├── .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: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/583cbb11e19d57ed3ace935738ca7219760d873e/KETI/__Init__.py -------------------------------------------------------------------------------- /KETI/__pycache__/outlierDetection.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/583cbb11e19d57ed3ace935738ca7219760d873e/KETI/__pycache__/outlierDetection.cpython-38.pyc -------------------------------------------------------------------------------- /KETI/outlierDetection.py: -------------------------------------------------------------------------------- 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 | -------------------------------------------------------------------------------- /KETI/outlierDetector/__pycache__/lof.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/583cbb11e19d57ed3ace935738ca7219760d873e/KETI/outlierDetector/__pycache__/lof.cpython-38.pyc -------------------------------------------------------------------------------- /KETI/outlierDetector/lof.py: -------------------------------------------------------------------------------- 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 -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 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 | -------------------------------------------------------------------------------- /__pycache__/utils.cpython-36.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/583cbb11e19d57ed3ace935738ca7219760d873e/__pycache__/utils.cpython-36.pyc -------------------------------------------------------------------------------- /__pycache__/utils.cpython-37.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/583cbb11e19d57ed3ace935738ca7219760d873e/__pycache__/utils.cpython-37.pyc -------------------------------------------------------------------------------- /__pycache__/utils.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/583cbb11e19d57ed3ace935738ca7219760d873e/__pycache__/utils.cpython-38.pyc -------------------------------------------------------------------------------- /__pycache__/utils.cpython-39.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/583cbb11e19d57ed3ace935738ca7219760d873e/__pycache__/utils.cpython-39.pyc -------------------------------------------------------------------------------- /data/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/583cbb11e19d57ed3ace935738ca7219760d873e/data/.DS_Store -------------------------------------------------------------------------------- /data/nasa_bearing_test.csv: -------------------------------------------------------------------------------- 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 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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 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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 468 | 2004-02-15 16:12:39,0.06114082031250007,0.07430917968749975,0.07846743164062556,0.043381933593748576 469 | 2004-02-15 16:22:39,0.06039887695312481,0.0725611816406245,0.07680898437500012,0.04362080078124845 470 | 