DEVELOPMENT... { "data_id": "313", "name": "spectrometer", "exact_name": "spectrometer", "version": 1, "version_label": "", "description": "**Author**: \n \n**Source**: Unknown - 1988 \n**Please cite**: \n\n1. Title: Part of the IRAS Low Resolution Spectrometer Database\n \n2. Sources:\n(a) Originator: Infra-Red Astronomy Satellite Project Database\n(b) Donor: John Stutz \n(c) Date: March 1988 (approximately)\n\n3. Past Usage: unknown\n-- A NASA-Ames research group concerned with unsupervised learning tasks may have used this database during their empirical studies of their algorithm\/system (AUTOCLASS II). See the 1988 Machine Learning Conference Proceedings, 54-64, for a description of their algorithm.\n\n4. Relevant Information: (from John Stutz)\n The Infra-Red Astronomy Satellite (IRAS) was the first attempt to map the full sky at infra-red wavelengths. This could not be done from ground observatories because large portions of the infra-red spectrum is absorbed by the atmosphere. The primary observing program was the full high resolution sky mapping performed by scanning at 4 frequencies. The Low Resolution Observation (IRAS-LRS) program observed high intensity sources over two continuous spectral bands. This database derives from a subset of the higher quality LRS observations taken between 12h and 24h right ascension. \nThis database contains 531 high quality spectra derived from the IRAS-LRS database. The original data contained 100 spectral measurements in each of two overlapping bands. Of these, 44 blue band and 49 red band channels contain usable flux measurements. Only these are included here. The original spectral intensities values are compressed to 4-digits, and each spectrum includes 5 rescaling parameters. We have used the LRS specified algorithm to rescale these to units of spectral intensity (Janskys). Total intensity differences have been eliminated by normalizing each spectrum to a mean value of 5000.\nThis database was originally obtained for use in development and testing of our AutoClass system for Bayesian classification. We have not retained any results from this development, having concentrated our efforts of a 5425 element version of the same data. Our classifications were based upon simultaneous modeling of all 93 spectral intensities. With the larger database we were able to find classes that correspond well with known spectral types associated with particular stellar types. We also found classes that match with the spectra expected of certain stellar processes under investigation by Ames astronomers. These classes have considerably enlarged the set of stars being investigated by those researchers. \n\nOriginal Data\nThe original fortran data file is given in spectra-2.data. The file spectra-2.head contains information about the .data file contents and how to rescale the compressed spectral intensities. \n\n5. Number of Instances: 531\n \n6. Number of Attributes: 103 (including the 10-attribute \"header\")\n \n7. Attribute Information: \n1. LRS-name: (Suspected format: 5 digits, \"+\" or \"-\", 4 digits)\n2. LRS-class: integer - The LRS-class values range from 0 - 99 with\nthe 10's digit giving the basic class and the 1's digit giving the subclass. These classes are based on features (peaks, valleys, and trends) of the spectral curves. \n3. ID-type: integer\n4. Right-Ascension: float - Astronomical longitude. 