057661132812429,0.07536596679687517,0.08169296874999989,0.043523974609373635
95 | 2004-02-13 02:02:39,0.05935917968749947,0.07501508789062464,0.07892949218749942,0.044104150390623535
96 | 2004-02-13 02:12:39,0.06148251953124945,0.07577373046874983,0.08110507812500001,0.04393291015624856
97 | 2004-02-13 02:22:39,0.06067919921874947,0.07605097656249966,0.07910517578124979,0.0440174804687483
98 | 2004-02-13 02:32:39,0.06147456054687413,0.0759443359374994,0.07998139648437405,0.04449204101562337
99 | 2004-02-13 02:42:39,0.06036914062499915,0.07639892578124961,0.07926269531249956,0.044407568359373685
100 | 2004-02-13 02:52:39,0.06107197265624933,0.07549501953124951,0.07822055664062444,0.04487666015624872
101 | 2004-02-13 03:02:39,0.05984189453124994,0.07583403320312472,0.0791840332031248,0.04427138671874845
102 | 2004-02-13 03:12:39,0.061092041015624925,0.07534301757812409,0.07944360351562478,0.043945996093748586
103 | 2004-02-13 03:22:39,0.06035493164062479,0.07573242187499965,0.07927011718749997,0.044435791015623685
104 | 2004-02-13 03:32:39,0.060179199218749535,0.07585493164062491,0.07996870117187478,0.04399707031249861
105 | 2004-02-13 03:42:39,0.06026245117187425,0.07666118164062476,0.07849028320312483,0.04415083007812371
106 | 2004-02-13 03:52:39,0.06067714843749944,0.07592416992187452,0.07854501953124934,0.04421411132812346
107 | 2004-02-13 04:02:39,0.06119331054687451,0.07642451171874964,0.07967285156249967,0.04461562499999865
108 | 2004-02-13 04:12:39,0.060404492187499666,0.07535698242187483,0.07892460937499925,0.043872900390623255
109 | 2004-02-13 04:22:39,0.0598341308593747,0.07574394531249952,0.08042138671875003,0.04363198242187343
110 | 2004-02-13 04:32:39,0.05987309570312434,0.0752937011718747,0.07884951171875007,0.04390444335937373
111 | 2004-02-13 04:42:39,0.06104184570312485,0.07541064453124917,0.07980976562499968,0.04498349609374873
112 | 2004-02-13 04:52:39,0.06009790039062461,0.07587998046874952,0.07928178710937563,0.04405517578124852
113 | 2004-02-13 05:02:39,0.06013740234374981,0.07422861328124837,0.07923012695312487,0.04362529296874821
114 | 2004-02-13 05:12:39,0.06129438476562445,0.0766043457031248,0.08179497070312476,0.04500551757812368
115 | 2004-02-13 05:22:39,0.0598292480468748,0.07542563476562457,0.07946582031249952,0.043981542968748615
116 | 2004-02-13 05:32:39,0.06034975585937433,0.07615693359374945,0.07818100585937435,0.04350410156249855
117 | 2004-02-13 05:42:39,0.05949511718749957,0.07474174804687435,0.07967431640624993,0.04406704101562346
118 | 2004-02-13 05:52:39,0.062271582031249585,0.07567436523437489,0.08064106445312494,0.04451313476562345
119 | 2004-02-13 06:02:39,0.060693359374999735,0.07551518554687474,0.08098583984375002,0.04384921874999871
120 | 2004-02-13 06:12:39,0.061147070312499927,0.07702431640624982,0.07985249023437505,0.04478354492187348
121 | 2004-02-13 06:22:39,0.06067783203124956,0.07537133789062456,0.080427001953125,0.04410825195312365
122 | 2004-02-13 06:32:39,0.060589160156249725,0.07609726562499991,0.07805810546874974,0.044236132812498496
123 | 2004-02-13 06:42:39,0.061254052734374925,0.07606728515624933,0.08087675781249945,0.043198144531248456
124 | 2004-02-13 06:52:39,0.0614058593749995,0.07517026367187499,0.08101997070312457,0.04421582031249858
125 | 2004-02-13 07:02:39,0.06220756835937461,0.0761377929687492,0.07912006835937414,0.044289013671873836
126 | 2004-02-13 07:12:39,0.060342187499999575,0.07435517578124998,0.0794931152343745,0.04341782226562377
127 | 2004-02-13 07:22:39,0.060595703125000025,0.07682919921874984,0.07929423828125012,0.04369711914062386
128 | 2004-02-13 07:32:39,0.06021303710937447,0.07510620117187439,0.07821079101562466,0.04305673828124866
129 | 2004-02-13 07:42:39,0.059976318359374774,0.07509394531249933,0.07920913085937463,0.04393242187499875
130 | 2004-02-13 07:52:39,0.060206591796874064,0.07532734374999976,0.07937226562499901,0.044305175781248735
131 | 2004-02-13 08:02:39,0.05925800781249922,0.07493588867187449,0.07802768554687489,0.043766503906248616
132 | 2004-02-13 08:12:39,0.06010434570312467,0.07614990234374988,0.08112846679687483,0.04383188476562342
133 | 2004-02-13 08:22:39,0.0598836425781249,0.07545966796875005,0.0815190917968749,0.04397275390624854
134 | 2004-02-13 08:32:39,0.0600524902343751,0.07500624999999983,0.0790306152343749,0.04359672851562358
135 | 2004-02-13 08:42:39,0.060548242187499435,0.07562954101562501,0.08204038085937437,0.04351010742187349
136 | 2004-02-13 08:52:39,0.061009326171874566,0.07622377929687497,0.08019516601562474,0.04410585937499858
137 | 2004-02-13 09:02:39,0.061487207031249526,0.07524580078124968,0.08092226562499992,0.04359980468749866
138 | 2004-02-13 09:12:39,0.061328515624999615,0.07666684570312451,0.08046030273437521,0.044433154296873285
139 | 2004-02-13 09:22:39,0.06014897460937441,0.07611240234374965,0.07976381835937453,0.04399204101562392
140 | 2004-02-13 09:32:39,0.061196533203124334,0.07672221679687521,0.08006850585937482,0.044654394531248635
141 | 2004-02-13 09:42:39,0.059392431640624174,0.07556308593749984,0.07714619140624987,0.042838378906248385
142 | 2004-02-13 09:52:39,0.060437158203124286,0.07584023437500005,0.07772978515624998,0.04391723632812355
143 | 2004-02-13 10:02:39,0.0609832519531245,0.07577929687500012,0.07988583984374953,0.04401503906249842
144 | 2004-02-13 10:12:39,0.06026874999999932,0.0757138671874999,0.0800993652343746,0.04415307617187362
145 | 2004-02-13 10:22:39,0.0606363281249996,0.07651005859375001,0.08095249023437455,0.04381762695312367
146 | 2004-02-13 10:32:39,0.059840039062499725,0.07507963867187459,0.08052998046874979,0.04394541015624846
147 | 2004-02-13 10:42:39,0.059756298828124374,0.07662358398437509,0.08240087890625006,0.04365742187499853
148 | 2004-02-13 10:52:39,0.060063867187499426,0.0758019531249994,0.07954433593750039,0.04369350585937359
149 | 2004-02-13 11:02:39,0.05967343749999957,0.07593715820312455,0.07858583984375014,0.04497749023437357
150 | 2004-02-13 11:12:39,0.05991723632812501,0.07487666015625008,0.07799360351562429,0.04364252929687352
151 | 2004-02-13 11:22:39,0.060454345703124475,0.07606811523437453,0.07968183593749951,0.0434682128906239
152 | 2004-02-13 11:32:39,0.05907358398437387,0.07513476562499913,0.07808925781249945,0.0438910156249986
153 | 2004-02-13 11:42:39,0.06199365234374923,0.07543291015625027,0.08011992187499932,0.0444587402343736
154 | 2004-02-13 11:52:39,0.060447363281249236,0.0762479492187498,0.07951142578125,0.043843164062498934
155 | 2004-02-13 12:02:39,0.06025131835937449,0.0757530273437496,0.08077988281249984,0.044865234374998536
156 | 2004-02-13 12:12:39,0.060385205078124574,0.07533007812500005,0.07878266601562359,0.04377880859374857
157 | 2004-02-13 12:22:39,0.06107827148437465,0.07512275390624984,0.07751298828124968,0.043421972656248656
158 | 2004-02-13 12:32:39,0.061372949218749674,0.07686293945312428,0.08169526367187477,0.04447499999999871
159 | 2004-02-13 12:42:39,0.06201020507812425,0.07615434570312521,0.07753940429687496,0.043976953124998566
160 | 2004-02-13 12:52:39,0.060471679687500036,0.0747886230468747,0.07949765624999952,0.04339628906249873
161 | 2004-02-13 13:02:39,0.06098398437499965,0.0755073242187497,0.07921728515624958,0.0437964843749986
162 | 2004-02-13 13:12:39,0.060281494140625023,0.07526958007812477,0.07783037109375025,0.04439907226562393
163 | 2004-02-13 13:22:39,0.061896533203125124,0.07669487304687418,0.07940263671874984,0.04419008789062341
164 | 2004-02-13 13:32:39,0.06044550781249927,0.07519199218749988,0.07711445312499984,0.04429975585937354
165 | 2004-02-13 13:42:39,0.06085620117187469,0.07633393554687504,0.08089487304687477,0.04389282226562366
166 | 2004-02-13 13:52:39,0.06001259765624972,0.07530229492187504,0.07659082031249928,0.0434499023437485
167 | 2004-02-13 14:02:39,0.06126215820312466,0.07549067382812473,0.07889272460937417,0.042973486328123214
168 | 2004-02-13 14:12:39,0.060606103515624274,0.07592202148437452,0.07982084960937469,0.0439101562499986
169 | 2004-02-13 14:22:39,0.061083300781249815,0.07609052734374992,0.07982666015625002,0.043897021484373584
170 | 2004-02-13 14:32:39,0.06134306640625028,0.07598740234374966,0.07890834960937518,0.044306396484373664
171 | 2004-02-13 14:42:39,0.061139453124999174,0.07667875976562426,0.07909658203124931,0.044931982421873684
172 | 2004-02-13 14:52:39,0.06045566406249945,0.07480048828124944,0.07760429687499944,0.043134716796873626
173 | 2004-02-13 15:02:39,0.061759863281249584,0.07551328124999979,0.07877431640625006,0.043683007812498335
174 | 2004-02-13 15:12:39,0.06002963867187485,0.07534448242187455,0.07708613281249926,0.043551464843748534
175 | 2004-02-13 15:22:39,0.05959965820312446,0.07550449218749915,0.07768071289062492,0.04305107421874864
176 | 2004-02-13 15:32:39,0.060474072265624325,0.07514824218749963,0.07686923828124956,0.044094189453123635
177 | 2004-02-13 15:42:39,0.05972949218749981,0.0758477050781247,0.07828710937499904,0.043949121093748836
178 | 2004-02-13 15:52:39,0.06159047851562451,0.07597065429687468,0.07809404296874901,0.04398183593749864
179 | 2004-02-13 16:02:39,0.05964233398437476,0.07534077148437485,0.07792666015625002,0.043995214843748735
180 | 2004-02-13 16:12:39,0.059424658203124266,0.07496035156249872,0.07772578124999943,0.04444472656249848
181 | 2004-02-13 16:22:39,0.06048623046874985,0.07505664062499966,0.07598793945312485,0.043837304687498704
182 | 2004-02-13 16:32:39,0.06022690429687436,0.07525922851562486,0.07716269531249992,0.04357973632812362
183 | 2004-02-13 16:42:39,0.06019072265624985,0.07553764648437522,0.07971220703124984,0.043948046874998606
184 | 2004-02-13 16:52:39,0.05948530273437452,0.07459238281249922,0.07719199218750013,0.043131054687498255
185 | 2004-02-13 17:02:39,0.0615404296874997,0.07549042968749968,0.07912690429687462,0.044156249999998516
186 | 2004-02-13 17:12:39,0.06007236328124967,0.07565620117187434,0.07982397460937421,0.04345590820312354
187 | 2004-02-13 17:22:39,0.06140878906250001,0.0758261718750001,0.07857929687499997,0.0441242675781236
188 | 2004-02-13 17:32:39,0.06033476562499955,0.07584594726562416,0.0810190429687496,0.044061132812498516
189 | 2004-02-13 17:42:39,0.06181953124999949,0.07587392578124949,0.07894433593749972,0.04565859374999882
190 | 2004-02-13 17:52:39,0.05926127929687405,0.07492631835937487,0.07682680664062466,0.043550146484373525
191 | 2004-02-13 18:02:39,0.06058369140624941,0.07572929687499963,0.07769873046874973,0.044301171874998616
192 | 2004-02-13 18:12:39,0.059595996093749486,0.07507919921875005,0.07705874023437473,0.04294082031249848
193 | 2004-02-13 18:22:39,0.06155981445312464,0.07494687499999945,0.07918906249999995,0.04472499999999865
194 | 2004-02-13 18:32:39,0.06117045898437465,0.07527475585937382,0.07671699218749975,0.04437998046874865
195 | 2004-02-13 18:42:39,0.060975634765625085,0.0753345214843746,0.07653134765624937,0.04420566406249854
196 | 2004-02-13 18:52:39,0.061459423828124325,0.07542197265624975,0.08022495117187499,0.04467075195312359
197 | 2004-02-13 19:02:39,0.06009228515624958,0.07585698242187411,0.07877978515624973,0.04440649414062374