2004-02-15 16:32:39,0.061629101562499386,0.07415014648437443,0.0786370117187499,0.044421484374998654 471 | 2004-02-15 16:42:39,0.05966186523437424,0.07315688476562501,0.07595322265624947,0.04286801757812368 472 | 2004-02-15 16:52:39,0.060506542968749785,0.07421420898437463,0.07798276367187419,0.043822363281248895 473 | 2004-02-15 17:02:39,0.0609436035156244,0.07436933593749984,0.07593217773437491,0.044549169921873764 474 | 2004-02-15 17:12:39,0.061735693359374476,0.07394321289062508,0.07614365234374959,0.0435044433593736 475 | 2004-02-15 17:22:39,0.059964160156249675,0.07244223632812477,0.07627241210937455,0.044526269531248594 476 | 2004-02-15 17:32:39,0.06205693359374976,0.07485878906249924,0.0760897949218743,0.04353168945312375 477 | 2004-02-15 17:42:39,0.06135839843749965,0.07338730468749978,0.07730288085937467,0.04357949218749875 478 | 2004-02-15 17:52:39,0.06073486328124979,0.07393818359374969,0.07726171874999935,0.0436714843749983 479 | 2004-02-15 18:02:39,0.061094775390624516,0.07291938476562516,0.07617812500000007,0.044354492187498734 480 | 2004-02-15 18:12:39,0.060689746093749525,0.07366083984374952,0.0773537109374994,0.04316684570312337 481 | 2004-02-15 18:22:39,0.061176562499999615,0.07399716796874976,0.07857719726562505,0.04338369140624847 482 | 2004-02-15 18:32:39,0.059514746093749,0.07290927734375005,0.07654150390625063,0.04348124999999837 483 | 2004-02-15 18:42:39,0.06045019531249935,0.07355624999999967,0.076993505859375,0.043711035156248614 484 | 2004-02-15 18:52:39,0.06021914062499958,0.07447880859374968,0.07576665039062504,0.04392387695312359 485 | 2004-02-15 19:02:39,0.05954770507812456,0.07352158203124956,0.07633315429687489,0.044296728515623364 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 2 | 2004-02-15 20:32:39,0.4990281662530447 3 | 2004-02-15 20:42:39,0.4825506352475424 4 | 2004-02-15 20:52:39,0.5742317770231324 5 | 2004-02-15 21:02:39,0.5256219457744659 6 | 2004-02-15 21:12:39,0.4675345507310016 7 | 2004-02-15 21:22:39,0.4805427130433189 8 | 2004-02-15 21:32:39,0.4110097931943451 9 | 2004-02-15 21:42:39,0.5113582209156777 10 | 2004-02-15 21:52:39,0.5738235859207181 11 | 2004-02-15 22:02:39,0.4463994817490296 12 | 2004-02-15 22:12:39,0.45820243147116674 13 | 2004-02-15 22:22:39,0.39741296408766186 14 | 2004-02-15 22:32:39,0.5322133448373413 15 | 2004-02-15 22:42:39,0.4019821384068879 16 | 2004-02-15 22:52:39,0.49322829616393626 17 | 2004-02-15 23:02:39,0.4979615809489027 18 | 2004-02-15 23:12:39,0.5314113236900673 19 | 2004-02-15 23:22:39,0.41510105904272065 20 | 2004-02-15 23:32:39,0.4103535477791657 21 | 2004-02-15 23:42:39,0.5128059901002808 22 | 2004-02-15 23:52:39,0.560171201853268 23 | 2004-02-16 00:02:39,0.4058115549890134 24 | 2004-02-16 00:12:39,0.5256199755469638 25 | 2004-02-16 00:22:39,0.4200735196101822 26 | 2004-02-16 00:32:39,0.5043343776582212 27 | 2004-02-16 00:42:39,0.4000171937915929 28 | 2004-02-16 00:52:39,0.5213761489680415 29 | 2004-02-16 01:02:39,0.46395517906581285 30 | 2004-02-16 01:12:39,0.472813474832716 31 | 2004-02-16 01:22:39,0.5037279421132829 32 | 2004-02-16 01:32:39,0.47842227862232656 33 | 2004-02-16 