1h = 15deg\n5. Declination: float - Astronomical lattitude. -90 <= Dec <= 90\n6. Scale Factor: float - Proportional to source strength\n7. Blue base 1: integer - linear rescaling coefficient\n8. Blue base 2: integer - linear rescaling coefficient\n9. Red base 1: integer - linear rescaling coefficient\n10. Red base 2: integer - linear rescaling coefficient\n11-54: fluxes from the following 44 blue-band channel wavelengths: \n(all given as floating point numerals)\n55-103: fluxes from the following 49 red-band channel wavelengths: (all given as floating point numerals)\n\nUCI: http:\/\/archive.ics.uci.edu\/ml\/datasets\/Low+Resolution+Spectrometer", "format": "ARFF", "uploader": "Hailey ", "uploader_id": 94, "visibility": "public", "creator": "Infra-Red Astronomy Satellite Project Database", "contributor": "\"\"", "date": "2014-08-25 11:49:40", "update_comment": "added identifier", "last_update": "2014-10-04 23:32:32", "licence": "Public", "status": "active", "error_message": null, "url": "https:\/\/www.openml.org\/data\/download\/52217\/phpHNcI2h", "default_target_attribute": "LRS-class", "row_id_attribute": "", "ignore_attribute": "\"LRS-name\"", "runs": 1243, "suggest": { "input": [ "spectrometer", "1. Title: Part of the IRAS Low Resolution Spectrometer Database 2. Sources: (a) Originator: Infra-Red Astronomy Satellite Project Database (b) Donor: John Stutz (c) Date: March 1988 (approximately) 3. Past Usage: unknown -- A NASA-Ames research group concerned with unsupervised learning tasks may have used this database during their empirical studies of their algorithm\/system (AUTOCLASS II). See the 1988 Machine Learning Conference Proceedings, 54-64, for a description " ], "weight": 5 }, "qualities": { "NumberOfInstances": 531, "NumberOfFeatures": 102, "NumberOfClasses": 48, "NumberOfMissingValues": 0, "NumberOfInstancesWithMissingValues": 0, "NumberOfNumericFeatures": 100, "NumberOfSymbolicFeatures": 2, "AutoCorrelation": 0.05660377358490566, "CfsSubsetEval_DecisionStumpAUC": 0.7577966632246925, "CfsSubsetEval_DecisionStumpErrRate": 0.5612052730696798, "CfsSubsetEval_DecisionStumpKappa": 0.4069351683195035, "CfsSubsetEval_NaiveBayesAUC": 0.7577966632246925, "CfsSubsetEval_NaiveBayesErrRate": 0.5612052730696798, "CfsSubsetEval_NaiveBayesKappa": 0.4069351683195035, "CfsSubsetEval_kNN1NAUC": 0.7577966632246925, "CfsSubsetEval_kNN1NErrRate": 0.5612052730696798, "CfsSubsetEval_kNN1NKappa": 0.4069351683195035, "ClassEntropy": 4.692031507986513, "DecisionStumpAUC": 0.7118388830708404, "DecisionStumpErrRate": 0.8135593220338984, "DecisionStumpKappa": 0.10252116621543374, "Dimensionality": 0.192090395480226, "EquivalentNumberOfAtts": 1.833492073436956, "J48.00001.AUC": 0.7088308697051208, "J48.00001.ErrRate": 0.6120527306967984, "J48.00001.Kappa": 0.3550743864658114, "J48.0001.AUC": 0.7088308697051208, "J48.0001.ErrRate": 0.6120527306967984, "J48.0001.Kappa": 0.3550743864658114, "J48.001.AUC": 0.7088308697051208, "J48.001.ErrRate": 0.6120527306967984, "J48.001.Kappa": 0.3550743864658114, "MajorityClassPercentage": 10.357815442561206, "MajorityClassSize": 55, "MaxAttributeEntropy": 9.05256805080422, "MaxKurtosisOfNumericAtts": 298.22997446587726, "MaxMeansOfNumericAtts": 12541.209977438795, "MaxMutualInformation": 4.69203150798651, "MaxNominalAttDistinctValues": 531, "MaxSkewnessOfNumericAtts": 15.423172491943282, "MaxStdDevOfNumericAtts": 5503.167938857056, "MeanAttributeEntropy": 5.442476651195729, "MeanKurtosisOfNumericAtts": 8.728863037898872, "MeanMeansOfNumericAtts": 4677.608287303219, "MeanMutualInformation": 2.55906833520753, "MeanNoiseToSignalRatio": 1.126741430198802, "MeanNominalAttDistinctValues": 194.33333333333331, "MeanSkewnessOfNumericAtts": 1.1151783672556235, "MeanStdDevOfNumericAtts": 1314.8160776797756, "MinAttributeEntropy": 1.8323852515872376, "MinKurtosisOfNumericAtts": -1.1756724534265068, "MinMeansOfNumericAtts": -9.850094161958582, "MinMutualInformation": 0.42610516242855, "MinNominalAttDistinctValues": 4, "MinSkewnessOfNumericAtts": -1.767294786801218, "MinStdDevOfNumericAtts": 1.6595452191470982e-15, "MinorityClassPercentage": 0.18832391713747645, "MinorityClassSize": 1, "NaiveBayesAUC": 0.8198135462097969, "NaiveBayesErrRate": 0.7250470809792844, "NaiveBayesKappa": 0.23973878862480985, "NumberOfBinaryFeatures": 