198 | 2004-02-13 19:12:39,0.05994350585937434,0.07579184570312497,0.08097563476562468,0.04332148437499876
199 | 2004-02-13 19:22:39,0.05924433593749955,0.07390122070312452,0.0785089843749999,0.042873486328123725
200 | 2004-02-13 19:32:39,0.06038212890624941,0.0759408691406247,0.07867705078124979,0.04408671874999866
201 | 2004-02-13 19:42:39,0.06047363281249949,0.0748969726562495,0.07773911132812493,0.044247021484373664
202 | 2004-02-13 19:52:39,0.06216645507812476,0.07610957031249935,0.07956328124999906,0.04398730468749838
203 | 2004-02-13 20:02:39,0.06052856445312444,0.07489370117187448,0.07781489257812439,0.0440835937499988
204 | 2004-02-13 20:12:39,0.06018378906249966,0.07595170898437463,0.07937192382812443,0.04332402343749837
205 | 2004-02-13 20:22:39,0.0609383300781247,0.07568935546875002,0.07927915039062461,0.0444886718749986
206 | 2004-02-13 20:32:39,0.05973300781249965,0.07436430664062482,0.07805200195312495,0.04423881835937369
207 | 2004-02-13 20:42:39,0.05966455078124941,0.07520556640624965,0.07732338867187485,0.04351147460937355
208 | 2004-02-13 20:52:39,0.05973803710937463,0.07456772460937479,0.07785273437499955,0.043917822265623616
209 | 2004-02-13 21:02:39,0.060894775390624725,0.07587065429687474,0.07716738281249988,0.04432465820312352
210 | 2004-02-13 21:12:39,0.06044609374999936,0.0760858398437494,0.0775552246093749,0.044854052734373664
211 | 2004-02-13 21:22:39,0.06067158203124945,0.07389174804687462,0.07586616210937494,0.043139062499998035
212 | 2004-02-13 21:32:39,0.05993408203124969,0.07388583984374937,0.07722587890624988,0.043313330078123546
213 | 2004-02-13 21:42:39,0.06166845703124931,0.07587416992187454,0.078940673828125,0.04481372070312371
214 | 2004-02-13 21:52:39,0.06085458984374921,0.07541279296874995,0.07964096679687448,0.04414013671874874
215 | 2004-02-13 22:02:39,0.06080751953124953,0.07472172851562536,0.07854384765625019,0.042947607421873334
216 | 2004-02-13 22:12:39,0.061980712890624214,0.0759186523437492,0.08054877929687519,0.04479975585937364
217 | 2004-02-13 22:22:39,0.061027929687499614,0.07502612304687514,0.07839990234374973,0.04476323242187345
218 | 2004-02-13 22:32:39,0.06054819335937474,0.0752465332031243,0.07722856445312509,0.04476303710937389
219 | 2004-02-13 22:42:39,0.061289355468749786,0.07549497070312455,0.0796133300781249,0.0440772460937486
220 | 2004-02-13 22:52:39,0.06117880859374971,0.07468754882812431,0.07720546874999974,0.04407460937499892
221 | 2004-02-13 23:02:39,0.061737988281249635,0.07579077148437438,0.07843432617187399,0.04442841796874877
222 | 2004-02-13 23:12:39,0.061184326171874574,0.07475532226562431,0.07665498046875005,0.04378037109374878
223 | 2004-02-13 23:22:39,0.060832666015624225,0.07484116210937415,0.07778842773437457,0.044089794921873614
224 | 2004-02-13 23:32:39,0.05982963867187471,0.07489199218749973,0.07778188476562489,0.04348603515624866
225 | 2004-02-13 23:42:39,0.06106723632812462,0.07463540039062473,0.07796562499999984,0.04344736328124847
226 | 2004-02-13 23:52:39,0.06100190429687415,0.07412641601562467,0.07817080078124958,0.0436814941406236
227 | 2004-02-14 00:02:39,0.060413623046874435,0.07430839843750021,0.07806899414062471,0.044041748046873566
228 | 2004-02-14 00:12:39,0.05996123046874986,0.07467758789062433,0.07795307617187495,0.04355693359374877
229 | 2004-02-14 00:22:39,0.06019365234374966,0.07498237304687433,0.07762563476562488,0.044557910156248666
230 | 2004-02-14 00:32:39,0.0615235351562498,0.07555078124999923,0.07733149414062515,0.043913183593748746
231 | 2004-02-14 00:42:39,0.061168798828124524,0.07546044921875024,0.07899228515624926,0.04450415039062365
232 | 2004-02-14 00:52:39,0.06085590820312432,0.07505107421874949,0.07606718750000023,0.044689062499999065
233 | 2004-02-14 01:02:39,0.06124096679687435,0.07474931640624972,0.07908129882812477,0.04527724609374862
234 | 2004-02-14 01:12:39,0.060006494140624665,0.07506904296874961,0.07519897460937487,0.04381533203124896
235 | 2004-02-14 01:22:39,0.06150078124999934,0.07519946289062393,0.07856328124999973,0.04540522460937377
236 | 2004-02-14 01:32:39,0.060510986328124385,0.07535590820312424,0.0763950195312499,0.043384960937498745
237 | 2004-02-14 01:42:39,0.061434863281249565,0.07477768554687451,0.07651035156249976,0.04404619140624853
238 | 2004-02-14 01:52:39,0.06186772460937481,0.07502133789062468,0.07923486328125044,0.04385541992187381
239 | 2004-02-14 02:02:39,0.06162041015624981,0.07559565429687434,0.07745053710937498,0.04405244140624887
240 | 2004-02-14 02:12:39,0.06088505859374941,0.07512924804687501,0.0779249023437495,0.044742822265623663
241 | 2004-02-14 02:22:39,0.060744677734374315,0.07466884765624936,0.07751088867187461,0.04393344726562372
242 | 2004-02-14 02:32:39,0.061348339843749565,0.07479809570312472,0.07716171874999941,0.04366586914062359
243 | 2004-02-14 02:42:39,0.060207714843749566,0.07375195312499971,0.07785854492187425,0.04396879882812328
244 | 2004-02-14 02:52:39,0.060878320312498985,0.07506005859374967,0.0800380859374998,0.04515029296874864
245 | 2004-02-14 03:02:39,0.0594852050781246,0.0740181640625002,0.07605917968749955,0.043870654296873764
246 | 2004-02-14 03:12:39,0.060624511718749614,0.07596425781249973,0.07700034179687452,0.04399594726562348
247 | 2004-02-14 03:22:39,0.061268652343749425,0.07537294921875005,0.07968417968749969,0.04441992187499883
248 | 2004-02-14 03:32:39,0.05971533203124935,0.07555571289062532,0.0802578124999996,0.044594775390623766
249 | 2004-02-14 03:42:39,0.060782617187499825,0.07528061523437474,0.0769822265624998,0.044789843749999184
250 | 2004-02-14 03:52:39,0.060064697265624786,0.07486293945312493,0.08095126953124973,0.04478369140624863
251 | 2004-02-14 04:02:39,0.06013188476562449,0.07603818359374978,0.07788398437499984,0.04447153320312408
252 | 2004-02-14 04:12:39,0.059832470703124675,0.07448134765625006,0.07645336914062448,0.04397353515624882
253 | 2004-02-14 04:22:39,0.059942089843749324,0.07570341796875016,0.07683852539062491,0.04432929687499869
254 | 2004-02-14 04:32:39,0.061768554687499484,0.07520522460937475,0.07828891601562457,0.0439076660156235
255 | 2004-02-14 04:42:39,0.060617968749999473,0.07476186523437485,0.07777153320312442,0.043841552734373526
256 | 2004-02-14 04:52:39,0.06033295898437405,0.07492807617187497,0.07838540039062407,0.04432617187499864
257 | 2004-02-14 05:02:39,0.06055107421874977,0.07557133789062467,0.07812709960937436,0.0444645507812489
258 | 2004-02-14 05:12:39,0.060466162109374534,0.07552260742187478,0.077231689453125,0.044004150390623435
259 | 2004-02-14 05:22:39,0.06080327148437462,0.07540834960937468,0.07755087890625001,0.044786718749998636
260 | 2004-02-14 05:32:39,0.059502246093749774,0.07415498046874969,0.07655659179687492,0.043587499999998905
261 | 2004-02-14 05:42:39,0.061728955078124814,0.07619047851562501,0.07890424804687506,0.04379145507812365
262 | 2004-02-14 05:52:39,0.06114384765624994,0.07547348632812483,0.07774829101562558,0.04441445312499887
263 | 2004-02-14 06:02:39,0.061066650390624914,0.07541020507812464,0.07712143554687456,0.0439402832031241
264 | 2004-02-14 06:12:39,0.06112387695312437,0.07449609374999927,0.07776000976562507,0.04427246093749853
265 | 2004-02-14 06:22:39,0.05973530273437455,0.07398295898437493,0.07868549804687427,0.04321992187499843
266 | 2004-02-14 06:32:39,0.05989277343749925,0.07513251953125002,0.07793056640625029,0.04352226562499818
267 | 2004-02-14 06:42:39,0.06193354492187455,0.07439819335937436,0.07837568359374933,0.04406030273437357
268 | 2004-02-14 06:52:39,0.06150473632812505,0.07512685546874985,0.07655410156249945,0.043808007812498405
269 | 2004-02-14 07:02:39,0.06124960937499944,0.07546181640624983,0.07843354492187463,0.0447207519531235
270 | 2004-02-14 07:12:39,0.061623925781249485,0.07491376953124915,0.07957973632812465,0.043949316406248766
271 | 2004-02-14 07:22:39,0.0598328613281247,0.07504511718749984,0.07857060546875015,0.04393115234374876
272 | 2004-02-14 07:32:39,0.06017080078124967,0.07479165039062467,0.0772643554687495,0.04460307617187377
273 | 2004-02-14 07:42:39,0.06106171874999921,0.07486625976562514,0.07751469726562538,0.04319882812499845
274 | 2004-02-14 07:52:39,0.06151791992187485,0.07474887695312488,0.07630927734375023,0.04489902343749848
275 | 2004-02-14 08:02:39,0.0602331542968745,0.07495219726562483,0.0771582519531247,0.043798876953123636
276 | 2004-02-14 08:12:39,0.061496826171874824,0.07462353515624988,0.07898442382812512,0.044156103515623615
277 | 2004-02-14 08:22:39,0.061527880859374724,0.07492236328124965,0.07754843749999987,0.04462504882812353
278 | 2004-02-14 08:32:39,0.062092968749999373,0.07499638671874936,0.07780019531249979,0.044117138671873724
279 | 2004-02-14 08:42:39,0.060524999999999315,0.07462597656249978,0.07594125976562494,0.043775488281248214
280 | 2004-02-14 08:52:39,0.061783105468749586,0.07448520507812448,0.07653320312500038,0.044124902343748496
281 | 2004-02-14 09:02:39,0.060192285156249435,0.0742385253906239,0.07496767578124984,0.04391752929687335
282 | 2004-02-14 09:12:39,0.06121874999999975,0.07487343749999968,0.07677958984374947,0.04394790039062358
283 | 2004-02-14 09:22:39,0.06075073242187482,0.07394716796874977,0.0777649414062494,0.043906054687498634
284 | 2004-02-14 09:32:39,0.0604816894531247,0.07282329101562435,0.07733154296874957,0.043428417968748786
285 | 2004-02-14 09:42:39,0.0611396484374994,0.07423955078124947,0.07856479492187493,0.04356777343749863
286 | 2004-02-14 09:52:39,0.061593603515625,0.07506005859374988,0.07710126953125038,0.044418749999998564
287 | 2004-02-14 10:02:39,0.05991953124999936,0.07407197265624925,0.07582099609374955,0.04387099609374875
288 | 2004-02-14 10:12:39,0.060994091796874574,0.07573164062499932,0.07763427734374992,0.043547070312498735
289 | 2004-02-14 10:22:39,0.059913867187499185,0.07396508789062431,0.07658120117187449,0.04357202148437341
290 | 2004-02-14 10:32:39,0.060801806640624574,0.07574809570312475,0.07817192382812503,0.0441930175781234
291 | 2004-02-14 10:42:39,0.060123730468749616,0.07433222656249938,0.0758743652343751,0.04382319335937358
292 | 2004-02-14 10:52:39,0.06085786132812461,0.0757824218749994,0.07655175781249955,0.04438989257812378
293 | 2004-02-14 11:02:39,0.06017465820312477,0.07369003906249899,0.07877026367187483,0.044275146484373966
294 | 2004-02-14 11:12:39,0.061315429687499486,0.07516152343750009,0.08028154296874981,0.04510390624999886
295 | 2004-02-14 11:22:39,0.06054580078124994,0.0745839355468744,0.08114438476562512,0.04527456054687366
296 | 2004-02-14 11:32:39,0.0614030761718745,0.07510439453124956,0.0777736328125002,0.044760839843748616
297 | 2004-02-14 11:42:39,0.06031049804687394,0.07415156249999992,0.07788666992187543,0.04462416992187394
298 | 2004-02-14 11:52:39,0.061759472656249564,0.07425883789062475,0.07789936523437467,0.044646777343748514
299 | 2004-02-14 12:02:39,0.06099384765624951,0.07559252929687446,0.08157670898437491,0.043968603515623775
300 | 2004-02-14 12:12:39,0.060786523437499726,0.07512529296874987,0.0788559082031249,0.045051367187498616