01:42:39,0.5698500377134582 34 | 2004-02-16 01:52:39,0.5516395606622214 35 | 2004-02-16 02:02:39,0.598814088138031 36 | 2004-02-16 02:12:39,0.43741741334250966 37 | 2004-02-16 02:22:39,0.49967382215876877 38 | 2004-02-16 02:32:39,0.4146397029683136 39 | 2004-02-16 02:42:39,0.5371183053476728 40 | 2004-02-16 02:52:39,0.5501287448014054 41 | 2004-02-16 03:02:39,0.45580138594461495 42 | 2004-02-16 03:12:39,0.5829579300337718 43 | 2004-02-16 03:22:39,0.5667686486433017 44 | 2004-02-16 03:32:39,0.5856798054535348 45 | 2004-02-16 03:42:39,0.6391546968296195 46 | 2004-02-16 03:52:39,0.5932248877558642 47 | 2004-02-16 04:02:39,0.6049406848218609 48 | 2004-02-16 04:12:39,0.6423230903506864 49 | 2004-02-16 04:22:39,0.6444641050343901 50 | 2004-02-16 04:32:39,0.5733929602592985 51 | 2004-02-16 04:42:39,0.5782477611144151 52 | 2004-02-16 04:52:39,0.5753457519600952 53 | 2004-02-16 05:02:39,0.586012000285128 54 | 2004-02-16 05:12:39,0.5877689470704727 55 | 2004-02-16 05:22:39,0.6079532553789807 56 | 2004-02-16 05:32:39,0.6126869362892549 57 | 2004-02-16 05:42:39,0.56934772006366 58 | 2004-02-16 05:52:39,0.5762040855714909 59 | 2004-02-16 06:02:39,0.5589724492482706 60 | 2004-02-16 06:12:39,0.6529405809391631 61 | 2004-02-16 06:22:39,0.5797622167798767 62 | 2004-02-16 06:32:39,0.665294947159016 63 | 2004-02-16 06:42:39,0.5658093960250434 64 | 2004-02-16 06:52:39,0.5571979526933933 65 | 2004-02-16 07:02:39,0.6155856456487008 66 | 2004-02-16 07:12:39,0.6242337239942222 67 | 2004-02-16 07:22:39,0.6075273777256186 68 | 2004-02-16 07:32:39,0.6610937239710553 69 | 2004-02-16 07:42:39,0.5654027887188613 70 | 2004-02-16 07:52:39,0.602492965040407 71 | 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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 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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 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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 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12:12:39,-2.7605001339757758 97 | 2004-02-16 12:22:39,-2.7603752430796886 98 | 2004-02-16 12:32:39,-2.7607459832218 99 | 2004-02-16 12:42:39,-2.7604765184673594 100 | 2004-02-16 12:52:39,-2.7604934743543827 101 | 2004-02-16 13:02:39,-2.7607243809513475 102 | 2004-02-16 13:12:39,-2.760777587471712 103 | 2004-02-16 13:22:39,-2.760407990581913 104 | 2004-02-16 13:32:39,-2.7602969730537223 105 | 2004-02-16 13:42:39,-2.7606383466026285 106 | 2004-02-16 13:52:39,-2.7603886163811095 107 | 2004-02-16 14:02:39,-2.7605619098128047 108 | 2004-02-16 14:12:39,-2.7606175910428705 109 | 2004-02-16 14:22:39,-2.760561409896911 110 | 2004-02-16 14:32:39,-2.7605499672509977 111 | 2004-02-16 14:42:39,-2.7598941170383595 112 | 2004-02-16 14:52:39,-2.7602587780583336 113 | 2004-02-16 15:02:39,-2.7604434475218147 114 | 2004-02-16 15:12:39,-2.7604123707161525 115 | 2004-02-16 15:22:39,-2.760008895928272 116 | 2004-02-16 15:32:39,-2.760123556656839 117 | 2004-02-16 15:42:39,-2.7600788912173195 118 | 2004-02-16 15:52:39,-2.75979786391198 119 | 2004-02-16 16:02:39,-2.7596547485404725 120 | 2004-02-16 