0, "PercentageOfBinaryFeatures": 0, "PercentageOfInstancesWithMissingValues": 0, "PercentageOfMissingValues": 0, "PercentageOfNumericFeatures": 98.0392156862745, "PercentageOfSymbolicFeatures": 1.9607843137254901, "Quartile1AttributeEntropy": 1.8323852515872376, "Quartile1KurtosisOfNumericAtts": 2.457795125422316, "Quartile1MeansOfNumericAtts": 1834.5121862711865, "Quartile1MutualInformation": 0.42610516242855, "Quartile1SkewnessOfNumericAtts": -1.0539269440676446, "Quartile1StdDevOfNumericAtts": 820.1347832525761, "Quartile2AttributeEntropy": 5.442476651195729, "Quartile2KurtosisOfNumericAtts": 4.241691531588818, "Quartile2MeansOfNumericAtts": 3765.593584463277, "Quartile2MutualInformation": 2.5590683352075296, "Quartile2SkewnessOfNumericAtts": 1.4439051876819677, "Quartile2StdDevOfNumericAtts": 1033.1170959936367, "Quartile3AttributeEntropy": 9.05256805080422, "Quartile3KurtosisOfNumericAtts": 8.507800019270693, "Quartile3MeansOfNumericAtts": 7359.541034788135, "Quartile3MutualInformation": 4.69203150798651, "Quartile3SkewnessOfNumericAtts": 2.2526686659454027, "Quartile3StdDevOfNumericAtts": 1396.7391061633562, "REPTreeDepth1AUC": 0.4839502212638875, "REPTreeDepth1ErrRate": 0.896421845574388, "REPTreeDepth1Kappa": 0, "REPTreeDepth2AUC": 0.4839502212638875, "REPTreeDepth2ErrRate": 0.896421845574388, "REPTreeDepth2Kappa": 0, "REPTreeDepth3AUC": 0.4839502212638875, "REPTreeDepth3ErrRate": 0.896421845574388, "REPTreeDepth3Kappa": 0, "RandomTreeDepth1AUC": 0.7039669937061688, "RandomTreeDepth1ErrRate": 0.7156308851224106, "RandomTreeDepth1Kappa": 0.2309773805667245, "RandomTreeDepth2AUC": 0.7039669937061688, "RandomTreeDepth2ErrRate": 0.7156308851224106, "RandomTreeDepth2Kappa": 0.2309773805667245, "RandomTreeDepth3AUC": 0.7039669937061688, "RandomTreeDepth3ErrRate": 0.7156308851224106, "RandomTreeDepth3Kappa": 0.2309773805667245, "StdvNominalAttDistinctValues": 292.3907203269853, "kNN1NAUC": 0.6740456437386707, "kNN1NErrRate": 0.632768361581921, "kNN1NKappa": 0.3314497695507176 }, "tags": [ { "tag": "study_1", "uploader": "2" }, { "tag": "study_7", "uploader": "64" }, { "tag": "uci", "uploader": "9180" } ], "features": [ { "name": "LRS-class", "index": "1", "type": "nominal", "distinct": "48", "missing": "0", "target": "1", "distr": [ [ "2", "3", "4", "5", "12", "13", "14", "15", "16", "17", "18", "21", "22", "23", "24", "25", "26", "27", "28", "29", "31", "32", "33", "34", "35", "36", "37", "38", "39", "41", "42", "43", "44", "45", "50", "69", "71", "72", "73", "79", "80", "81", "82", "85", "91", "92", "95", "96" ], [ [ "3", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "1", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "7", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "1", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "2", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "3", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "10", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "24", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "13", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "12", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "26", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "15", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "27", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "31", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "19", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "19", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "30", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "35", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "42", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "55", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "9", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "10", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "4", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "4", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "3", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "1", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "1", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "3", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "3", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "8", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "45", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "20", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "18", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "5", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "1", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "2", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "1", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "1", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "1", "0", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "3", "0", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "3", "0", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "2", "0", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "1", "0", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "1", "0", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "3", "0", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "1", "0", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "1", "0" ], [ "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "0", "1" ] ] ] }, { "name": "LRS-name", "index": "0", "type": "nominal", "distinct": "531", "missing": "0", "ignore": "1", "distr": [] }, { "name": "ID-type", "index": "2", "type": "nominal", "distinct": "4", "missing": "0", "distr": [ [ "0", "2", "3", "4" ], [ [ "0", "1", "2", "0", "2", "2", "1", "3", "0", "0", "0", "1", "2", "9", "6", "7", "16", "19", "9", "15", "4", "6", "3", "2", "2", "1", "1", "1", "2", "1", "23", "7", "5", "1", "1", "1", "1", "0", "0", "0", "1", "0", "0", "0", "0", "0", "0", "0" ], [ "1", "0", "0", "1", "0", "0", "3", "2", "3", "1", "6", "0", "6", "4", "1", "3", "4", "3", "3", "6", "0", "0", "0", "0", "0", "0", "0", "0", "0", "1", "3", "5", "4", "0", "0", "0", "0", "1", "0", "0", "1", "0", "0", "0", "0", "0", "0", "0" ], [ "1", "0", "2", "0", "0", "0", "1", "0", "0", "0", "0", "4", "0", "2", "3", "3", "2", "3", "7", "7", "5", "3", "1", "2", "1", "0", "0", "2", "1", "2", "13", "3", "4", "1", "0", "0", "0", "0", "1", "3", "0", "1", "1", "1", "3", "1", "1", "1" ], [ "1", "0", "3", "0", "0", "1", "5", "19", "10", "11", "20", "10", "19", "16", "9", "6", "8", "10", "23", "27", "0", "1", "0", "0", "0", "0", "0", "0", "0", "4", "6", "5", "5", "3", "0", "1", "0", "0", "0", "0", "1", "1", "0", "0", "0", "0", "0", "0" ] ] ] }, { "name": "Right-Ascension", "index": "3", "type": "numeric", "distinct": "518", "missing": "0", "min": "12", "max": "24", "mean": "18", "stdev": "3" }, { "name": "Declination", "index": "4", "type": "numeric", "distinct": "530", "missing": "0", "min": "-87", "max": "85", "mean": "-10", "stdev": "43" }, { "name": "Scale_Factor", "index": "5", "type": "numeric", "distinct": "397", "missing": "0", "min": "0", "max": "0", "mean": "0", "stdev": "0" }, { "name": "Blue_base_1", "index": "6", "type": "numeric", "distinct": "461", "missing": "0", "min": "66", "max": "3145", "mean": "858", "stdev": "580" }, { "name": "Blue_base_2", "index": "7", "type": "numeric", "distinct": "468", "missing": "0", "min": "28", "max": "3259", "mean": "887", "stdev": "590" }, { "name": "Red_base_1", "index": "8", "type": "numeric", "distinct": "426", "missing": "0", "min": "15", "max": "2536", "mean": "487", "stdev": "352" }, { "name": "Red_base_2", "index": "9", "type": "numeric", "distinct": "417", "missing": "0", "min": "9", "max": "2659", "mean": "521", "stdev": "358" }, { "name": "blue-band-flux_1", "index