301 | 2004-02-14 12:22:39,0.061414111328124535,0.0746150390624999,0.07802094726562453,0.043866015624998735
302 | 2004-02-14 12:32:39,0.06244853515624956,0.07529374999999974,0.07812514648437488,0.044411572265623735
303 | 2004-02-14 12:42:39,0.05945927734374948,0.07492265624999972,0.07887182617187469,0.04368959960937346
304 | 2004-02-14 12:52:39,0.060735205078124826,0.07411420898437507,0.07691308593749972,0.04458325195312371
305 | 2004-02-14 13:02:39,0.059924365234374825,0.07450961914062487,0.07786142578124998,0.04350712890624837
306 | 2004-02-14 13:12:39,0.06184033203124984,0.07427397460937464,0.07731430664062497,0.04416000976562357
307 | 2004-02-14 13:22:39,0.060685839843749666,0.07405375976562477,0.07536020507812446,0.04424423828124858
308 | 2004-02-14 13:32:39,0.06126445312499953,0.07434174804687475,0.07591806640624968,0.044143749999998934
309 | 2004-02-14 13:42:39,0.06081533203124945,0.07534116210937437,0.07693496093749988,0.04396464843749875
310 | 2004-02-14 13:52:39,0.05999589843750036,0.07371806640624932,0.07646997070312478,0.04402416992187378
311 | 2004-02-14 14:02:39,0.06110375976562475,0.07458310546874976,0.0754097656250001,0.04496665039062383
312 | 2004-02-14 14:12:39,0.06157539062499921,0.07598085937499957,0.0790037109375,0.04422768554687359
313 | 2004-02-14 14:22:39,0.062031591796874785,0.07579658203124948,0.07847070312499957,0.04436386718749846
314 | 2004-02-14 14:32:39,0.061577099609374776,0.07433359374999995,0.0742438476562497,0.04374135742187376
315 | 2004-02-14 14:42:39,0.060446923828124714,0.07434028320312479,0.0751493652343743,0.04454707031249912
316 | 2004-02-14 14:52:39,0.0613890136718744,0.07483198242187511,0.07711474609375045,0.04420253906249838
317 | 2004-02-14 15:02:39,0.0608152832031242,0.0740325195312497,0.07729335937500012,0.0431037597656235
318 | 2004-02-14 15:12:39,0.061808251953124865,0.07470068359374918,0.0763936035156246,0.04378295898437372
319 | 2004-02-14 15:22:39,0.06015454101562503,0.07388012695312429,0.07736640624999988,0.04365830078124864
320 | 2004-02-14 15:32:39,0.06073818359374954,0.0744374023437499,0.07705581054687471,0.043798730468748735
321 | 2004-02-14 15:42:39,0.06031157226562482,0.07433198242187453,0.0757361328125003,0.04326396484374862
322 | 2004-02-14 15:52:39,0.06146235351562451,0.07450576171875009,0.07754169921874941,0.04393510742187355
323 | 2004-02-14 16:02:39,0.0615894531249991,0.07337231445312445,0.077566748046875,0.044076611328123634
324 | 2004-02-14 16:12:39,0.06012558593750016,0.07559995117187461,0.07610449218749997,0.04431040039062376
325 | 2004-02-14 16:22:39,0.061396142578124625,0.07413417968749986,0.07672104492187518,0.04412993164062368
326 | 2004-02-14 16:32:39,0.06144804687499986,0.07515229492187511,0.07724238281250018,0.04396640624999838
327 | 2004-02-14 16:42:39,0.06029692382812444,0.07445200195312437,0.07738310546874963,0.043867041015623366
328 | 2004-02-14 16:52:39,0.0616880859374993,0.07525151367187442,0.07632451171874967,0.04396450195312342
329 | 2004-02-14 17:02:39,0.059888525390624565,0.07389965820312472,0.07854873046874906,0.044592773437498616
330 | 2004-02-14 17:12:39,0.06140180664062495,0.07527700195312484,0.07783642578124933,0.04399770507812322
331 | 2004-02-14 17:22:39,0.06159448242187504,0.07500332031249955,0.0763590820312497,0.043877197265623634
332 | 2004-02-14 17:32:39,0.061064697265624336,0.07420576171874935,0.07661186523437485,0.04414604492187386
333 | 2004-02-14 17:42:39,0.06034794921874979,0.07465473632812415,0.07744946289062503,0.04388559570312388
334 | 2004-02-14 17:52:39,0.05919736328124986,0.07444956054687465,0.07575571289062515,0.0445029785156235
335 | 2004-02-14 18:02:39,0.059457177734374575,0.07406616210937486,0.07527690429687478,0.043643945312498884
336 | 2004-02-14 18:12:39,0.06033354492187465,0.07416064453124978,0.07707075195312449,0.04311142578124852
337 | 2004-02-14 18:22:39,0.0613135742187503,0.07453212890624976,0.07630908203124963,0.04395307617187343
338 | 2004-02-14 18:32:39,0.05925786132812413,0.0747168457031247,0.07641606445312435,0.04420161132812375
339 | 2004-02-14 18:42:39,0.062381933593749675,0.07551723632812453,0.07791669921875,0.04434814453124873
340 | 2004-02-14 18:52:39,0.061403173828124526,0.0747777343749993,0.07777866210937445,0.044701074218748624
341 | 2004-02-14 19:02:39,0.061934033203124586,0.07469003906249955,0.07734516601562516,0.04378720703124882
342 | 2004-02-14 19:12:39,0.060971777343749665,0.07502075195312469,0.07651416015624997,0.044835302734373535
343 | 2004-02-14 19:22:39,0.06081928710937471,0.07455507812499919,0.07550512695312471,0.04341816406249842
344 | 2004-02-14 19:32:39,0.0604805175781241,0.0741532226562495,0.07646435546874954,0.043880468749998826
345 | 2004-02-14 19:42:39,0.060902587890624825,0.07423681640625021,0.07803300781249929,0.043947460937498566
346 | 2004-02-14 19:52:39,0.06032187499999976,0.07223056640624988,0.07657070312499953,0.04435517578124838
347 | 2004-02-14 20:02:39,0.061469580078124426,0.0743264648437492,0.07799145507812462,0.04437543945312352
348 | 2004-02-14 20:12:39,0.060384716796875064,0.07439116210937455,0.07822861328125,0.044043603515623315
349 | 2004-02-14 20:22:39,0.06199624023437453,0.07411249999999972,0.07753540039062387,0.04438637695312366
350 | 2004-02-14 20:32:39,0.0607825683593744,0.07299711914062494,0.07616318359374945,0.04441640624999872
351 | 2004-02-14 20:42:39,0.06076088867187466,0.07371874999999946,0.07565922851562519,0.043155468749998524
352 | 2004-02-14 20:52:39,0.0595874511718744,0.07294467773437513,0.07580170898437491,0.04292763671874887
353 | 2004-02-14 21:02:39,0.06047607421874966,0.07342158203124972,0.07752661132812462,0.04409365234374903
354 | 2004-02-14 21:12:39,0.06076538085937415,0.07454462890624937,0.07843588867187509,0.0441350585937487
355 | 2004-02-14 21:22:39,0.06055097656249945,0.07470761718749977,0.07612241210937455,0.0441264160156238
356 | 2004-02-14 21:32:39,0.061156347656249326,0.07454238281249972,0.07646762695312599,0.04414755859374892
357 | 2004-02-14 21:42:39,0.059996679687500075,0.07450380859374968,0.07451557617187457,0.04401362304687359
358 | 2004-02-14 21:52:39,0.0618235351562497,0.07521191406249944,0.07773374023437482,0.043692187499998564
359 | 2004-02-14 22:02:39,0.0615790039062494,0.07475219726562461,0.07702246093749998,0.044150292968748464
360 | 2004-02-14 22:12:39,0.060126806640624725,0.07433413085937474,0.07719560546874951,0.04374492187499859
361 | 2004-02-14 22:22:39,0.060926904296874314,0.07476298828124937,0.07607499999999942,0.04374804687499845
362 | 2004-02-14 22:32:39,0.06042661132812462,0.07419213867187446,0.07716948242187431,0.04353549804687375
363 | 2004-02-14 22:42:39,0.05945463867187443,0.07314682617187393,0.07477875976562459,0.04335517578124855
364 | 2004-02-14 22:52:39,0.060606054687499675,0.07354975585937511,0.0766145019531247,0.04396259765624844
365 | 2004-02-14 23:02:39,0.06134428710937447,0.07409770507812424,0.07726933593749959,0.04440678710937356
366 | 2004-02-14 23:12:39,0.06121801757812481,0.07449160156249919,0.07816440429687466,0.04451308593749855
367 | 2004-02-14 23:22:39,0.06043359374999946,0.07492055664062489,0.07755761718749986,0.04383110351562357
368 | 2004-02-14 23:32:39,0.060959863281249464,0.07420551757812413,0.07661752929687443,0.044257666015623566
369 | 2004-02-14 23:42:39,0.061008349609374984,0.0748127441406243,0.07915009765625013,0.044157666015623764
370 | 2004-02-14 23:52:39,0.06060014648437476,0.07411181640624945,0.0756809082031245,0.04323872070312364
371 | 2004-02-15 00:02:39,0.06161357421874944,0.0740144531249997,0.07641718749999961,0.04376757812499865
372 | 2004-02-15 00:12:39,0.05973769531249984,0.07378916015624991,0.0768213867187501,0.04359760742187358
373 | 2004-02-15 00:22:39,0.05927011718749979,0.07453706054687444,0.07442197265624949,0.044363623046873774
374 | 2004-02-15 00:32:39,0.05980400390625005,0.07396186523437502,0.07621665039062422,0.04394223632812397
375 | 2004-02-15 00:42:39,0.0612703613281247,0.07359716796874964,0.0768229980468745,0.04404536132812351
376 | 2004-02-15 00:52:39,0.06143388671874925,0.07438295898437479,0.07619277343749957,0.04354921874999822
377 | 2004-02-15 01:02:39,0.06002929687499953,0.07446850585937463,0.0793452636718748,0.04358046874999851
378 | 2004-02-15 01:12:39,0.061379931640624476,0.07468261718749943,0.07630361328124932,0.04529809570312375
379 | 2004-02-15 01:22:39,0.060806445312499575,0.07403769531249964,0.07529550781249975,0.0441088378906239
380 | 2004-02-15 01:32:39,0.060473779296874586,0.07332338867187467,0.07553164062499987,0.043837744140623976
381 | 2004-02-15 01:42:39,0.05993769531249973,0.07423295898437379,0.07570141601562462,0.04344609374999848
382 | 2004-02-15 01:52:39,0.06177529296874895,0.07341333007812466,0.0771691894531247,0.043473242187498685
383 | 2004-02-15 02:02:39,0.061136816406249316,0.07477963867187466,0.08004565429687505,0.04436401367187383
384 | 2004-02-15 02:12:39,0.06111855468749945,0.07309672851562518,0.07721552734374962,0.04395922851562396
385 | 2004-02-15 02:22:39,0.06076054687499964,0.07448422851562456,0.0785674316406251,0.0431831542968734
386 | 2004-02-15 02:32:39,0.05934960937499991,0.07281870117187464,0.07804174804687479,0.04332587890624875
387 | 2004-02-15 02:42:39,0.060456201171874724,0.07504145507812457,0.07728627929687462,0.044459082031248494
388 | 2004-02-15 02:52:39,0.06012329101562468,0.07376357421875004,0.07758212890624958,0.04332338867187348
389 | 2004-02-15 03:02:39,0.0598732910156239,0.07275869140624988,0.07561850585937517,0.044783007812498665
390 | 2004-02-15 03:12:39,0.059211523437499386,0.07471186523437442,0.07658144531250012,0.04351787109374867
391 | 2004-02-15 03:22:39,0.06146669921874946,0.07343325195312464,0.07821943359374996,0.04442719726562374
392 | 2004-02-15 03:32:39,0.06161679687499964,0.07464487304687473,0.07599628906249978,0.04427783203124855
393 | 2004-02-15 03:42:39,0.06125141601562456,0.07375092773437461,0.07713627929687511,0.04365166015624858
394 | 2004-02-15 03:52:39,0.06140732421874993,0.07549931640624921,0.07806259765624968,0.044264843749998686
395 | 2004-02-15 04:02:39,0.062247900390624514,0.07488681640624954,0.07742583007812462,0.04331142578124848
396 | 2004-02-15 04:12:39,0.061873583984374675,0.07508139648437459,0.0768883300781247,0.043776025390623516
397 | 2004-02-15 04:22:39,0.06089462890624923,0.07432285156249986,0.07665908203124963,0.044265332031248605
398 | 2004-02-15 04:32:39,0.06062944335937485,0.07485844726562471,0.07718432617187428,0.04410786132812387
399 | 2004-02-15 04:42:39,0.06167065429687502,0.07392456054687425,0.07662084960937468,0.04378413085937317
400 | 2004-02-15 04:52:39,0.0588062988281247,0.07312890624999985,0.0742092773437496,0.04336132812499851
401 | 2004-02-15 05:02:39,0.06097724609374947,0.07405947265624938,0.07859931640625008,0.04369863281249866
402 | 2004-02-15 05:12:39,0.06090004882812443,0.07416469726562468,0.07703046875000019,0.04389716796874872
403 | 2004-02-15 05:22:39,0.05942758789062413,0.07310620117187487,0.07547924804687497,0.04343955078124888
404 | 2004-02-15 05:32:39,0.06044697265624946,0.0744897949218749,0.07761533203125004,0.04321835937499855