16:12:39,-2.759361183789916 121 | 2004-02-16 16:22:39,-2.7597168454496606 122 | 2004-02-16 16:32:39,-2.7597264212603134 123 | 2004-02-16 16:42:39,-2.7595355514780477 124 | 2004-02-16 16:52:39,-2.7592676100801254 125 | 2004-02-16 17:02:39,-2.759289383242744 126 | 2004-02-16 17:12:39,-2.7598164101894858 127 | 2004-02-16 17:22:39,-2.759661896041922 128 | 2004-02-16 17:32:39,-2.7596722590390312 129 | 2004-02-16 17:42:39,-2.75980003650663 130 | 2004-02-16 17:52:39,-2.760092934078002 131 | 2004-02-16 18:02:39,-2.7587460448323453 132 | 2004-02-16 18:12:39,-2.759732504612102 133 | 2004-02-16 18:22:39,-2.759649433500077 134 | 2004-02-16 18:32:39,-2.7592825695073477 135 | 2004-02-16 18:42:39,-2.7593225559207637 136 | 2004-02-16 18:52:39,-2.759326895874774 137 | 2004-02-16 19:02:39,-2.75939759482604 138 | 2004-02-16 19:12:39,-2.7594983305319944 139 | 2004-02-16 19:22:39,-2.7595341475083037 140 | 2004-02-16 19:32:39,-2.7601376232942014 141 | 2004-02-16 19:42:39,-2.758983805927861 142 | 2004-02-16 19:52:39,-2.7591269885075667 143 | 2004-02-16 20:02:39,-2.7599732997772533 144 | 2004-02-16 20:12:39,-2.759385062179498 145 | 2004-02-16 20:22:39,-2.7596435773665595 146 | 2004-02-16 20:32:39,-2.7589256002612137 147 | 2004-02-16 20:42:39,-2.7590455661704167 148 | 2004-02-16 20:52:39,-2.7597931339875528 149 | 2004-02-16 21:02:39,-2.7590755393686015 150 | 2004-02-16 21:12:39,-2.7587237444364208 151 | 2004-02-16 21:22:39,-2.75858719375337 152 | 2004-02-16 21:32:39,-2.758767194133905 153 | 2004-02-16 21:42:39,-2.7589968798052906 154 | 2004-02-16 21:52:39,-2.7591008552051717 155 | 2004-02-16 22:02:39,-2.759236158831654 156 | 2004-02-16 22:12:39,-2.7588997833462967 157 | 2004-02-16 22:22:39,-2.757798973685172 158 | 2004-02-16 22:32:39,-2.756470128008215 159 | 2004-02-16 22:42:39,-2.7570967537759072 160 | 2004-02-16 22:52:39,-2.756748738060373 161 | 2004-02-16 23:02:39,-2.7564977477426096 162 | 2004-02-16 23:12:39,-2.7572308717642526 163 | 2004-02-16 23:22:39,-2.7567862197989674 164 | 2004-02-16 23:32:39,-2.756437827481334 165 | 2004-02-16 23:42:39,-2.757953836770999 166 | 2004-02-16 23:52:39,-2.7563569840025854 167 | 2004-02-17 00:02:39,-2.756526801923001 168 | 2004-02-17 00:12:39,-2.757234528912579 169 | 2004-02-17 00:22:39,-2.7568834754243428 170 | 2004-02-17 00:32:39,-2.7571246913037966 171 | 2004-02-17 00:42:39,-2.7562491207236652 172 | 2004-02-17 00:52:39,-2.756204380512286 173 | 2004-02-17 01:02:39,-2.7567988972396043 174 | 2004-02-17 01:12:39,-2.757252021742704 175 | 2004-02-17 01:22:39,-2.7564991772798964 176 | 2004-02-17 01:32:39,-2.7562731980793833 177 | 2004-02-17 01:42:39,-2.7568393156811863 178 | 2004-02-17 01:52:39,-2.757297939212971 179 | 2004-02-17 02:02:39,-2.7561400090680293 180 | 2004-02-17 02:12:39,-2.756407680662657 181 | 2004-02-17 02:22:39,-2.7569072765579525 182 | 2004-02-17 02:32:39,-2.757664302488439 183 | 2004-02-17 02:42:39,-2.7580136906832164 184 | 2004-02-17 02:52:39,-2.7569509822242635 185 | 2004-02-17 03:02:39,-2.7577441500975004 186 | 2004-02-17 03:12:39,-2.75712428840028 187 | 2004-02-17 03:22:39,-2.756756020103478 188 | 2004-02-17 03:32:39,-2.756709946983789 189 | 2004-02-17 03:42:39,-2.757603786380936 190 | 2004-02-17 03:52:39,-2.757254703344141 191 | 2004-02-17 04:02:39,-2.75701073417319 192 | 2004-02-17 04:12:39,-2.7570208871619526 193 | 2004-02-17 04:22:39,-2.757113728866938 194 | 2004-02-17 04:32:39,-2.7567789492425474 195 | 2004-02-17 04:42:39,-2.7562270199598506 196 | 2004-02-17 04:52:39,-2.7564932830834428 197 | 2004-02-17 05:02:39,-2.756886492978409 198 | 2004-02-17 05:12:39,-2.756938158432848 199 | 2004-02-17 05:22:39,-2.7567581248389557 200 | 2004-02-17 05:32:39,-2.756976152692917 201 | 2004-02-17 05:42:39,-2.756366020433796 202 | 2004-02-17 05:52:39,-2.7563260183990534 203 | 2004-02-17 06:02:39,-2.75602533374282 204 | 2004-02-17 06:12:39,-2.75668574043059 205 | 2004-02-17 06:22:39,-2.7568222449024757 206 | 2004-02-17 06:32:39,-2.7564331899688677 207 | 2004-02-17 06:42:39,-2.7558029364572 208 | 2004-02-17 06:52:39,-2.7565005169982575 209 | 2004-02-17 07:02:39,-2.7552143963596025 210 | 2004-02-17 07:12:39,-2.754063773430121 211 | 2004-02-17 07:22:39,-2.7510586417511798 212 | 2004-02-17 07:32:39,-2.722440974916336 213 | 2004-02-17 07:42:39,-2.717540412832256 214 | 2004-02-17 07:52:39,-2.7169784747842156 215 | 2004-02-17 08:02:39,-2.7196218563664827 216 | 2004-02-17 08:12:39,-2.7212380837438834 217 | 2004-02-17 08:22:39,-2.716055328036071 218 | 2004-02-17 08:32:39,-2.7211452007628383 219 | 2004-02-17 08:42:39,-2.72428263529041 220 | 2004-02-17 08:52:39,-2.7159489865001385 221 | 2004-02-17 09:02:39,-2.7203293523580827 222 | 2004-02-17 09:12:39,-2.7204620323501123 223 | 2004-02-17 09:22:39,-2.719824555564151 224 | 2004-02-17 09:32:39,-2.719066695889242 225 | 2004-02-17 09:42:39,-2.7197419810416603 226 | 2004-02-17 09:52:39,-2.726136365152521 227 | 2004-02-17 10:02:39,-2.7240792361838926 228 | 2004-02-17 10:12:39,-2.7239433243304196 229 | 2004-02-17 10:22:39,-2.7207961890960055 230 | 2004-02-17 10:32:39,-2.7253183617291716 231 | 2004-02-17 10:42:39,-2.723610942753214 232 | 2004-02-17 10:52:39,-2.726015840705478 233 | 2004-02-17 11:02:39,-2.724755423375078 234 | 2004-02-17 11:12:39,-2.7262322055091284 235 | 2004-02-17 11:22:39,-2.7202839108404886 236 | 2004-02-17 11:32:39,-2.721198759866984 237 | 2004-02-17 11:42:39,-2.7240672441104374 238 | 2004-02-17 11:52:39,-2.724365114041155 239 | 2004-02-17 12:02:39,-2.7226973738867715 240 | 2004-02-17 12:12:39,-2.722691834245528 241 | 2004-02-17 12:22:39,-2.7313759954661654 242 | 2004-02-17 12:32:39,-2.7260513506556476 243 | 2004-02-17 12:42:39,-2.7305373364336427 244 | 2004-02-17 12:52:39,-2.7294379301534866 245 | 2004-02-17 13:02:39,-2.7314113667794198 246 | 2004-02-17 13:12:39,-2.7310354809615403 247 | 2004-02-17 13:22:39,-2.7302830091767687 248 | 2004-02-17 13:32:39,-2.7382923418013947 249 | 2004-02-17 13:42:39,-2.7406253438465304 250 | 2004-02-17 13:52:39,-2.7350016446123773 251 | 2004-02-17 14:02:39,-2.7376626436594327 252 | 2004-02-17 14:12:39,-2.7378386036199016 253 | 2004-02-17 14:22:39,-2.742058107713576 254 | 2004-02-17 14:32:39,-2.7405014079757803 255 | 2004-02-17 14:42:39,-2.7410037516940546 256 | 2004-02-17 14:52:39,-2.738795259270918 257 | 2004-02-17 15:02:39,-2.7416081677979482 