": "10", "type": "numeric", "distinct": "531", "missing": "0", "min": "-461", "max": "34736", "mean": "12541", "stdev": "5503" }, { "name": "blue-band-flux_2", "index": "11", "type": "numeric", "distinct": "531", "missing": "0", "min": "287", "max": "36549", "mean": "12238", "stdev": "5031" }, { "name": "blue-band-flux_3", "index": "12", "type": "numeric", "distinct": "531", "missing": "0", "min": "1654", "max": "34749", "mean": "11965", "stdev": "4585" }, { "name": "blue-band-flux_4", "index": "13", "type": "numeric", "distinct": "531", "missing": "0", "min": "600", "max": "29967", "mean": "11538", "stdev": "4053" }, { "name": "blue-band-flux_5", "index": "14", "type": "numeric", "distinct": "531", "missing": "0", "min": "1562", "max": "23262", "mean": "11102", "stdev": "3539" }, { "name": "blue-band-flux_6", "index": "15", "type": "numeric", "distinct": "531", "missing": "0", "min": "1680", "max": "18706", "mean": "10819", "stdev": "3050" }, { "name": "blue-band-flux_7", "index": "16", "type": "numeric", "distinct": "531", "missing": "0", "min": "1866", "max": "18212", "mean": "10424", "stdev": "2610" }, { "name": "blue-band-flux_8", "index": "17", "type": "numeric", "distinct": "531", "missing": "0", "min": "1477", "max": "17742", "mean": "10280", "stdev": "2306" }, { "name": "blue-band-flux_9", "index": "18", "type": "numeric", "distinct": "531", "missing": "0", "min": "1215", "max": "16431", "mean": "10106", "stdev": "2152" }, { "name": "blue-band-flux_10", "index": "19", "type": "numeric", "distinct": "531", "missing": "0", "min": "565", "max": "15360", "mean": "9998", "stdev": "2174" }, { "name": "blue-band-flux_11", "index": "20", "type": "numeric", "distinct": "531", "missing": "0", "min": "294", "max": "14781", "mean": "9887", "stdev": "2339" }, { "name": "blue-band-flux_12", "index": "21", "type": "numeric", "distinct": "531", "missing": "0", "min": "80", "max": "15125", "mean": "9879", "stdev": "2502" }, { "name": "blue-band-flux_13", "index": "22", "type": "numeric", "distinct": "531", "missing": "0", "min": "74", "max": "15093", "mean": "9812", "stdev": "2620" }, { "name": "blue-band-flux_14", "index": "23", "type": "numeric", "distinct": "531", "missing": "0", "min": "-152", "max": "15096", "mean": "9577", "stdev": "2682" }, { "name": "blue-band-flux_15", "index": "24", "type": "numeric", "distinct": "531", "missing": "0", "min": "-142", "max": "14996", "mean": "9353", "stdev": "2677" }, { "name": "blue-band-flux_16", "index": "25", "type": "numeric", "distinct": "530", "missing": "0", "min": "-297", "max": "15060", "mean": "9013", "stdev": "2530" }, { "name": "blue-band-flux_17", "index": "26", "type": "numeric", "distinct": "531", "missing": "0", "min": "-209", "max": "14368", "mean": "8828", "stdev": "2383" }, { "name": "blue-band-flux_18", "index": "27", "type": "numeric", "distinct": "531", "missing": "0", "min": "-159", "max": "13807", "mean": "8596", "stdev": "2219" }, { "name": "blue-band-flux_19", "index": "28", "type": "numeric", "distinct": "531", "missing": "0", "min": "-679", "max": "13221", "mean": "8331", "stdev": "2065" }, { "name": "blue-band-flux_20", "index": "29", "type": "numeric", "distinct": "531", "missing": "0", "min": "-222", "max": "12463", "mean": "8136", "stdev": "1909" }, { "name": "blue-band-flux_21", "index": "30", "type": "numeric", "distinct": "531", "missing": "0", "min": "71", "max": "11743", "mean": "8009", "stdev": "1791" }, { "name": "blue-band-flux_22", "index": "31", "type": "numeric", "distinct": "531", "missing": "0", "min": "67", "max": "10837", "mean": "7736", "stdev": "1632" }, { "name": "blue-band-flux_23", "index": "32", "type": "numeric", "distinct": "531", "missing": "0", "min": "-89", "max": "10230", "mean": "7521", "stdev": "1500" }, { "name": "blue-band-flux_24", "index": "33", "type": "numeric", "distinct": "531", "missing": "0", "min": "697", "max": "9636", "mean": "7318", "stdev": "1357" }, { "name": "blue-band-flux_25", "index": "34", "type": "numeric", "distinct": "531", "missing": "0", "min": "-471", "max": "9544", "mean": "7038", "stdev": "1213" }, { "name": "blue-band-flux_26", "index": "35", "type": "numeric", "distinct": "531", "missing": "0", "min": "1144", "max": "9219", "mean": "6850", "stdev": "1073" }, { "name": "blue-band-flux_27", "index": "36", "type": "numeric", "distinct": "531", "missing": "0", "min": "1992", "max": "8037", "mean": "6544", "stdev": "931" }, { "name": "blue-band-flux_28", "index": "37", "type": "numeric", "distinct": "531", "missing": "0", "min": "1870", "max": "8597", "mean": "6350", "stdev": "828" }, { "name": "blue-band-flux_29", "index": "38", "type": "numeric", "distinct": "531", "missing": "0", "min": "2347", "max": "7813", "mean": "6074", "stdev": "718" }, { "name": "blue-band-flux_30", "index": "39", "type": "numeric", "distinct": "531", "missing": "0", "min": "1938", "max": "7574", "mean": "5855", "stdev": "640" }, { "name": "blue-band-flux_31", "index": "40", "type": "numeric", "distinct": "531", "missing": "0", "min": "2038", "max": "7133", "mean": "5582", "stdev": "581" }, { "name": "blue-band-flux_32", "index": "41", "type": "numeric", "distinct": "531", "missing": "0", "min": "2087", "max": "7754", "mean": "5344", "stdev": "581" }, { "name": "blue-band-flux_33", "index": "42", "type": "numeric", "distinct": "531", "missing": "0", "min": "2129", "max": "6676", "mean": "5049", "stdev": "567" }, { "name": "blue-band-flux_34", "index": "43", "type": "numeric", "distinct": "531", "missing": "0", "min": "2236", "max": "7022", "mean": "4870", "stdev": "608" }, { "name": "blue-band-flux_35", "index": "44", "type": "numeric", "distinct": "531", "missing": "0", "min": "2400", "max": "7395", "mean": "4644", "stdev": "635" }, { "name": "blue-band-flux_36", "index": "45", "type": "numeric", "distinct": "531", "missing": "0", "min": "2896", "max": "7944", "mean": "4509", "stdev": "666" }, { "name": "blue-band-flux_37", "index": "46", "type": "numeric", "distinct": "531", "missing": "0", "min": "2573", "max": "8096", "mean": "4419", "stdev": "715" }, { "name": "blue-band-flux_38", "index": "47", "type": "numeric", "distinct": "531", "missing": "0", "min": "2448", "max": "8534", "mean": "4287", "stdev": "782" }, { "name": "blue-band-flux_39", "index": "48", "type": "numeric", "distinct": "531", "missing": "0", "min": "2267", "max": "8543", "mean": "4149", "stdev": "819" }, { "name": "blue-band-flux_40", "index": "49", "type": "numeric", "distinct": "531", "missing": "0", "min": "2295", "max": "8715", "mean": "4059", "stdev": "822" }, { "name": "blue-band-flux_41", "index": "50", "type": "numeric", "distinct": "531", "missing": "0", "min": "2204", "max": "8974", "mean": "3935", "stdev": "830" }, { "name": "blue-band-flux_42", "index": "51", "type": "numeric", "distinct": "531", "missing": "0", "min": "1841", "max": "9619", "mean": "3819", "stdev": "826" }, { "name": "blue-band-flux_43", "index": "52", "type": "numeric", "distinct": "531", "missing": "0", "min": "1932", "max": "9871", "mean": "3712", "stdev": "822" }, { "name": "blue-band-flux_44", "index": "53", "type": "numeric", "distinct": "531", "missing": "0", "min": "1756", "max": "9047", "mean": "3606", "stdev": "814" }, { "name": "red-band-flux_1", "index": "54", "type": "numeric", "distinct": "531", "missing": "0", "min": "-13", "max": "11390", "mean": "7907", "stdev": "1700" }, { "name": "red-band-flux_2", "index": "55", "type": "numeric", "distinct": "531", "missing": "0", "min": "657", "max": "10077", "mean": "7373", "stdev": "1410" }, { "name": "red-band-flux_3", "index": "56", "type": "numeric", "distinct": "531", "missing": "0", "min": "1178", "max": "8787", "mean": "6762", "stdev