405 | 2004-02-15 05:42:39,0.058293408203124814,0.07264243164062488,0.07392880859374946,0.04350600585937342
406 | 2004-02-15 05:52:39,0.06082836914062496,0.07348627929687421,0.0752113769531246,0.0442376464843734
407 | 2004-02-15 06:02:39,0.06045957031249975,0.07383989257812458,0.07690747070312498,0.04440639648437365
408 | 2004-02-15 06:12:39,0.060357275390624826,0.07466420898437526,0.07570473632812484,0.04342446289062375
409 | 2004-02-15 06:22:39,0.06002358398437443,0.07251733398437436,0.07579184570312493,0.0436381347656232
410 | 2004-02-15 06:32:39,0.06030170898437461,0.07362807617187453,0.07804072265624946,0.043354687499998365
411 | 2004-02-15 06:42:39,0.059980029296874335,0.0733170410156247,0.07672641601562523,0.044677246093748714
412 | 2004-02-15 06:52:39,0.06073881835937441,0.07312861328124946,0.07669838867187469,0.04369780273437361
413 | 2004-02-15 07:02:39,0.06074658203124931,0.07522661132812485,0.07651640624999932,0.044316601562498746
414 | 2004-02-15 07:12:39,0.06009536132812472,0.07396083984375003,0.07660156249999964,0.043560449218748465
415 | 2004-02-15 07:22:39,0.060083496093749626,0.07214199218749945,0.07531040039062464,0.04418764648437353
416 | 2004-02-15 07:32:39,0.06069648437499961,0.0740858398437498,0.0775862304687496,0.04364633789062365
417 | 2004-02-15 07:42:39,0.060730517578124636,0.07399238281249944,0.07720532226562463,0.043926171874998594
418 | 2004-02-15 07:52:39,0.060631787109374675,0.07376694335937525,0.07685004882812488,0.043335839843748655
419 | 2004-02-15 08:02:39,0.061343457031249674,0.07381684570312476,0.07601474609374935,0.043955908203123714
420 | 2004-02-15 08:12:39,0.0606200683593746,0.07312592773437512,0.07669570312499968,0.04438027343749884
421 | 2004-02-15 08:22:39,0.060356787109374775,0.07310239257812504,0.07549116210937458,0.04301606445312328
422 | 2004-02-15 08:32:39,0.060161425781249986,0.07440258789062534,0.07767900390624985,0.04445688476562374
423 | 2004-02-15 08:42:39,0.06154262695312464,0.07454101562499943,0.07686787109374961,0.043868798828123175
424 | 2004-02-15 08:52:39,0.06079077148437448,0.07352729492187514,0.07693544921874954,0.044000830078123866
425 | 2004-02-15 09:02:39,0.06059833984374958,0.07446538085937468,0.07829560546874989,0.04369189453124864
426 | 2004-02-15 09:12:39,0.060271191406249876,0.0741562011718745,0.07568818359374949,0.043769238281248776
427 | 2004-02-15 09:22:39,0.06124570312499946,0.07473955078124983,0.07780024414062467,0.044333740234373344
428 | 2004-02-15 09:32:39,0.06065537109374899,0.07384433593749952,0.07642265625000019,0.044212060546873815
429 | 2004-02-15 09:42:39,0.06050874023437468,0.07352446289062484,0.0773791015624995,0.04325131835937356
430 | 2004-02-15 09:52:39,0.0598805664062498,0.07367792968749985,0.07638105468750013,0.045047705078123945
431 | 2004-02-15 10:02:39,0.0606849609374988,0.07463002929687443,0.0772327636718747,0.044175634765623785
432 | 2004-02-15 10:12:39,0.06126279296874972,0.07383076171874968,0.07636718749999971,0.04385981445312364
433 | 2004-02-15 10:22:39,0.06123774414062466,0.07384345703124981,0.07625800781249986,0.04389008789062361
434 | 2004-02-15 10:32:39,0.0609578124999994,0.0744977050781242,0.07628569335937509,0.04323081054687357
435 | 2004-02-15 10:42:39,0.06030624999999992,0.07322880859374999,0.07518696289062493,0.043279541015623584
436 | 2004-02-15 10:52:39,0.06128852539062427,0.07411323242187436,0.07694433593749958,0.04378984374999869
437 | 2004-02-15 11:02:39,0.06165273437499993,0.07476030273437502,0.07606767578124983,0.04354912109374847
438 | 2004-02-15 11:12:39,0.060571484374999415,0.07373437499999949,0.07833461914062513,0.04499072265624879
439 | 2004-02-15 11:22:39,0.060180712890624474,0.07293413085937388,0.07664956054687459,0.0435369140624985
440 | 2004-02-15 11:32:39,0.06155541992187395,0.07499052734374967,0.07493876953124938,0.04454545898437337
441 | 2004-02-15 11:42:39,0.061788769531249885,0.07375532226562441,0.0761896484375004,0.04404975585937365
442 | 2004-02-15 11:52:39,0.060815478515624126,0.07414550781249996,0.07823867187500029,0.04364272460937353
443 | 2004-02-15 12:02:39,0.06124853515624954,0.07395839843749982,0.07584916992187497,0.043488232421873656
444 | 2004-02-15 12:12:39,0.060543115234374736,0.07348588867187478,0.07607924804687466,0.04394077148437351
445 | 2004-02-15 12:22:39,0.06052524414062421,0.07438457031249915,0.07814589843749985,0.044174902343748886
446 | 2004-02-15 12:32:39,0.0609181152343747,0.07334038085937486,0.07764067382812509,0.04291616210937338
447 | 2004-02-15 12:42:39,0.06178803710937456,0.07420341796874982,0.07959267578124987,0.0443179199218738
448 | 2004-02-15 12:52:39,0.06164970703124977,0.07432919921874938,0.07582421874999952,0.043740771484373685
449 | 2004-02-15 13:02:39,0.061665673828124185,0.0740464843749996,0.07644711914062452,0.04480429687499852
450 | 2004-02-15 13:12:39,0.059931201171874476,0.07404868164062478,0.07550126953124968,0.04402255859374896
451 | 2004-02-15 13:22:39,0.05995112304687473,0.07397236328125001,0.0768219238281249,0.043493554687498666
452 | 2004-02-15 13:32:39,0.060586376953124424,0.0744407714843748,0.07707753906249967,0.04425239257812345
453 | 2004-02-15 13:42:39,0.06208168945312473,0.07457714843750025,0.07746284179687471,0.04386459960937364
454 | 2004-02-15 13:52:39,0.06075234374999916,0.07431625976562448,0.0770331542968746,0.04308115234374861
455 | 2004-02-15 14:02:39,0.062052783203124635,0.07425810546874931,0.07787900390624901,0.043899121093748536
456 | 2004-02-15 14:12:39,0.062129101562499435,0.07409165039062482,0.07745507812499937,0.044021044921873566
457 | 2004-02-15 14:22:39,0.061879980468749415,0.07369140624999991,0.07589960937499991,0.04432641601562352
458 | 2004-02-15 14:32:39,0.06116948242187464,0.07375800781249953,0.07465439453124928,0.044229443359373705
459 | 2004-02-15 14:42:39,0.060834326171874564,0.07422783203124955,0.07612656249999973,0.04388237304687325
460 | 2004-02-15 14:52:39,0.06280659179687458,0.07503876953125002,0.07695488281249971,0.044900927734373736
461 | 2004-02-15 15:02:39,0.06200019531249972,0.07381381835937502,0.07816352539062492,0.04457817382812381
462 | 2004-02-15 15:12:39,0.0616165039062498,0.07464819335937492,0.07616176757812451,0.04431459960937334
463 | 2004-02-15 15:22:39,0.06251484375000012,0.07502294921874986,0.08041811523437402,0.04511679687499863
464 | 2004-02-15 15:32:39,0.06145122070312434,0.07521958007812454,0.07820522460937478,0.04407080078124877
465 | 2004-02-15 15:42:39,0.060868554687499736,0.07341513671874987,0.07655468749999991,0.044133251953123835
466 | 2004-02-15 15:52:39,0.06103349609374936,0.07396035156249985,0.07629750976562465,0.04332524414062351
467 | 2004-02-15 16:02:39,0.06000620117187426,0.07307167968749963,0.07511943359374985,0.043666064453123404
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480 | 2004-02-15 18:12:39,0.060689746093749525,0.07366083984374952,0.0773537109374994,0.04316684570312337
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486 | 2004-02-15 19:12:39,0.06060078124999941,0.07285317382812455,0.07709350585937448,0.04358164062499869
487 | 2004-02-15 19:22:39,0.06019999999999945,0.07403007812499937,0.07664384765624963,0.04365541992187343
488 | 2004-02-15 19:32:39,0.06028427734374973,0.07258559570312452,0.07642529296874975,0.04393872070312351
489 | 2004-02-15 19:42:39,0.05993164062499956,0.07305673828124999,0.07663813476562457,0.04427485351562339
490 | 2004-02-15 19:52:39,0.061803466796874325,0.07444482421875018,0.07739511718749968,0.044165039062498745
491 | 2004-02-15 20:02:39,0.059112109374999965,0.07329428710937484,0.07533139648437445,0.043487158203123606
492 | 2004-02-15 20:12:39,0.059396728515625115,0.07323247070312475,0.07581538085937442,0.04277695312499859
493 | 2004-02-15 20:22:39,0.06098012695312467,0.07303164062499971,0.07600610351562508,0.044228027343748665
494 |
--------------------------------------------------------------------------------
/iforest.py:
--------------------------------------------------------------------------------
1 | import os
2 | import argparse
3 | from utils import *
4 | from sklearn.ensemble import IsolationForest
5 |
6 |
7 | # Isolation Forest
8 | def iforest(X_train, X_test):
9 | # IForest 모델 적합
10 | if_model = IsolationForest(random_state=42)
11 | if_model.fit(X_train.values)
12 |
13 | if_test = - 1.0 * if_model.score_samples(X_test.values)
14 | if_test = pd.DataFrame(if_test, index=X_test.index, columns=['score'])
15 | return if_test
16 |
17 |
18 | def main(train_data_path, test_data_path, save_root_path):
19 | os.makedirs(save_root_path, exist_ok=True)
20 |
21 | X_train = pd.read_csv(train_data_path, index_col=0)
22 | X_train.index = pd.to_datetime(X_train.index)
23 |
24 | X_test = pd.read_csv(test_data_path, index_col=0)
25 | X_test.index = pd.to_datetime(X_test.index)
26 |
27 | test_scores = iforest(X_train, X_test)
28 | test_scores.to_csv(os.path.join(save_root_path, 'anomaly_score.csv'))
29 |
30 | draw_plot(test_scores, save_path=os.path.join(save_root_path, 'anomaly_score_plot.jpg'))
31 |
32 |
33 | if __name__ == '__main__':
34 | parser = argparse.ArgumentParser()
35 | parser.add_argument('--train-data-path', type=str, default='./data/nasa_bearing_train.csv')
36 | parser.add_argument('--test-data-path', type=str, default='./data/nasa_bearing_test.csv')
37 | parser.add_argument('--save-root-path', type=str, default='./result/iforest')
38 |
39 | args, _ = parser.parse_known_args()
40 |
41 | main(train_data_path=args.train_data_path,
42 | test_data_path=args.test_data_path,
43 | save_root_path=args.save_root_path)
44 |
--------------------------------------------------------------------------------
/kde.py:
--------------------------------------------------------------------------------
1 | import os
2 | import argparse
3 | from utils import *
4 | from sklearn.neighbors import KernelDensity
5 |
6 |
7 | # Kernel Density Estimation
8 | def kde(X_train, X_test):
9 | # KDE 기반 분포 추정
10 | kde_model = KernelDensity(kernel='gaussian', bandwidth=0.2)
11 | kde_model.fit(X_train.values)
12 |
13 | kde_test = - 1.0 * kde_model.score_samples(X_test.values)
14 | kde_test = pd.DataFrame(kde_test, index=X_test.index, columns=['score'])
15 | return kde_test
16 |
17 |
18 | def main(train_data_path, test_data_path, save_root_path):
19 | os.makedirs(save_root_path, exist_ok=True)
20 |
21 | X_train = pd.read_csv(train_data_path, index_col=0)
22 | X_train.index = pd.to_datetime(X_train.index)
23 |
24 | X_test = pd.read_csv(test_data_path, index_col=0)
25 | X_test.index = pd.to_datetime(X_test.index)
26 |
27 | test_scores = kde(X_train, X_test)
28 | test_scores.to_csv(os.path.join(save_root_path, 'anomaly_score.csv'))
29 |
30 | draw_plot(test_scores, save_path=os.path.join(save_root_path, 'anomaly_score_plot.jpg'))
31 |
32 |
33 | if __name__ == '__main__':
34 |
35 | train_data_path= './data/nasa_bearing_train.csv'
36 | test_data_path= './data/nasa_bearing_test.csv'
37 | save_root_path= './result/kde'
38 |
39 | main(train_data_path= train_data_path, test_data_path=test_data_path, save_root_path=save_root_path)