258 | 2004-02-17 15:12:39,-2.7399764558095 259 | 2004-02-17 15:22:39,-2.745718045867398 260 | 2004-02-17 15:32:39,-2.7399940063138866 261 | 2004-02-17 15:42:39,-2.7413197615881506 262 | 2004-02-17 15:52:39,-2.744130113257188 263 | 2004-02-17 16:02:39,-2.7429025195531347 264 | 2004-02-17 16:12:39,-2.743953443058415 265 | 2004-02-17 16:22:39,-2.745434670520024 266 | 2004-02-17 16:32:39,-2.747270404975324 267 | 2004-02-17 16:42:39,-2.7487557173340322 268 | 2004-02-17 16:52:39,-2.748433608582654 269 | 2004-02-17 17:02:39,-2.749349040213617 270 | 2004-02-17 17:12:39,-2.7499092248148544 271 | 2004-02-17 17:22:39,-2.750821775797177 272 | 2004-02-17 17:32:39,-2.7518412940254313 273 | 2004-02-17 17:42:39,-2.752275004302489 274 | 2004-02-17 17:52:39,-2.754138796368596 275 | 2004-02-17 18:02:39,-2.7544176710290698 276 | 2004-02-17 18:12:39,-2.7546585844185545 277 | 2004-02-17 18:22:39,-2.754717063016698 278 | 2004-02-17 18:32:39,-2.754808643261952 279 | 2004-02-17 18:42:39,-2.7547733326567903 280 | 2004-02-17 18:52:39,-2.75498601884368 281 | 2004-02-17 19:02:39,-2.7560735913620986 282 | 2004-02-17 19:12:39,-2.755846644041669 283 | 2004-02-17 19:22:39,-2.755754834748127 284 | 2004-02-17 19:32:39,-2.756605271290538 285 | 2004-02-17 19:42:39,-2.756844131245411 286 | 2004-02-17 19:52:39,-2.7559856845979906 287 | 2004-02-17 20:02:39,-2.7562082742934075 288 | 2004-02-17 20:12:39,-2.756966472957777 289 | 2004-02-17 20:22:39,-2.7571008666840866 290 | 2004-02-17 20:32:39,-2.757267088607935 291 | 2004-02-17 20:42:39,-2.758429770349081 292 | 2004-02-17 20:52:39,-2.7572862501062927 293 | 2004-02-17 21:02:39,-2.7577062561105565 294 | 2004-02-17 21:12:39,-2.7579321865022743 295 | 2004-02-17 21:22:39,-2.7582660720205583 296 | 2004-02-17 21:32:39,-2.757244254651982 297 | 2004-02-17 21:42:39,-2.758160673984576 298 | 2004-02-17 21:52:39,-2.7570089685651498 299 | 2004-02-17 22:02:39,-2.7579801019644767 300 | 2004-02-17 22:12:39,-2.757936726652228 301 | 2004-02-17 22:22:39,-2.7575205766824373 302 | 2004-02-17 22:32:39,-2.757303286950946 303 | 2004-02-17 22:42:39,-2.757206410359607 304 | 2004-02-17 22:52:39,-2.7565863628849394 305 | 2004-02-17 23:02:39,-2.7565361464830085 306 | 2004-02-17 23:12:39,-2.756957906447414 307 | 2004-02-17 23:22:39,-2.756464982407361 308 | 2004-02-17 23:32:39,-2.757660485390754 309 | 2004-02-17 23:42:39,-2.756219245164206 310 | 2004-02-17 23:52:39,-2.7562490141792386 311 | 2004-02-18 00:02:39,-2.75641556628199 312 | 2004-02-18 00:12:39,-2.7562258203631727 313 | 2004-02-18 00:22:39,-2.7566109058800228 314 | 2004-02-18 00:32:39,-2.75521683940445 315 | 2004-02-18 00:42:39,-2.755936517020813 316 | 2004-02-18 00:52:39,-2.7554853938010018 317 | 2004-02-18 01:02:39,-2.7547791514279796 318 | 2004-02-18 01:12:39,-2.7545265547398285 319 | 2004-02-18 01:22:39,-2.7554774839359633 320 | 2004-02-18 01:32:39,-2.754795435750032 321 | 2004-02-18 01:42:39,-2.7550106067777973 322 | 2004-02-18 01:52:39,-2.7555450350372714 323 | 2004-02-18 02:02:39,-2.755406087620222 324 | 2004-02-18 02:12:39,-2.754959048139372 325 | 2004-02-18 02:22:39,-2.7546119853129065 326 | 2004-02-18 