": "1051" }, { "name": "red-band-flux_4", "index": "57", "type": "numeric", "distinct": "531", "missing": "0", "min": "2445", "max": "7827", "mean": "6168", "stdev": "722" }, { "name": "red-band-flux_5", "index": "58", "type": "numeric", "distinct": "531", "missing": "0", "min": "2682", "max": "6813", "mean": "5453", "stdev": "551" }, { "name": "red-band-flux_6", "index": "59", "type": "numeric", "distinct": "531", "missing": "0", "min": "3020", "max": "7220", "mean": "4876", "stdev": "598" }, { "name": "red-band-flux_7", "index": "60", "type": "numeric", "distinct": "531", "missing": "0", "min": "2686", "max": "7812", "mean": "4405", "stdev": "707" }, { "name": "red-band-flux_8", "index": "61", "type": "numeric", "distinct": "531", "missing": "0", "min": "2293", "max": "8341", "mean": "4040", "stdev": "789" }, { "name": "red-band-flux_9", "index": "62", "type": "numeric", "distinct": "531", "missing": "0", "min": "1973", "max": "8630", "mean": "3713", "stdev": "808" }, { "name": "red-band-flux_10", "index": "63", "type": "numeric", "distinct": "531", "missing": "0", "min": "1592", "max": "8969", "mean": "3457", "stdev": "836" }, { "name": "red-band-flux_11", "index": "64", "type": "numeric", "distinct": "531", "missing": "0", "min": "1713", "max": "8638", "mean": "3248", "stdev": "873" }, { "name": "red-band-flux_12", "index": "65", "type": "numeric", "distinct": "531", "missing": "0", "min": "1736", "max": "8912", "mean": "3083", "stdev": "877" }, { "name": "red-band-flux_13", "index": "66", "type": "numeric", "distinct": "531", "missing": "0", "min": "1740", "max": "8808", "mean": "2903", "stdev": "853" }, { "name": "red-band-flux_14", "index": "67", "type": "numeric", "distinct": "531", "missing": "0", "min": "1575", "max": "7943", "mean": "2804", "stdev": "848" }, { "name": "red-band-flux_15", "index": "68", "type": "numeric", "distinct": "531", "missing": "0", "min": "1416", "max": "7338", "mean": "2680", "stdev": "865" }, { "name": "red-band-flux_16", "index": "69", "type": "numeric", "distinct": "531", "missing": "0", "min": "1400", "max": "7491", "mean": "2646", "stdev": "889" }, { "name": "red-band-flux_17", "index": "70", "type": "numeric", "distinct": "531", "missing": "0", "min": "1217", "max": "6563", "mean": "2571", "stdev": "869" }, { "name": "red-band-flux_18", "index": "71", "type": "numeric", "distinct": "531", "missing": "0", "min": "1168", "max": "6422", "mean": "2520", "stdev": "879" }, { "name": "red-band-flux_19", "index": "72", "type": "numeric", "distinct": "531", "missing": "0", "min": "1146", "max": "6569", "mean": "2451", "stdev": "888" }, { "name": "red-band-flux_20", "index": "73", "type": "numeric", "distinct": "531", "missing": "0", "min": "1076", "max": "7215", "mean": "2424", "stdev": "909" }, { "name": "red-band-flux_21", "index": "74", "type": "numeric", "distinct": "531", "missing": "0", "min": "922", "max": "7139", "mean": "2380", "stdev": "915" }, { "name": "red-band-flux_22", "index": "75", "type": "numeric", "distinct": "531", "missing": "0", "min": "880", "max": "7346", "mean": "2343", "stdev": "941" }, { "name": "red-band-flux_23", "index": "76", "type": "numeric", "distinct": "531", "missing": "0", "min": "879", "max": "7747", "mean": "2282", "stdev": "950" }, { "name": "red-band-flux_24", "index": "77", "type": "numeric", "distinct": "531", "missing": "0", "min": "723", "max": "7801", "mean": "2234", "stdev": "949" }, { "name": "red-band-flux_25", "index": "78", "type": "numeric", "distinct": "531", "missing": "0", "min": "714", "max": "7921", "mean": "2190", "stdev": "974" }, { "name": "red-band-flux_26", "index": "79", "type": "numeric", "distinct": "531", "missing": "0", "min": "611", "max": "8101", "mean": "2125", "stdev": "992" }, { "name": "red-band-flux_27", "index": "80", "type": "numeric", "distinct": "531", "missing": "