{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction\n", "\n", "This tutorial will give you a guided introduction to the Astro-WISE environment in about 3 hours. The tutorial starts from the level of a completely new user who has never logged into the Astro-WISE environment but has an Astro-WISE account. This tutorial consists of exercises to be done primarily from the awe-prompt. They include the following topics:\n", "\n", "\n", "- the awe-prompt basics\n", "- basic calibration tasks\n", "- astrometry\n", "- photometry\n", "- working with sourcelists\n", "- data mining\n", "- galaxy surface brightness analysis\n", "- Astro-WISE and Virtual Observatory interoperability\n", "\n", "Topics sometimes depend on the results derived in earlier topics. The tutorial is by no means comprehensive or exhaustive. The exercises are very basic and many topics are not discussed at all. To get a more in-depth and comprehensive presentation of the Astro-WISE environment we refer to the documentation at http://doc.astro-wise.org." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Astro-WISE basics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## At the awe-prompt: Looking Around\n", "\n", "Start the awe-prompt by typing:\n", "\n", "``awe``\n", "\n", "on the command line\n", "\n", "or by starting a Jupyter notebook by typing:\n", "\n", "``jawe notebook``" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The awe-prompt is the standard Python interpreter plus a few additions. The Python interpreter has built-in functions and classes:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['ArithmeticError',\n", " 'AssertionError',\n", " 'AttributeError',\n", " 'BaseException',\n", " 'BlockingIOError',\n", " 'BrokenPipeError',\n", " 'BufferError',\n", " 'BytesWarning',\n", " 'ChildProcessError',\n", " 'ConnectionAbortedError',\n", " 'ConnectionError',\n", " 'ConnectionRefusedError',\n", " 'ConnectionResetError',\n", " 'DeprecationWarning',\n", " 'EOFError',\n", " 'Ellipsis',\n", " 'EnvironmentError',\n", " 'Exception',\n", " 'False',\n", " 'FileExistsError',\n", " 'FileNotFoundError',\n", " 'FloatingPointError',\n", " 'FutureWarning',\n", " 'GeneratorExit',\n", " 'IOError',\n", " 'ImportError',\n", " 'ImportWarning',\n", " 'IndentationError',\n", " 'IndexError',\n", " 'InterruptedError',\n", " 'IsADirectoryError',\n", " 'KeyError',\n", " 'KeyboardInterrupt',\n", " 'LookupError',\n", " 'MemoryError',\n", " 'NameError',\n", " 'None',\n", " 'NotADirectoryError',\n", " 'NotImplemented',\n", " 'NotImplementedError',\n", " 'OSError',\n", " 'OverflowError',\n", " 'PendingDeprecationWarning',\n", " 'PermissionError',\n", " 'ProcessLookupError',\n", " 'RecursionError',\n", " 'ReferenceError',\n", " 'ResourceWarning',\n", " 'RuntimeError',\n", " 'RuntimeWarning',\n", " 'StopAsyncIteration',\n", " 'StopIteration',\n", " 'SyntaxError',\n", " 'SyntaxWarning',\n", " 'SystemError',\n", " 'SystemExit',\n", " 'TabError',\n", " 'TimeoutError',\n", " 'True',\n", " 'TypeError',\n", " 'UnboundLocalError',\n", " 'UnicodeDecodeError',\n", " 'UnicodeEncodeError',\n", " 'UnicodeError',\n", " 'UnicodeTranslateError',\n", " 'UnicodeWarning',\n", " 'UserWarning',\n", " 'ValueError',\n", " 'Warning',\n", " 'ZeroDivisionError',\n", " '__IPYTHON__',\n", " '__build_class__',\n", " '__debug__',\n", " '__doc__',\n", " '__import__',\n", " '__loader__',\n", " '__name__',\n", " '__package__',\n", " '__spec__',\n", " 