02:32:39,-2.7545867000582502 327 | 2004-02-18 02:42:39,-2.754482657659538 328 | 2004-02-18 02:52:39,-2.7544824192102473 329 | 2004-02-18 03:02:39,-2.7537055270278428 330 | 2004-02-18 03:12:39,-2.7532810747345193 331 | 2004-02-18 03:22:39,-2.754483160208564 332 | 2004-02-18 03:32:39,-2.7534192088949494 333 | 2004-02-18 03:42:39,-2.740679919299633 334 | 2004-02-18 03:52:39,-2.7403103121454953 335 | 2004-02-18 04:02:39,-2.7418732328926607 336 | 2004-02-18 04:12:39,-2.736791082306927 337 | 2004-02-18 04:22:39,-2.7402248861111724 338 | 2004-02-18 04:32:39,-2.736800683589414 339 | 2004-02-18 04:42:39,-2.734419121575587 340 | 2004-02-18 04:52:39,-2.737123982820637 341 | 2004-02-18 05:02:39,-2.7329918914491094 342 | 2004-02-18 05:12:39,-2.734263179015076 343 | 2004-02-18 05:22:39,-2.7309529693612786 344 | 2004-02-18 05:32:39,-2.7310324746892425 345 | 2004-02-18 05:42:39,-2.725174258461581 346 | 2004-02-18 05:52:39,-2.7287133544386153 347 | 2004-02-18 06:02:39,-2.7242862825661858 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 352 | 2004-02-18 06:52:39,-2.719522291264929 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 357 | 2004-02-18 07:42:39,-2.721754404973466 358 | 2004-02-18 07:52:39,-2.7138016770809825 359 | 2004-02-18 08:02:39,-2.7105301778020268 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 365 | 2004-02-18 09:02:39,-2.7206231619773815 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 387 | 2004-02-18 12:42:39,-2.725951902148849 388 | 2004-02-18 12:52:39,-2.7292802033007453 389 | 2004-02-18 13:02:39,-2.7270112728988343 390 | 2004-02-18 13:12:39,-2.7245007696996533 391 | 2004-02-18 13:22:39,-2.7283942721004424 392 | 2004-02-18 13:32:39,-2.7301306130639054 393 | 2004-02-18 13:42:39,-2.727799937167471 394 | 2004-02-18 13:52:39,-2.7249160543097153 395 | 2004-02-18 14:02:39,-2.723616557383081 396 | 2004-02-18 14:12:39,-2.7252176922724773 397 | 2004-02-18 14:22:39,-2.7252922694461885 398 | 2004-02-18 14:32:39,-2.7250147399013267 399 | 2004-02-18 14:42:39,-2.717630594956751 400 | 2004-02-18 14:52:39,-2.7245481393293884 401 | 2004-02-18 15:02:39,-2.7330945585057185 402 | 2004-02-18 15:12:39,-2.7364267579129793 403 | 2004-02-18 15:22:39,-2.738265207135025 404 | 2004-02-18 15:32:39,-2.742250841656582 405 | 2004-02-18 15:42:39,-2.741619405394828 406 | 2004-02-18 15:52:39,-2.742716160188656 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 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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 | -------------------------------------------------------------------------------- /result/lof/anomaly_score_plot.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ClustProject/KUDataOutlier/583cbb11e19d57ed3ace935738ca7219760d873e/result/lof/anomaly_score_plot.jpg -------------------------------------------------------------------------------- /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 | -------------------------------------------------------------------------------- /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 | --------------------------------------------------------------------------------