40 |
--------------------------------------------------------------------------------
/lof.py:
--------------------------------------------------------------------------------
1 | import os
2 | import argparse
3 | from utils import *
4 | from sklearn.neighbors import LocalOutlierFactor
5 |
6 |
7 | # Local Outlier Factor
8 | def lof(X_train, X_test, n_neighbors):
9 | # LOF 모델 적합
10 | lof_model = LocalOutlierFactor(n_neighbors=n_neighbors, novelty=True)
11 | lof_model.fit(X_train.values)
12 |
13 | lof_test = - 1.0 * lof_model.score_samples(X_test.values)
14 | lof_test = pd.DataFrame(lof_test, index=X_test.index, columns=['score'])
15 | return lof_test
16 |
17 |
18 | def main(train_data_path, test_data_path, save_root_path, n_neighbors):
19 | os.makedirs(save_root_path, exist_ok=True)
20 |
21 | X_train = pd.read_csv(train_data_path, index_col=0)
22 | X_train.index = pd.to_datetime(X_train.index)
23 |
24 | X_test = pd.read_csv(test_data_path, index_col=0)
25 | X_test.index = pd.to_datetime(X_test.index)
26 |
27 | X_train, X_test = normalization(X_train, X_test)
28 |
29 | test_scores = lof(X_train, X_test, n_neighbors)
30 | test_scores.to_csv(os.path.join(save_root_path, 'anomaly_score.csv'))
31 |
32 | draw_plot(test_scores, save_path=os.path.join(save_root_path, 'anomaly_score_plot.jpg'))
33 |
34 |
35 | if __name__ == '__main__':
36 | parser = argparse.ArgumentParser()
37 | parser.add_argument('--train-data-path', type=str, default='./data/nasa_bearing_train.csv')
38 | parser.add_argument('--test-data-path', type=str, default='./data/nasa_bearing_test.csv')
39 | parser.add_argument('--save-root-path', type=str, default='./result/lof')
40 | parser.add_argument('--n-neighbors', type=int, default=5)
41 |
42 | args, _ = parser.parse_known_args()
43 |
44 | main(train_data_path=args.train_data_path,
45 | test_data_path=args.test_data_path,
46 | save_root_path=args.save_root_path,
47 | n_neighbors=args.n_neighbors)
48 |
--------------------------------------------------------------------------------
/result/iforest/anomaly_score.csv:
--------------------------------------------------------------------------------
1 | ,score
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152 | 2004-02-16 21:32:39,0.6649870440059165
153 | 2004-02-16 21:42:39,0.6437103722538332
154 | 2004-02-16 21:52:39,0.5785813718979588
155 | 2004-02-16 22:02:39,0.620295151440059
156 | 2004-02-16 22:12:39,0.601493190201398
157 | 2004-02-16 22:22:39,0.6310375197205735
158 | 2004-02-16 22:32:39,0.6718259720529908
159 | 2004-02-16 22:42:39,0.6543790443571291
160 | 2004-02-16 22:52:39,0.6541017179722299
161 | 2004-02-16 23:02:39,0.6612606913965489
162 | 2004-02-16 23:12:39,0.6698803721429996
163 | 2004-02-16 23:22:39,0.6568579365505608
164 | 2004-02-16 23:32:39,0.5986829662382694
165 | 2004-02-16 23:42:39,0.6497415774201838
166 | 2004-02-16 23:52:39,0.6722339277345661
167 | 2004-02-17 00:02:39,0.6586857923464502
168 | 2004-02-17 00:12:39,0.6545900406889039
169 | 2004-02-17 00:22:39,0.651079772141634
170 | 2004-02-17 00:32:39,0.654535280348843
171 | 2004-02-17 00:42:39,0.667416548078227
172 | 2004-02-17 00:52:39,0.6485494827370353
173 | 2004-02-17 01:02:39,0.6965451305354176
174 | 2004-02-17 01:12:39,0.6782547117930902
175 | 2004-02-17 01:22:39,0.6682695785002084
176 | 2004-02-17 01:32:39,0.6659801072394761
177 | 2004-02-17 01:42:39,0.6668721112346546
178 | 2004-02-17 01:52:39,0.7007393153267437
179 | 2004-02-17 02:02:39,0.6715363021572265
180 | 2004-02-17 02:12:39,0.6783021306247783
181 | 2004-02-17 02:22:39,0.6468305219579796
182 | 2004-02-17 02:32:39,0.6418602243052034
183 | 2004-02-17 02:42:39,0.6643175494473619
184 | 2004-02-17 02:52:39,0.6651625382938672
185 | 2004-02-17 03:02:39,0.6642938628967362
186 | 2004-02-17 03:12:39,0.66716649303522
187 | 2004-02-17 03:22:39,0.6450225935340362
188 | 2004-02-17 03:32:39,0.6608291382429002
189 | 2004-02-17 03:42:39,0.657892927887309
190 | 2004-02-17 03:52:39,0.6473525021267497
191 | 2004-02-17 04:02:39,0.6656742866683847
192 | 2004-02-17 04:12:39,0.6651625382938672
193 | 2004-02-17 04:22:39,0.6713899821785717
194 | 2004-02-17 04:32:39,0.6587837731886972
195 | 2004-02-17 04:42:39,0.6829046561964152
196 | 2004-02-17 04:52:39,0.6528967534260574
197 | 2004-02-17 05:02:39,0.6699404097580369
198 | 2004-02-17 05:12:39,0.6629729593574125
199 | 2004-02-17 05:22:39,0.6562734577785923
200 | 2004-02-17 05:32:39,0.6503694802613826
201 | 2004-02-17 05:42:39,0.6634964922680329
202 | 2004-02-17 05:52:39,0.6612417766782882
203 | 2004-02-17 06:02:39,0.6480240948405714
204 | 2004-02-17 06:12:39,0.6505469471533036
205 | 2004-02-17 06:22:39,0.6678798186005552
206 | 2004-02-17 06:32:39,0.6629886488936633
207 | 2004-02-17 06:42:39,0.6469289300072729
208 | 2004-02-17 06:52:39,0.6450483197029188
209 | 2004-02-17 07:02:39,0.6598278329744306
210 | 2004-02-17 07:12:39,0.6519737708423098
211 | 2004-02-17 07:22:39,0.6515032632494455
212 | 2004-02-17 07:32:39,0.6726112947749627
213 | 2004-02-17 07:42:39,0.685258163905911
214 | 2004-02-17 07:52:39,0.6829960508266067
215 | 2004-02-17 08:02:39,0.6879511428480237
216 | 2004-02-17 08:12:39,0.6688397446973734
217 | 2004-02-17 08:22:39,0.6794233468072732
218 | 2004-02-17 08:32:39,0.687020855752116
219 | 2004-02-17 08:42:39,0.680403204569352
220 | 2004-02-17 08:52:39,0.6825242457147394
221 | 2004-02-17 09:02:39,0.6802926705454511
222 | 2004-02-17 09:12:39,0.6772407414698085
223 | 2004-02-17 09:22:39,0.682388256100205
224 | 2004-02-17 09:32:39,0.6865561840559266
225 | 2004-02-17 09:42:39,0.690433411237159
226 | 2004-02-17 09:52:39,0.6764017154167627
227 | 2004-02-17 10:02:39,0.6864782536080275
228 | 2004-02-17 10:12:39,0.6825242457147394
229 | 2004-02-17 10:22:39,0.6823773303919404
230 | 2004-02-17 10:32:39,0.6706227827216273
231 | 2004-02-17 10:42:39,0.6600595803545316
232 | 2004-02-17 10:52:39,0.6825350230290529
233 | 2004-02-17 11:02:39,0.6930067365250988
234 | 2004-02-17 11:12:39,0.6851640538222988
235 | 2004-02-17 11:22:39,0.683637704474914
236 | 2004-02-17 11:32:39,0.6834484440023407
237 | 2004-02-17 11:42:39,0.6879511428480237
238 | 2004-02-17 11:52:39,0.6843762910147204
239 | 2004-02-17 12:02:39,0.6909007070998372
240 | 2004-02-17 12:12:39,0.6913758807606125
241 | 2004-02-17 12:22:39,0.6842353624741156
242 | 2004-02-17 12:32:39,0.6913758807606125
243 | 2004-02-17 12:42:39,0.6807751155784427
244 | 2004-02-17 12:52:39,0.6899640145735909
245 | 2004-02-17 13:02:39,0.6865561840559266
246 | 2004-02-17 13:12:39,0.679601941221507
247 | 2004-02-17 13:22:39,0.6913758807606125
248 | 2004-02-17 13:32:39,0.668377718584358
249 | 2004-02-17 13:42:39,0.6522514224885644
250 | 2004-02-17 13:52:39,0.6786938109527166
251 | 2004-02-17 14:02:39,0.6909007070998372
252 | 2004-02-17 14:12:39,0.6767826846270902
253 | 2004-02-17 14:22:39,0.6888826896350654
254 | 2004-02-17 14:32:39,0.6904418949062686
255 | 2004-02-17 14:42:39,0.6930067365250988
256 | 2004-02-17 14:52:39,0.6909082635106735
257 | 2004-02-17 15:02:39,0.6865561840559266
258 | 2004-02-17 15:12:39,0.6847006379879874
259 | 2004-02-17 15:22:39,0.6875373759169051
260 | 2004-02-17 15:32:39,0.690433411237159
261 | 2004-02-17 15:42:39,0.6865561840559266
262 | 2004-02-17 15:52:39,0.6864624324703842
263 | 2004-02-17 16:02:39,0.6910061508837051
264 | 2004-02-17 16:12:39,0.6875373759169051
265 | 2004-02-17 16:22:39,0.683637704474914
266 | 2004-02-17 16:32:39,0.657988766538281
267 | 2004-02-17 16:42:39,0.6682179656600066
268 | 2004-02-17 16:52:39,0.6874078059725677
269 | 2004-02-17 17:02:39,0.6900608363103425
270 | 2004-02-17 17:12:39,0.6527013062745556
271 | 2004-02-17 17:22:39,0.689031005556786
272 | 2004-02-17 17:32:39,0.6848798149748851
273 | 2004-02-17 17:42:39,0.6816012971812083
274 | 2004-02-17 17:52:39,0.674497043377368
275 | 2004-02-17 18:02:39,0.677474146630116
276 | 2004-02-17 18:12:39,0.6750301754030286
277 | 2004-02-17 18:22:39,0.6680299337137148
278 | 2004-02-17 18:32:39,0.6727504527553393
279 | 2004-02-17 18:42:39,0.6808637118351845
280 | 2004-02-17 18:52:39,0.6864782536080275
281 | 2004-02-17 19:02:39,0.6786167729565524
282 | 2004-02-17 19:12:39,0.679995600292005
283 | 2004-02-17 19:22:39,0.6930067365250988
284 | 2004-02-17 19:32:39,0.6874078059725677
285 | 2004-02-17 19:42:39,0.683637704474914
286 | 2004-02-17 19:52:39,0.6913758807606125
287 | 2004-02-17 20:02:39,0.6848798149748851
288 | 2004-02-17 20:12:39,0.6875373759169051
289 | 2004-02-17 20:22:39,0.6808637118351845
290 | 2004-02-17 20:32:39,0.6899640145735909
291 | 2004-02-17 20:42:39,0.6904409625371603
292 | 2004-02-17 20:52:39,0.6874078059725677
293 | 2004-02-17 21:02:39,0.6869156463720307
294 | 2004-02-17 21:12:39,0.6840069846596256
295 | 2004-02-17 21:22:39,0.6847006379879874
296 | 2004-02-17 21:32:39,0.6828479381712855
297 | 2004-02-17 21:42:39,0.6899640145735909
298 | 2004-02-17 21:52:39,0.6913758807606125
299 | 2004-02-17 22:02:39,0.6727504527553393
300 | 2004-02-17 22:12:39,0.6895983355093571
301 | 2004-02-17 22:22:39,0.6859005446160119
302 | 2004-02-17 22:32:39,0.6809163745697133
303 | 2004-02-17 22:42:39,0.6909007070998372
304 | 2004-02-17 22:52:39,0.6800727948155337
305 | 2004-02-17 23:02:39,0.687020855752116
306 | 2004-02-17 23:12:39,0.6800727948155337
307 | 2004-02-17 23:22:39,0.690433411237159
308 | 2004-02-17 23:32:39,0.6605063187452305
309 | 2004-02-17 23:42:39,0.6829438991327287
310 | 2004-02-17 23:52:39,0.689031005556786
311 | 2004-02-18 00:02:39,0.6822903439584113
312 | 2004-02-18 00:12:39,0.6865561840559266
313 | 2004-02-18 00:22:39,0.6665809284707492
314 | 2004-02-18 00:32:39,0.6865561840559266
315 | 2004-02-18 00:42:39,0.6874078059725677
316 | 2004-02-18 00:52:39,0.6864782536080275
317 | 2004-02-18 01:02:39,0.6842353624741156
318 | 2004-02-18 01:12:39,0.6842353624741156
319 | 2004-02-18 01:22:39,0.6759442260555932
320 | 2004-02-18 01:32:39,0.6855341584942573
321 | 2004-02-18 01:42:39,0.6587528981551738
322 | 2004-02-18 01:52:39,0.6828479381712855
323 | 2004-02-18 02:02:39,0.6797591426186856
324 | 2004-02-18 02:12:39,0.6785642880754486
325 | 2004-02-18 02:22:39,0.6759420792805251
326 | 2004-02-18 02:32:39,0.6846984634028632
327 | 2004-02-18 02:42:39,0.6842375355884429
328 | 2004-02-18 02:52:39,0.6839208879801227
329 | 2004-02-18 03:02:39,0.6812138470825974
330 | 2004-02-18 03:12:39,0.6899640145735909
331 | 2004-02-18 03:22:39,0.6919309085731887
332 | 2004-02-18 03:32:39,0.6858181835367063
333 | 2004-02-18 03:42:39,0.6781053360420806
334 | 2004-02-18 03:52:39,0.680403204569352
335 | 2004-02-18 04:02:39,0.684416591387645
336 | 2004-02-18 04:12:39,0.685258163905911
337 | 2004-02-18 04:22:39,0.6802926705454511
338 | 2004-02-18 04:32:39,0.6866669240560445
339 | 2004-02-18 04:42:39,0.6848798149748851
340 | 2004-02-18 04:52:39,0.6969757676458395
341 | 2004-02-18 05:02:39,0.6828479381712855
342 | 2004-02-18 05:12:39,0.680403204569352
343 | 2004-02-18 05:22:39,0.6846984634028632
344 | 2004-02-18 05:32:39,0.6969757676458395
345 | 2004-02-18 05:42:39,0.6969757676458395
346 | 2004-02-18 05:52:39,0.6817856616128206