'abs',\n", " 'all',\n", " 'any',\n", " 'ascii',\n", " 'bin',\n", " 'bool',\n", " 'bytearray',\n", " 'bytes',\n", " 'callable',\n", " 'chr',\n", " 'classmethod',\n", " 'compile',\n", " 'complex',\n", " 'copyright',\n", " 'credits',\n", " 'delattr',\n", " 'dict',\n", " 'dir',\n", " 'display',\n", " 'divmod',\n", " 'enumerate',\n", " 'eval',\n", " 'exec',\n", " 'filter',\n", " 'float',\n", " 'format',\n", " 'frozenset',\n", " 'get_ipython',\n", " 'getattr',\n", " 'globals',\n", " 'hasattr',\n", " 'hash',\n", " 'help',\n", " 'hex',\n", " 'id',\n", " 'input',\n", " 'int',\n", " 'isinstance',\n", " 'issubclass',\n", " 'iter',\n", " 'len',\n", " 'license',\n", " 'list',\n", " 'locals',\n", " 'map',\n", " 'max',\n", " 'memoryview',\n", " 'min',\n", " 'next',\n", " 'object',\n", " 'oct',\n", " 'open',\n", " 'ord',\n", " 'pow',\n", " 'print',\n", " 'property',\n", " 'range',\n", " 'repr',\n", " 'reversed',\n", " 'round',\n", " 'set',\n", " 'setattr',\n", " 'slice',\n", " 'sorted',\n", " 'staticmethod',\n", " 'str',\n", " 'sum',\n", " 'super',\n", " 'tuple',\n", " 'type',\n", " 'vars',\n", " 'zip']" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dir(__builtins__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are not familiar with the Python language and/or object oriented programming it is a worthwile to browse this Python tutorial. It will make the rest of the tutorial much easier to grasp. Many object oriented programming concepts (especially the chapter on classes) are crucial concepts at the awe-prompt. The built-in functions of Python contain basic functions such as \"range\", \"len\", \"int\", \"float\", \"dir\" and \"help\" that can be useful at the awe-prompt. To illustrate this, the following example calculates element 19 of the Fibonacci sequence using Python syntax:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4181" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "int(round( ( (1.0+5.0**0.5)**19 - (1.0-5.0**0.5)**19 ) / (2.0**19*5.0**0.5) ))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Conventional subjects in astronomy are represented at the awe-prompt by (Python) classes. These may be images (e.g., masterflats, raw science images, coadded frames) and catalogs, or instruments, chips, astrometric solutions, photometric solutions etc. Conventional metadata such as found in FITS headers are associated with these classes as properties. Examples are exposure time, observation date, as well as links to other objects that were used to create the object. Methods are functions associated with the class. For example, there are methods named commit, make, inspect and do_statistics. The most commonly used classes are automatically loaded when starting the AWE environment and their names are listed in the main \"namespace\". You can print the main namespace by entering:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['AssociateList',\n", " 'AssociateListTask',\n", " 'Astrom',\n", " 'AstrometricCorrection',\n", " 'AstrometricParameters',\n", " 'AstrometricParametersTask',\n", " 'AtmosphericExtinctionCoefficient',\n", " 'AtmosphericExtinctionCurve',\n", " 'AtmosphericExtinctionFrames',\n", " 'AtmosphericExtinctionZeropoint',\n", " 'AttributeCalculator',\n", " 'AttributeCalculatorDefinition',\n", " 