0", "min": "677", "max": "8268", "mean": "2091", "stdev": "1021" }, { "name": "red-band-flux_28", "index": "81", "type": "numeric", "distinct": "531", "missing": "0", "min": "537", "max": "8685", "mean": "2026", "stdev": "1045" }, { "name": "red-band-flux_29", "index": "82", "type": "numeric", "distinct": "531", "missing": "0", "min": "173", "max": "8870", "mean": "1986", "stdev": "1062" }, { "name": "red-band-flux_30", "index": "83", "type": "numeric", "distinct": "531", "missing": "0", "min": "407", "max": "8395", "mean": "1926", "stdev": "1054" }, { "name": "red-band-flux_31", "index": "84", "type": "numeric", "distinct": "531", "missing": "0", "min": "423", "max": "8311", "mean": "1875", "stdev": "1050" }, { "name": "red-band-flux_32", "index": "85", "type": "numeric", "distinct": "531", "missing": "0", "min": "196", "max": "8176", "mean": "1821", "stdev": "1050" }, { "name": "red-band-flux_33", "index": "86", "type": "numeric", "distinct": "531", "missing": "0", "min": "405", "max": "8361", "mean": "1763", "stdev": "1048" }, { "name": "red-band-flux_34", "index": "87", "type": "numeric", "distinct": "531", "missing": "0", "min": "514", "max": "8479", "mean": "1737", "stdev": "1056" }, { "name": "red-band-flux_35", "index": "88", "type": "numeric", "distinct": "531", "missing": "0", "min": "480", "max": "8119", "mean": "1669", "stdev": "1063" }, { "name": "red-band-flux_36", "index": "89", "type": "numeric", "distinct": "531", "missing": "0", "min": "233", "max": "8015", "mean": "1584", "stdev": "1052" }, { "name": "red-band-flux_37", "index": "90", "type": "numeric", "distinct": "531", "missing": "0", "min": "322", "max": "8515", "mean": "1613", "stdev": "1124" }, { "name": "red-band-flux_38", "index": "91", "type": "numeric", "distinct": "531", "missing": "0", "min": "146", "max": "8074", "mean": "1551", "stdev": "1109" }, { "name": "red-band-flux_39", "index": "92", "type": "numeric", "distinct": "531", "missing": "0", "min": "188", "max": "8122", "mean": "1471", "stdev": "1101" }, { "name": "red-band-flux_40", "index": "93", "type": "numeric", "distinct": "531", "missing": "0", "min": "307", "max": "8708", "mean": "1499", "stdev": "1166" }, { "name": "red-band-flux_41", "index": "94", "type": "numeric", "distinct": "531", "missing": "0", "min": "195", "max": "8648", "mean": "1470", "stdev": "1180" }, { "name": "red-band-flux_42", "index": "95", "type": "numeric", "distinct": "531", "missing": "0", "min": "183", "max": "8189", "mean": "1373", "stdev": "1131" }, { "name": "red-band-flux_43", "index": "96", "type": "numeric", "distinct": "531", "missing": "0", "min": "216", "max": "8673", "mean": "1337", "stdev": "1144" }, { "name": "red-band-flux_44", "index": "97", "type": "numeric", "distinct": "531", "missing": "0", "min": "-15", "max": "8748", "mean": "1351", "stdev": "1180" }, { "name": "red-band-flux_45", "index": "98", "type": "numeric", "distinct": "531", "missing": "0", "min": "115", "max": "9029", "mean": "1323", "stdev": "1178" }, { "name": "red-band-flux_46", "index": "99", "type": "numeric", "distinct": "531", "missing": "0", "min": "264", "max": "8662", "mean": "1273", "stdev": "1157" }, { "name": "red-band-flux_47", "index": "100", "type": "numeric", "distinct": "531", "missing": "0", "min": "164", "max": "8855", "mean": "1253", "stdev": "1171" }, { "name": "red-band-flux_48", "index": "101", "type": "numeric", "distinct": "531", "missing": "0", "min": "-17", "max": "8426", "mean": "1195", "stdev": "1124" }, { "name": "red-band-flux_49", "index": "102", "type": "numeric", "distinct": "531", "missing": "0", "min": "111", "max": "7169", "mean": "1073", "stdev": "968" } ], "nr_of_issues": 0, "nr_of_downvotes": 0, "nr_of_likes": 0, "nr_of_downloads": 44, "total_downloads": 71, "reach": 44, "reuse": 15, "impact_of_reuse": 0, "reach_of_reuse": 1, "impact": 15 }