347 | 2004-02-18 06:02:39,0.685258163905911
348 | 2004-02-18 06:12:39,0.6848798149748851
349 | 2004-02-18 06:22:39,0.6858181835367063
350 | 2004-02-18 06:32:39,0.7270118707119579
351 | 2004-02-18 06:42:39,0.685258163905911
352 | 2004-02-18 06:52:39,0.6857383735546361
353 | 2004-02-18 07:02:39,0.685258163905911
354 | 2004-02-18 07:12:39,0.6969757676458395
355 | 2004-02-18 07:22:39,0.6998109039936458
356 | 2004-02-18 07:32:39,0.685258163905911
357 | 2004-02-18 07:42:39,0.7002845466864398
358 | 2004-02-18 07:52:39,0.70360903361711
359 | 2004-02-18 08:02:39,0.685343352078914
360 | 2004-02-18 08:12:39,0.6983918971593959
361 | 2004-02-18 08:22:39,0.7050386407351245
362 | 2004-02-18 08:32:39,0.7275039234338749
363 | 2004-02-18 08:42:39,0.6848798149748851
364 | 2004-02-18 08:52:39,0.6857383735546361
365 | 2004-02-18 09:02:39,0.6969757676458395
366 | 2004-02-18 09:12:39,0.713337755064505
367 | 2004-02-18 09:22:39,0.7002845466864398
368 | 2004-02-18 09:32:39,0.6857383735546361
369 | 2004-02-18 09:42:39,0.7002845466864398
370 | 2004-02-18 09:52:39,0.6969757676458395
371 | 2004-02-18 10:02:39,0.7045617825752497
372 | 2004-02-18 10:12:39,0.7275039234338749
373 | 2004-02-18 10:22:39,0.6866669240560445
374 | 2004-02-18 10:32:39,0.7050386407351245
375 | 2004-02-18 10:42:39,0.679483124229628
376 | 2004-02-18 10:52:39,0.6988645794467229
377 | 2004-02-18 11:02:39,0.7275039234338749
378 | 2004-02-18 11:12:39,0.6988645794467229
379 | 2004-02-18 11:22:39,0.6969757676458395
380 | 2004-02-18 11:32:39,0.7250469856095105
381 | 2004-02-18 11:42:39,0.70360903361711
382 | 2004-02-18 11:52:39,0.7275039234338749
383 | 2004-02-18 12:02:39,0.7275039234338749
384 | 2004-02-18 12:12:39,0.7309576299263447
385 | 2004-02-18 12:22:39,0.7309576299263447
386 | 2004-02-18 12:32:39,0.7275039234338749
387 | 2004-02-18 12:42:39,0.7309576299263447
388 | 2004-02-18 12:52:39,0.7275039234338749
389 | 2004-02-18 13:02:39,0.7309576299263447
390 | 2004-02-18 13:12:39,0.7309576299263447
391 | 2004-02-18 13:22:39,0.7309576299263447
392 | 2004-02-18 13:32:39,0.7309576299263447
393 | 2004-02-18 13:42:39,0.7309576299263447
394 | 2004-02-18 13:52:39,0.7309576299263447
395 | 2004-02-18 14:02:39,0.7309576299263447
396 | 2004-02-18 14:12:39,0.7309576299263447
397 | 2004-02-18 14:22:39,0.7309576299263447
398 | 2004-02-18 14:32:39,0.7309576299263447
399 | 2004-02-18 14:42:39,0.7309576299263447
400 | 2004-02-18 14:52:39,0.7309576299263447
401 | 2004-02-18 15:02:39,0.7309576299263447
402 | 2004-02-18 15:12:39,0.7309576299263447
403 | 2004-02-18 15:22:39,0.7309576299263447
404 | 2004-02-18 15:32:39,0.7309576299263447
405 | 2004-02-18 15:42:39,0.7309576299263447
406 | 2004-02-18 15:52:39,0.7309576299263447
407 | 2004-02-18 16:02:39,0.7309576299263447
408 | 2004-02-18 16:12:39,0.7309576299263447
409 | 2004-02-18 16:22:39,0.7309576299263447
410 | 2004-02-18 16:32:39,0.7309576299263447
411 | 2004-02-18 16:42:39,0.7309576299263447
412 | 2004-02-18 16:52:39,0.7309576299263447
413 | 2004-02-18 17:02:39,0.7309576299263447
414 | 2004-02-18 17:12:39,0.7309576299263447
415 | 2004-02-18 17:22:39,0.7309576299263447
416 | 2004-02-18 17:32:39,0.7309576299263447
417 | 2004-02-18 17:42:39,0.7309576299263447
418 | 2004-02-18 17:52:39,0.7309576299263447
419 | 2004-02-18 18:02:39,0.7309576299263447
420 | 2004-02-18 18:12:39,0.7309576299263447
421 | 2004-02-18 18:22:39,0.7309576299263447
422 | 2004-02-18 18:32:39,0.7309576299263447
423 | 2004-02-18 18:42:39,0.7309576299263447
424 | 2004-02-18 18:52:39,0.7309576299263447
425 | 2004-02-18 19:02:39,0.7309576299263447
426 | 2004-02-18 19:12:39,0.7309576299263447
427 | 2004-02-18 19:22:39,0.7309576299263447
428 | 2004-02-18 19:32:39,0.7309576299263447
429 | 2004-02-18 19:42:39,0.7309576299263447
430 | 2004-02-18 19:52:39,0.7309576299263447
431 | 2004-02-18 20:02:39,0.7309576299263447
432 | 2004-02-18 20:12:39,0.7309576299263447
433 | 2004-02-18 20:22:39,0.7309576299263447
434 | 2004-02-18 20:32:39,0.7309576299263447
435 | 2004-02-18 20:42:39,0.7309576299263447
436 | 2004-02-18 20:52:39,0.7309576299263447
437 | 2004-02-18 21:02:39,0.7309576299263447
438 | 2004-02-18 21:12:39,0.7309576299263447
439 | 2004-02-18 21:22:39,0.7309576299263447
440 | 2004-02-18 21:32:39,0.7309576299263447
441 | 2004-02-18 21:42:39,0.7309576299263447
442 | 2004-02-18 21:52:39,0.7309576299263447
443 | 2004-02-18 22:02:39,0.7309576299263447
444 | 2004-02-18 22:12:39,0.7309576299263447
445 | 2004-02-18 22:22:39,0.7309576299263447
446 | 2004-02-18 22:32:39,0.7309576299263447
447 | 2004-02-18 22:42:39,0.7309576299263447
448 | 2004-02-18 22:52:39,0.7309576299263447
449 | 2004-02-18 23:02:39,0.7309576299263447
450 | 2004-02-18 23:12:39,0.7309576299263447
451 | 2004-02-18 23:22:39,0.7309576299263447
452 | 2004-02-18 23:32:39,0.7309576299263447
453 | 2004-02-18 23:42:39,0.7309576299263447
454 | 2004-02-18 23:52:39,0.7309576299263447
455 | 2004-02-19 00:02:39,0.7309576299263447
456 | 2004-02-19 00:12:39,0.7309576299263447
457 | 2004-02-19 00:22:39,0.7309576299263447
458 | 2004-02-19 00:32:39,0.7309576299263447
459 | 2004-02-19 00:42:39,0.7309576299263447
460 | 2004-02-19 00:52:39,0.7309576299263447
461 | 2004-02-19 01:02:39,0.7309576299263447
462 | 2004-02-19 01:12:39,0.7309576299263447
463 | 2004-02-19 01:22:39,0.7309576299263447
464 | 2004-02-19 01:32:39,0.7309576299263447
465 | 2004-02-19 01:42:39,0.7309576299263447
466 | 2004-02-19 01:52:39,0.7309576299263447
467 | 2004-02-19 02:02:39,0.7309576299263447
468 | 2004-02-19 02:12:39,0.7309576299263447
469 | 2004-02-19 02:22:39,0.7309576299263447
470 | 2004-02-19 02:32:39,0.7309576299263447
471 | 2004-02-19 02:42:39,0.7309576299263447
472 | 2004-02-19 02:52:39,0.7309576299263447
473 | 2004-02-19 03:02:39,0.7309576299263447
474 | 2004-02-19 03:12:39,0.7309576299263447
475 | 2004-02-19 03:22:39,0.7309576299263447
476 | 2004-02-19 03:32:39,0.7309576299263447
477 | 2004-02-19 03:42:39,0.7309576299263447
478 | 2004-02-19 03:52:39,0.7309576299263447
479 | 2004-02-19 04:02:39,0.7309576299263447
480 | 2004-02-19 04:12:39,0.7309576299263447
481 | 2004-02-19 04:22:39,0.7309576299263447
482 | 2004-02-19 04:32:39,0.7309576299263447
483 | 2004-02-19 04:42:39,0.7309576299263447
484 | 2004-02-19 04:52:39,0.7309576299263447
485 | 2004-02-19 05:02:39,0.7309576299263447
486 | 2004-02-19 05:12:39,0.7309576299263447
487 | 2004-02-19 05:22:39,0.7309576299263447
488 | 2004-02-19 05:32:39,0.7309576299263447
489 | 2004-02-19 05:42:39,0.7309576299263447
490 | 2004-02-19 05:52:39,0.7309576299263447
491 | 2004-02-19 06:02:39,0.7309576299263447
492 | 2004-02-19 06:12:39,0.7407401982499499
493 | 2004-02-19 06:22:39,0.7407401982499499
494 |
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/result/iforest/anomaly_score_plot.jpg:
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https://raw.githubusercontent.com/ClustProject/KUDataOutlier/583cbb11e19d57ed3ace935738ca7219760d873e/result/iforest/anomaly_score_plot.jpg
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/result/kde/anomaly_score.csv:
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1 | ,score
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344 | 2004-02-18 05:32:39,-2.7310324746892425
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346 | 2004-02-18 05:52:39,-2.7287133544386153
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348 | 2004-02-18 06:12:39,-2.7215144249652523
349 | 2004-02-18 06:22:39,-2.7217714701221736
350 | 2004-02-18 06:32:39,-2.7219500268456285
351 | 2004-02-18 06:42:39,-2.7216836370867474
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353 | 2004-02-18 07:02:39,-2.719841434841878
354 | 2004-02-18 07:12:39,-2.719042722055927
355 | 2004-02-18 07:22:39,-2.7180148783163913
356 | 2004-02-18 07:32:39,-2.7194244251877633
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358 | 2004-02-18 07:52:39,-2.7138016770809825
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360 | 2004-02-18 08:12:39,-2.711487561605739
361 | 2004-02-18 08:22:39,-2.710605242432
362 | 2004-02-18 08:32:39,-2.715602180401791
363 | 2004-02-18 08:42:39,-2.7207672420809557
364 | 2004-02-18 08:52:39,-2.72319040468141
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366 | 2004-02-18 09:12:39,-2.718967950847518
367 | 2004-02-18 09:22:39,-2.7133564103907135
368 | 2004-02-18 09:32:39,-2.720721300474941
369 | 2004-02-18 09:42:39,-2.7231515858247652
370 | 2004-02-18 09:52:39,-2.7200472884750395
371 | 2004-02-18 10:02:39,-2.723331058605667
372 | 2004-02-18 10:12:39,-2.7159043131601956
373 | 2004-02-18 10:22:39,-2.718604764443124
374 | 2004-02-18 10:32:39,-2.721431946985091
375 | 2004-02-18 10:42:39,-2.7224377371831006
376 | 2004-02-18 10:52:39,-2.728356800279067
377 | 2004-02-18 11:02:39,-2.730243674742151
378 | 2004-02-18 11:12:39,-2.7315053597401446
379 | 2004-02-18 11:22:39,-2.7314953850205113
380 | 2004-02-18 11:32:39,-2.7306872864935228
381 | 2004-02-18 11:42:39,-2.7319194681322463
382 | 2004-02-18 11:52:39,-2.717614563181857
383 | 2004-02-18 12:02:39,-2.7132880462601383
384 | 2004-02-18 12:12:39,-2.7211140803118736
385 | 2004-02-18 12:22:39,-2.722792581641893
386 | 2004-02-18 12:32:39,-2.7215499417621407
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407 | 2004-02-18 16:02:39,-2.7446206950693837
408 | 2004-02-18 16:12:39,-2.742131878074038
409 | 2004-02-18 16:22:39,-2.743363656030616
410 | 2004-02-18 16:32:39,-2.7429706263615534
411 | 2004-02-18 16:42:39,-2.7378265883852775
412 | 2004-02-18 16:52:39,-2.7365617387068246
413 | 2004-02-18 17:02:39,-2.7241446772578035
414 | 2004-02-18 17:12:39,-2.717234793450678
415 | 2004-02-18 17:22:39,-2.7053453905194713
416 | 2004-02-18 17:32:39,-2.6916882137413802
417 | 2004-02-18 17:42:39,-2.68514901717971
418 | 2004-02-18 17:52:39,-2.682347744054069
419 | 2004-02-18 18:02:39,-2.6843709907476514
420 | 2004-02-18 18:12:39,-2.692230049877172
421 | 2004-02-18 18:22:39,-2.7014472605035875
422 | 2004-02-18 18:32:39,-2.689516758217086
423 | 2004-02-18 18:42:39,-2.689117641448532
424 | 2004-02-18 18:52:39,-2.689331394423358
425 | 2004-02-18 19:02:39,-2.66781242770596
426 | 2004-02-18 19:12:39,-2.681257745803756
427 | 2004-02-18 19:22:39,-2.6915630574630525
428 | 2004-02-18 19:32:39,-2.68749835755949
429 | 2004-02-18 19:42:39,-2.692686909291413
430 | 2004-02-18 19:52:39,-2.683316512504983
431 | 2004-02-18 20:02:39,-2.6865013308437034
432 | 2004-02-18 20:12:39,-2.6681529902079246
433 | 2004-02-18 20:22:39,-2.670393653377782
434 | 2004-02-18 20:32:39,-2.677046146797127
435 | 2004-02-18 20:42:39,-2.675689853632128
436 | 2004-02-18 20:52:39,-2.6862395618296917
437 | 2004-02-18 21:02:39,-2.6965561140182475
438 | 2004-02-18 21:12:39,-2.685202517122005
439 | 2004-02-18 21:22:39,-2.667491517750146
440 | 2004-02-18 21:32:39,-2.6763649222229224
441 | 2004-02-18 21:42:39,-2.660779601804914
442 | 2004-02-18 21:52:39,-2.6403657892795094
443 | 2004-02-18 22:02:39,-2.626259472910669
444 | 2004-02-18 22:12:39,-2.593989851317798
445 | 2004-02-18 22:22:39,-2.5207393342544338
446 | 2004-02-18 22:32:39,-2.6269562607194734