'AutomaticBitMask',\n", " 'BPZAttributeCalculator',\n", " 'BPZSourceCollectionTask',\n", " 'BackgroundFrame',\n", " 'BackgroundFrameTask',\n", " 'BaseFlatFrame',\n", " 'BaseFrame',\n", " 'BiasFrame',\n", " 'BiasTask',\n", " 'BitMask',\n", " 'BoundingBox',\n", " 'Catalog',\n", " 'Chip',\n", " 'CoaddTask',\n", " 'CoaddedRegriddedFrame',\n", " 'ColdPixelMap',\n", " 'ColdPixelsPlot',\n", " 'ColdPixelsTask',\n", " 'CombinedList',\n", " 'Comment',\n", " 'ConcatenateAttributes',\n", " 'ConcatenateSources',\n", " 'Config',\n", " 'Context',\n", " 'ConvolveTask',\n", " 'ConvolvedFrame',\n", " 'CosmicMap',\n", " 'CrossTalk',\n", " 'CrossTalkCoefficient',\n", " 'CrossTalkCorrectedRawScienceFrame',\n", " 'DarkCurrent',\n", " 'DarkCurrentPlot',\n", " 'DarkCurrentTask',\n", " 'DataObject',\n", " 'DifferenceFrame',\n", " 'DomeFlatFrame',\n", " 'DomeFlatTask',\n", " 'Env',\n", " 'EuclidExportTask',\n", " 'EuclidImportTask',\n", " 'External',\n", " 'ExtinctionAttributeCalculator',\n", " 'Filter',\n", " 'FilterSources',\n", " 'FringeFlatTask',\n", " 'FringeFrame',\n", " 'GAstromSourceListTask',\n", " 'GAstromTask',\n", " 'GAstrometric',\n", " 'GPhotomTask',\n", " 'GaAPSourceCollectionTask',\n", " 'GainLinearity',\n", " 'GainPlot',\n", " 'GainTask',\n", " 'GalFitComponent',\n", " 'GalFitDevauc',\n", " 'GalFitExpdisk',\n", " 'GalFitGaussian',\n", " 'GalFitKing',\n", " 'GalFitList',\n", " 'GalFitModel',\n", " 'GalFitMoffat',\n", " 'GalFitNuker',\n", " 'GalFitSersic',\n", " 'GalFitSky',\n", " 'GalFitTask',\n", " 'GalPhotEllipse',\n", " 'GalPhotList',\n", " 'GalPhotModel',\n", " 'GalPhotParameters',\n", " 'GalPhotTask',\n", " 'GaussianizedCoaddedFrame',\n", " 'GaussianizedFrame',\n", " 'GaussianizedFrameCatalog',\n", " 'GaussianizedFrameKernelMap',\n", " 'GaussianizedFramePSFMap',\n", " 'GaussianizedFrameTask',\n", " 'HotPixelMap',\n", " 'HotPixelsPlot',\n", " 'HotPixelsTask',\n", " 'IlluminationCorrection',\n", " 'IlluminationCorrectionFrame',\n", " 'IlluminationTask',\n", " 'IlluminationVerifyTask',\n", " 'Image',\n", " 'Imstat',\n", " 'In',\n", " 'InspectFigure',\n", " 'Instrument',\n", " 'KidsCatCatalog',\n", " 'KidsCatMatchedTask',\n", " 'KidsCatTask',\n", " 'Lamp',\n", " 'LightCurve',\n", " 'LinearityPlot',\n", " 'LocalProcessor',\n", " 'MDiaTask',\n", " 'MasterFlatFrame',\n", " 'MasterFlatTask',\n", " 'Message',\n", " 'MonitoringTask',\n", " 'NightSkyFlatFrame',\n", " 'NightSkyFlatTask',\n", " 'ObservingBlock',\n", " 'Out',\n", " 'PSFImage',\n", " 'PSFModelTask',\n", " 'PSF_Anisotropy',\n", " 'Pars',\n", " 'ParticleEventRatePlot',\n", " 'PhotExtinctionCurve',\n", " 'PhotRedCatalog',\n", " 'PhotRedCatalogTask',\n", " 'PhotRedConfig',\n", " 'PhotRedFilter',\n", " 'PhotRedSED',\n", " 'PhotRedStarlib',\n", " 'PhotRefCatalog',\n", " 'PhotSkyBrightness',\n", " 'PhotSrcCatalog',\n", " 'PhotTransformation',\n", " 'PhotcatTask',\n", " 'PhotomMosaicPlot',\n", " 'PhotomTask',\n", " 'PhotometricExtinctionReport',\n", " 'PhotometricParameters',\n", " 'PhotometricReport',\n", " 'PixelMap',\n", " 'ProcessTarget',\n", " 'Processor',\n", " 'PullecenellaTask',\n", " 'QuickCheckFrame',\n", " 'QuickCheckPlot',\n", " 'QuickCheckPlusZeropointPlot',\n", " 'QuickCheckTask',\n", " 'RadioCube',\n", " 'RadioFrame',\n", " 'RawBiasFrame',\n", " 'RawBiasFramePlot',\n", " 'RawDarkFrame',\n", " 'RawDomeFlatFluxPlot',\n", " 