447 | 2004-02-18 22:42:39,-2.628014728174141
448 | 2004-02-18 22:52:39,-2.62368727915086
449 | 2004-02-18 23:02:39,-2.668846113702471
450 | 2004-02-18 23:12:39,-2.671075750092352
451 | 2004-02-18 23:22:39,-2.659177708674865
452 | 2004-02-18 23:32:39,-2.6607440216762503
453 | 2004-02-18 23:42:39,-2.6130974906900972
454 | 2004-02-18 23:52:39,-2.6279117080402576
455 | 2004-02-19 00:02:39,-2.590787525895313
456 | 2004-02-19 00:12:39,-2.6247460488120327
457 | 2004-02-19 00:22:39,-2.6535025256477978
458 | 2004-02-19 00:32:39,-2.6732351625944224
459 | 2004-02-19 00:42:39,-2.6744213950759894
460 | 2004-02-19 00:52:39,-2.6347025664841537
461 | 2004-02-19 01:02:39,-2.5769601684822545
462 | 2004-02-19 01:12:39,-2.5334819682215324
463 | 2004-02-19 01:22:39,-2.6137997786716616
464 | 2004-02-19 01:32:39,-2.540041604382364
465 | 2004-02-19 01:42:39,-2.6219375150344293
466 | 2004-02-19 01:52:39,-2.5827171453904727
467 | 2004-02-19 02:02:39,-2.611838490013972
468 | 2004-02-19 02:12:39,-2.493789369864266
469 | 2004-02-19 02:22:39,-2.625999739967553
470 | 2004-02-19 02:32:39,-2.533347980743012
471 | 2004-02-19 02:42:39,-2.395966925132064
472 | 2004-02-19 02:52:39,-2.4246663956463115
473 | 2004-02-19 03:02:39,-2.504149682324651
474 | 2004-02-19 03:12:39,-2.4860797113632485
475 | 2004-02-19 03:22:39,-2.2916290467057747
476 | 2004-02-19 03:32:39,-2.287463861423313
477 | 2004-02-19 03:42:39,-2.0390203465466437
478 | 2004-02-19 03:52:39,-2.2291535975251717
479 | 2004-02-19 04:02:39,-2.2060264292861804
480 | 2004-02-19 04:12:39,-2.043736621041133
481 | 2004-02-19 04:22:39,-1.891025055979461
482 | 2004-02-19 04:32:39,-1.95053531261886
483 | 2004-02-19 04:42:39,-2.2775108421519894
484 | 2004-02-19 04:52:39,-1.7047040604713324
485 | 2004-02-19 05:02:39,-1.0238775118794523
486 | 2004-02-19 05:12:39,-1.5745423530457714
487 | 2004-02-19 05:22:39,-1.6658958996428916
488 | 2004-02-19 05:32:39,-1.9092125559410436
489 | 2004-02-19 05:42:39,-0.6296351957013453
490 | 2004-02-19 05:52:39,-1.6787997490828
491 | 2004-02-19 06:02:39,-1.5271129494789033
492 | 2004-02-19 06:12:39,-2.5631113803465704
493 | 2004-02-19 06:22:39,-2.5510178075403003
494 |
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/result/kde/anomaly_score_plot.jpg:
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https://raw.githubusercontent.com/ClustProject/KUDataOutlier/583cbb11e19d57ed3ace935738ca7219760d873e/result/kde/anomaly_score_plot.jpg
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/result/lof/anomaly_score.csv:
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1 | ,score
2 | 2004-02-15 20:32:39,1.0407309162003116
3 | 2004-02-15 20:42:39,1.0710775413611235
4 | 2004-02-15 20:52:39,1.0668734274123408
5 | 2004-02-15 21:02:39,1.6238332913271976
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7 | 2004-02-15 21:22:39,1.0967921707765131
8 | 2004-02-15 21:32:39,1.026355897335827
9 | 2004-02-15 21:42:39,1.1184174324230043
10 | 2004-02-15 21:52:39,1.1464298906180717
11 | 2004-02-15 22:02:39,1.0720929771955243
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13 | 2004-02-15 22:22:39,1.0732975357732946
14 | 2004-02-15 22:32:39,1.3700349162039818
15 | 2004-02-15 22:42:39,1.038540774006474
16 | 2004-02-15 22:52:39,1.213751364593045
17 | 2004-02-15 23:02:39,1.183770366658533
18 | 2004-02-15 23:12:39,1.3944582888844184
19 | 2004-02-15 23:22:39,0.9491602999756349
20 | 2004-02-15 23:32:39,0.9926798081938063
21 | 2004-02-15 23:42:39,1.451466046737442
22 | 2004-02-15 23:52:39,2.300045304567786
23 | 2004-02-16 00:02:39,1.007717539596737
24 | 2004-02-16 00:12:39,1.392826660776658
25 | 2004-02-16 00:22:39,1.0430273947490505
26 | 2004-02-16 00:32:39,1.330673985848022
27 | 2004-02-16 00:42:39,1.0283151130606156
28 | 2004-02-16 00:52:39,1.0319734092594657
29 | 2004-02-16 01:02:39,1.0423974006518484
30 | 2004-02-16 01:12:39,1.1506339749007832
31 | 2004-02-16 01:22:39,1.0949614102817389
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58 | 2004-02-16 05:52:39,7.03845654878989
59 | 2004-02-16 06:02:39,7.134704985113951
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61 | 2004-02-16 06:22:39,5.434902377692855
62 | 2004-02-16 06:32:39,5.390067270895564
63 | 2004-02-16 06:42:39,6.819929786558117
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65 | 2004-02-16 07:02:39,7.735290969000529
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67 | 2004-02-16 07:22:39,8.501997874323083
68 | 2004-02-16 07:32:39,6.9398929928208855
69 | 2004-02-16 07:42:39,8.159108089279645
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71 | 2004-02-16 08:02:39,7.5238904029798235
72 | 2004-02-16 08:12:39,6.9593929811022806
73 | 2004-02-16 08:22:39,8.773594186338697
74 | 2004-02-16 08:32:39,6.6274747802814336
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76 | 2004-02-16 08:52:39,6.8132596582951646
77 | 2004-02-16 09:02:39,7.863870268931329
78 | 2004-02-16 09:12:39,6.644577580450191
79 | 2004-02-16 09:22:39,7.68783610982271
80 | 2004-02-16 09:32:39,7.351494420289237
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82 | 2004-02-16 09:52:39,8.361429292269413
83 | 2004-02-16 10:02:39,6.919294305268878
84 | 2004-02-16 10:12:39,9.229941966808203
85 | 2004-02-16 10:22:39,7.902769775703281
86 | 2004-02-16 10:32:39,7.607524303365463
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88 | 2004-02-16 10:52:39,9.396250952454007
89 | 2004-02-16 11:02:39,9.227753718950185
90 | 2004-02-16 11:12:39,9.557064331179472
91 | 2004-02-16 11:22:39,10.00823388965488
92 | 2004-02-16 11:32:39,9.618582383849704
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100 | 2004-02-16 12:52:39,9.490573051676042
101 | 2004-02-16 13:02:39,9.436226952408564
102 | 2004-02-16 13:12:39,9.341057412611494
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104 | 2004-02-16 13:32:39,10.143395144253
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106 | 2004-02-16 13:52:39,10.986262438020738
107 | 2004-02-16 14:02:39,9.848307360733376
108 | 2004-02-16 14:12:39,9.560619576068294
109 | 2004-02-16 14:22:39,9.566582057927056
110 | 2004-02-16 14:32:39,9.236093985381718
111 | 2004-02-16 14:42:39,12.637434788456684
112 | 2004-02-16 14:52:39,11.610860069485122
113 | 2004-02-16 15:02:39,10.281770563398984
114 | 2004-02-16 15:12:39,10.029173128478593
115 | 2004-02-16 15:22:39,12.117949175726157
116 | 2004-02-16 15:32:39,10.914731429094903
117 | 2004-02-16 15:42:39,11.037092525623592
118 | 2004-02-16 15:52:39,12.015318747669113
119 | 2004-02-16 16:02:39,13.341516987358295
120 | 2004-02-16 16:12:39,13.222282142884746
121 | 2004-02-16 16:22:39,12.908598078802015
122 | 2004-02-16 16:32:39,12.088351973614248
123 | 2004-02-16 16:42:39,12.831736448960566
124 | 2004-02-16 16:52:39,13.632400000971344
125 | 2004-02-16 17:02:39,13.459051826645915
126 | 2004-02-16 17:12:39,11.760694792060892
127 | 2004-02-16 17:22:39,12.362628269300835
128 | 2004-02-16 17:32:39,12.447983580631975
129 | 2004-02-16 17:42:39,12.014770337096996
130 | 2004-02-16 17:52:39,11.813663649913048
131 | 2004-02-16 18:02:39,15.082132953612398
132 | 2004-02-16 18:12:39,12.125536348874657
133 | 2004-02-16 18:22:39,12.442419754320044
134 | 2004-02-16 18:32:39,13.679186968578943
135 | 2004-02-16 18:42:39,14.216710099209834
136 | 2004-02-16 18:52:39,13.73897619782483
137 | 2004-02-16 19:02:39,14.068606129979647
138 | 2004-02-16 19:12:39,12.964355379436
139 | 2004-02-16 19:22:39,12.811880492412962
140 | 2004-02-16 19:32:39,11.457331781264033
141 | 2004-02-16 19:42:39,14.324608137309488
142 | 2004-02-16 19:52:39,13.88606502183321
143 | 2004-02-16 20:02:39,11.778918828113879
144 | 2004-02-16 20:12:39,13.180317928373388
145 | 2004-02-16 20:22:39,12.436006686716203
146 | 2004-02-16 20:32:39,14.978411000795987
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148 | 2004-02-16 20:52:39,11.71692524941771
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152 | 2004-02-16 21:32:39,14.829576082034913
153 | 2004-02-16 21:42:39,14.7781753933323
154 | 2004-02-16 21:52:39,14.9868351570783
155 | 2004-02-16 22:02:39,13.601813393983758
156 | 2004-02-16 22:12:39,14.638800561697968
157 | 2004-02-16 22:22:39,17.42874706015798
158 | 2004-02-16 22:32:39,20.31078364938722
159 | 2004-02-16 22:42:39,19.03308835894674
160 | 2004-02-16 22:52:39,19.949111948901518
161 | 2004-02-16 23:02:39,20.157471179455207
162 | 2004-02-16 23:12:39,18.668997596072725
163 | 2004-02-16 23:22:39,18.402909180457016
164 | 2004-02-16 23:32:39,20.399997720574653
165 | 2004-02-16 23:42:39,17.070138858009237
166 | 2004-02-16 23:52:39,20.52812227192375
167 | 2004-02-17 00:02:39,20.259742638877317
168 | 2004-02-17 00:12:39,18.730890815233256
169 | 2004-02-17 00:22:39,19.656624481252276
170 | 2004-02-17 00:32:39,17.70004476861149
171 | 2004-02-17 00:42:39,20.68721169938855
172 | 2004-02-17 00:52:39,19.659178975685755
173 | 2004-02-17 01:02:39,19.4900569763147
174 | 2004-02-17 01:12:39,18.547661171872136
175 | 2004-02-17 01:22:39,20.296439899594446
176 | 2004-02-17 01:32:39,19.555455324967134
177 | 2004-02-17 01:42:39,19.452832472411803
178 | 2004-02-17 01:52:39,18.27764024868156
179 | 2004-02-17 02:02:39,20.996801633039375
180 | 2004-02-17 02:12:39,20.497351577978247
181 | 2004-02-17 02:22:39,19.61573996619974
182 | 2004-02-17 02:32:39,17.914541062124805
183 | 2004-02-17 02:42:39,16.93157891141888
184 | 2004-02-17 02:52:39,18.006707329487675
185 | 2004-02-17 03:02:39,17.52044523332051
186 | 2004-02-17 03:12:39,18.888921711184192
187 | 2004-02-17 03:22:39,19.959209994888685
188 | 2004-02-17 03:32:39,18.47851657568201
189 | 2004-02-17 03:42:39,17.795122094115808
190 | 2004-02-17 03:52:39,18.877540053543154
191 | 2004-02-17 04:02:39,19.03796242115191
192 | 2004-02-17 04:12:39,19.05999509170139
193 | 2004-02-17 04:22:39,18.948502231169453
194 | 2004-02-17 04:32:39,19.632710031291534
195 | 2004-02-17 04:42:39,20.70934550850983
196 | 2004-02-17 04:52:39,18.968521408159948
197 | 2004-02-17 05:02:39,19.404515693638906
198 | 2004-02-17 05:12:39,19.529974585927558
199 | 2004-02-17 05:22:39,18.47340202415135
200 | 2004-02-17 05:32:39,19.49466360084536
201 | 2004-02-17 05:42:39,19.18180560222557
202 | 2004-02-17 05:52:39,20.651466601951498
203 | 2004-02-17 06:02:39,19.887149134437223
204 | 2004-02-17 06:12:39,20.07200841817803
205 | 2004-02-17 06:22:39,19.676100665206587
206 | 2004-02-17 06:32:39,19.07301031609743
207 | 2004-02-17 06:42:39,21.614359139802072
208 | 2004-02-17 06:52:39,20.177259737001588
209 | 2004-02-17 07:02:39,23.037174122865093
210 | 2004-02-17 07:12:39,23.250346967574025
211 | 2004-02-17 07:22:39,27.71668430859135
212 | 2004-02-17 07:32:39,54.71079520090537
213 | 2004-02-17 07:42:39,58.1151908412146
214 | 2004-02-17 07:52:39,58.5797036322661
215 | 2004-02-17 08:02:39,56.79100614829798
216 | 2004-02-17 08:12:39,55.71151371435841
217 | 2004-02-17 08:22:39,63.83716713200088
218 | 2004-02-17 08:32:39,55.77323174693383
219 | 2004-02-17 08:42:39,53.315342644287306
220 | 2004-02-17 08:52:39,59.22777254617112
221 | 2004-02-17 09:02:39,60.64494753211991
222 | 2004-02-17 09:12:39,56.145882787616266
223 | 2004-02-17 09:22:39,56.704569494316615
224 | 2004-02-17 09:32:39,57.12980947247485
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226 | 2004-02-17 09:52:39,52.16510493191881
227 | 2004-02-17 10:02:39,53.605927804821775
228 | 2004-02-17 10:12:39,53.75580781734304
229 | 2004-02-17 10:22:39,55.8960026020161
230 | 2004-02-17 10:32:39,52.82247071706814
231 | 2004-02-17 10:42:39,53.8880222291909
232 | 2004-02-17 10:52:39,52.190518742743144
233 | 2004-02-17 11:02:39,53.05741833144615
234 | 2004-02-17 11:12:39,52.17456151312577
235 | 2004-02-17 11:22:39,56.324870062265504
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238 | 2004-02-17 11:52:39,53.44369656158831
239 | 2004-02-17 12:02:39,54.52321278040078
240 | 2004-02-17 12:12:39,54.74157550845698
241 | 2004-02-17 12:22:39,48.005854947153956
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248 | 2004-02-17 13:32:39,42.067364899874846
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259 | 2004-02-17 15:22:39,34.423613029360936
260 | 2004-02-17 15:32:39,40.47171730791773
261 | 2004-02-17 15:42:39,39.01713239614375
262 | 2004-02-17 15:52:39,36.29260901822685
263 | 2004-02-17 16:02:39,37.51869299838022
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266 | 2004-02-17 16:32:39,32.73314593060867
267 | 2004-02-17 16:42:39,30.93764460587628
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271 | 2004-02-17 17:22:39,28.269322977093076
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278 | 2004-02-17 18:32:39,22.630327073023714
279 | 2004-02-17 18:42:39,22.10434026574258
280 | 2004-02-17 18:52:39,21.919808152879607
281 | 2004-02-17 19:02:39,20.285170702601484
282 | 2004-02-17 19:12:39,20.584019098355377
283 | 2004-02-17 19:22:39,20.49724523015609
284 | 2004-02-17 19:32:39,18.894126583041363
285 | 2004-02-17 19:42:39,18.31829492288519
286 | 2004-02-17 19:52:39,20.180520658481047
287 | 2004-02-17 20:02:39,19.366055226770655
288 | 2004-02-17 20:12:39,18.370625660812
289 | 2004-02-17 20:22:39,17.648284146192292
290 | 2004-02-17 20:32:39,17.75602789282838
291 | 2004-02-17 20:42:39,15.028647813082447
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293 | 2004-02-17 21:02:39,16.461285920787574
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295 | 2004-02-17 21:22:39,15.361133956510352
296 | 2004-02-17 21:32:39,17.477588961969115
297 | 2004-02-17 21:42:39,15.38922511392255
298 | 2004-02-17 21:52:39,18.005345406024855
299 | 2004-02-17 22:02:39,16.032834355561658
300 | 2004-02-17 22:12:39,15.648074904641973
301 | 2004-02-17 22:22:39,17.06029989646222
302 | 2004-02-17 22:32:39,17.456204476801997
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304 | 2004-02-17 22:52:39,19.08376095814441
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306 | 2004-02-17 23:12:39,18.093352225040928
307 | 2004-02-17 23:22:39,19.080038550594814
308 | 2004-02-17 23:32:39,16.73273049755257
309 | 2004-02-17 23:42:39,19.340970631495146
310 | 2004-02-17 23:52:39,19.399816512343026
311 | 2004-02-18 00:02:39,20.50653220544164
312 | 2004-02-18 00:12:39,19.568792525294075
313 | 2004-02-18 00:22:39,18.86609521008981
314 | 2004-02-18 00:32:39,21.443489260786045
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317 | 2004-02-18 01:02:39,22.048967962290916
318 | 2004-02-18 01:12:39,22.72671764619006
319 | 2004-02-18 01:22:39,20.82276653537545
320 | 2004-02-18 01:32:39,22.028737965311972
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326 | 2004-02-18 02:32:39,23.996616879348036
327 | 2004-02-18 02:42:39,22.58294519968447
328 | 2004-02-18 02:52:39,24.314980533458005
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330 | 2004-02-18 03:12:39,24.45383093961338
331 | 2004-02-18 03:22:39,22.588477100833096
332 | 2004-02-18 03:32:39,25.886766052005242
333 | 2004-02-18 03:42:39,42.582082653991776
334 | 2004-02-18 03:52:39,43.07208591916196
335 | 2004-02-18 04:02:39,38.2484071767346
336 | 2004-02-18 04:12:39,46.41335690888804
337 | 2004-02-18 04:22:39,43.10076562300808
338 | 2004-02-18 04:32:39,46.4592089431492
339 | 2004-02-18 04:42:39,45.20992033102292
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341 | 2004-02-18 05:02:39,50.227131759976224
342 | 2004-02-18 05:12:39,49.02083915060119
343 | 2004-02-18 05:22:39,52.04423431235032
344 | 2004-02-18 05:32:39,51.693098628559675
345 | 2004-02-18 05:42:39,56.73439915216265
346 | 2004-02-18 05:52:39,53.879996367022976
347 | 2004-02-18 06:02:39,57.518289885867105
348 | 2004-02-18 06:12:39,59.6635642955609
349 | 2004-02-18 06:22:39,59.40399233302266
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353 | 2004-02-18 07:02:39,60.90054666683299
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355 | 2004-02-18 07:22:39,57.674051282209334
356 | 2004-02-18 07:32:39,56.775142432772554
357 | 2004-02-18 07:42:39,59.3980232029801
358 | 2004-02-18 07:52:39,65.28427279518581
359 | 2004-02-18 08:02:39,67.63354470685691
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361 | 2004-02-18 08:22:39,62.49859499896549
362 | 2004-02-18 08:32:39,63.88118441745511
363 | 2004-02-18 08:42:39,60.19313841402003
364 | 2004-02-18 08:52:39,54.09591107815311
365 | 2004-02-18 09:02:39,55.869929951108475
366 | 2004-02-18 09:12:39,57.04342445912515
367 | 2004-02-18 09:22:39,65.59776840832167
368 | 2004-02-18 09:32:39,55.89880840169635
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370 | 2004-02-18 09:52:39,56.31579000583448
371 | 2004-02-18 10:02:39,53.907627957525484
372 | 2004-02-18 10:12:39,63.68802057797363
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382 | 2004-02-18 11:52:39,58.065941510787226
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389 | 2004-02-18 13:02:39,51.06171154170104
390 | 2004-02-18 13:12:39,53.02702600292432
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401 | 2004-02-18 15:02:39,45.91962670157666
402 | 2004-02-18 15:12:39,43.135933883429864
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451 | 2004-02-18 23:22:39,90.39553416203383
452 | 2004-02-18 23:32:39,88.90328300743847
453 | 2004-02-18 23:42:39,110.68066361576129
454 | 2004-02-18 23:52:39,103.6575056626402
455 | 2004-02-19 00:02:39,118.48702938343078
456 | 2004-02-19 00:12:39,103.31877734315893
457 | 2004-02-19 00:22:39,89.20510191403373
458 | 2004-02-19 00:32:39,81.5259944698101
459 | 2004-02-19 00:42:39,81.76386829460166
460 | 2004-02-19 00:52:39,102.27672420184781
461 | 2004-02-19 01:02:39,126.22926840562609
462 | 2004-02-19 01:12:39,140.84490063852928
463 | 2004-02-19 01:22:39,113.01072557359642
464 | 2004-02-19 01:32:39,131.02649643134868
465 | 2004-02-19 01:42:39,104.76643647342678
466 | 2004-02-19 01:52:39,120.98035873362078
467 | 2004-02-19 02:02:39,110.55083259327944
468 | 2004-02-19 02:12:39,147.81932448956854
469 | 2004-02-19 02:22:39,105.41224753065812
470 | 2004-02-19 02:32:39,142.14920881696415
471 | 2004-02-19 02:42:39,179.297032170283
472 | 2004-02-19 02:52:39,162.79338238951146
473 | 2004-02-19 03:02:39,144.9733010239809
474 | 2004-02-19 03:12:39,148.68537174845454
475 | 2004-02-19 03:22:39,201.46210693922586
476 | 2004-02-19 03:32:39,203.59853113434755
477 | 2004-02-19 03:42:39,244.77851243994556
478 | 2004-02-19 03:52:39,206.18708520757863
479 | 2004-02-19 04:02:39,212.13276559111878
480 | 2004-02-19 04:12:39,254.0081068585542
481 | 2004-02-19 04:22:39,280.7331836382421
482 | 2004-02-19 04:32:39,256.5808074953053
483 | 2004-02-19 04:42:39,201.60021285782756
484 | 2004-02-19 04:52:39,298.8091172188173
485 | 2004-02-19 05:02:39,381.191081245482
486 | 2004-02-19 05:12:39,312.30505623323216
487 | 2004-02-19 05:22:39,303.1696925738528
488 | 2004-02-19 05:32:39,268.74588579968326
489 | 2004-02-19 05:42:39,415.2906807775431
490 | 2004-02-19 05:52:39,299.4207751691928
491 | 2004-02-19 06:02:39,319.6171964850353
492 | 2004-02-19 06:12:39,90.74959768343994
493 | 2004-02-19 06:22:39,92.47141317333679
494 |
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/result/lof/anomaly_score_plot.jpg:
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https://raw.githubusercontent.com/ClustProject/KUDataOutlier/583cbb11e19d57ed3ace935738ca7219760d873e/result/lof/anomaly_score_plot.jpg
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/spectral.py:
--------------------------------------------------------------------------------
1 | # -*- coding: utf-8 -*-
2 | """
3 | Created on Fri Dec 3 15:50:22 2021
4 |
5 | @author: korea
6 | """
7 |
8 | import numpy as np
9 | import matplotlib.pyplot as plt
10 | import sranodec as anom
11 | import argparse
12 |
13 | class Main():
14 |
15 | def __init__(self,config):
16 | self.test_signal = np.concatenate(
17 | [np.random.normal(0.7, 0.05, 300),
18 | np.random.normal(0.8, 0.05, 300),
19 | np.random.normal(0.6, 0.05, 300),
20 | np.random.normal(0.9, 0.05, 300)])
21 |
22 | self.window = config['window']
23 | self.score_window = config['score_window']
24 |
25 |
26 | def draw_plot(self) :
27 | plt.plot(self.test_signal, alpha=0.5, label="observation")
28 |
29 | def spectral(self,window,score_window,signal) :
30 |
31 | spec = anom.Silency(window, window, score_window)
32 | score = spec.generate_anomaly_score(signal)
33 |
34 | return score
35 |
36 | def run(self) :
37 | score = self.spectral(self.window,self.score_window,self.test_signal)
38 | plt.plot(self.test_signal, alpha=0.5, label="observation")
39 | index_changes = np.where(score > np.percentile(score, 99))[0]
40 | plt.scatter(index_changes, self.test_signal[index_changes], c='green', label="change point")
41 | plt.savefig('./anomaly_detected_signal')
42 |
43 | if __name__ == '__main__':
44 | parser = argparse.ArgumentParser()
45 | parser.add_argument('-window', help='spectral window', type=int, default=24)
46 | parser.add_argument('-score_window', help='score window', type=int, default=100)
47 | args = parser.parse_args()
48 |
49 | config = {'window' : args.window,
50 | 'score_window' : args.score_window}
51 |
52 | main = Main(config)
53 | main.run()
54 |
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/utils.py:
--------------------------------------------------------------------------------
1 | import pandas as pd
2 | import matplotlib.pyplot as plt
3 | from sklearn.preprocessing import StandardScaler
4 |
5 |
6 | # Standard scaling (mean=0, variance=1)
7 | def normalization(X_train, X_test):
8 | scaler = StandardScaler()
9 | scaler = scaler.fit(X_train)
10 |
11 | X_train_scaled = pd.DataFrame(scaler.transform(X_train), columns=X_train.columns, index=X_train.index)
12 | X_test_scaled = pd.DataFrame(scaler.transform(X_test), columns=X_test.columns, index=X_test.index)
13 | return X_train_scaled, X_test_scaled
14 |
15 |
16 | # anomaly score plot
17 | def draw_plot(scores, save_path):
18 | plt.figure(figsize=(12, 5))
19 | plt.scatter(scores.index, scores['score'], c='blue', s=3)
20 |
21 | plt.xlabel('Date')
22 | plt.ylabel('Anomaly Score')
23 | plt.xlim(scores.index[0], scores.index[-1])
24 |
25 | plt.savefig(save_path)
26 | plt.close()
27 |
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