'RawDomeFlatFrame',\n", " 'RawDomeFlatFramePlot',\n", " 'RawFitsData',\n", " 'RawFrame',\n", " 'RawFrameTask',\n", " 'RawScienceFrame',\n", " 'RawTwilightFlatFrame',\n", " 'ReadNoise',\n", " 'ReadNoisePlot',\n", " 'ReadNoiseTask',\n", " 'ReduceTask',\n", " 'ReducedScienceFrame',\n", " 'ReferenceFrame',\n", " 'ReferenceTask',\n", " 'RegridTask',\n", " 'RegriddedFrame',\n", " 'RelabelSources',\n", " 'RenameAttributes',\n", " 'Samp',\n", " 'SatMaskTask',\n", " 'SatelliteMap',\n", " 'SaturatedPixelMap',\n", " 'ScampTask',\n", " 'SegmentationImage',\n", " 'SelectAttributes',\n", " 'SelectSources',\n", " 'ShutterCheckFrame',\n", " 'ShutterCheckPlot',\n", " 'ShutterCheckTask',\n", " 'SourceCollection',\n", " 'SourceList',\n", " 'SourceListTask',\n", " 'SourceListWrapper',\n", " 'SubWinStat',\n", " 'TableConverter',\n", " 'Template',\n", " 'ThumbnailPlot',\n", " 'TinyTimImage',\n", " 'TinyTimTask',\n", " 'TwilightFlatFrame',\n", " 'TwilightFlatTask',\n", " 'VariabilityFrame',\n", " 'VariabilityTask',\n", " 'WeightFrame',\n", " 'ZeropointPlot',\n", " '_',\n", " '_1',\n", " '_2',\n", " '__',\n", " '___',\n", " '__builtin__',\n", " '__builtins__',\n", " '__doc__',\n", " '__loader__',\n", " '__name__',\n", " '__package__',\n", " '__spec__',\n", " '_dh',\n", " '_i',\n", " '_i1',\n", " '_i2',\n", " '_i3',\n", " '_ih',\n", " '_ii',\n", " '_iii',\n", " '_oh',\n", " 'context',\n", " 'darma',\n", " 'datetime',\n", " 'dateutil',\n", " 'dpu',\n", " 'eclipse',\n", " 'exit',\n", " 'get_ipython',\n", " 'glob',\n", " 'is_using_filebased',\n", " 'lpu',\n", " 'math',\n", " 'newsfile',\n", " 'numpy',\n", " 'os',\n", " 'pyfits',\n", " 'pylab',\n", " 'quit',\n", " 'sys',\n", " 'time']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dir()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Start the built-in help system in a similar way:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " help()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "Welcome to Python 3.5's help utility!\n", "\n", "If this is your first time using Python, you should definitely check out\n", "the tutorial on the Internet at http://docs.python.org/3.5/tutorial/.\n", "\n", "help>\n", "```\n", "Follow the instructions to find help on pretty much anything by typing the name of it. Use quit or Ctrl-d to exit. It is usually convenient to get help on a specific module, function, or even object. To see what dir() does exactly, for instance, type:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " help(dir)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The screen clears and shows the following:\n", "```\n", "Help on built-in function dir in module __builtin__:\n", "\n", "dir(...)\n", " dir([object]) -> list of strings\n", " \n", " If called without an argument, return the names in the current scope.\n", " \n", "\n", "```\n", "One of the classes listed is called Chip. This is a representation of a CCD. It has its own namespace which can be printed by typing:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['__class__',\n", " '__del__',\n", " '__delattr__',\n", " '__dict__',\n", " '__dir__',\n", " '__doc__',\n", " '__eq__',\n", " '__format__',\n", " '__ge__',\n", " '__getattribute__',\n", " '__gt__',\n", " '__hash__',\n", " '__init__',\n", " '__le__',\n", " '__lt__',\n", " '__module__',\n", " '__ne__',\n", " '__new__',\n", " '__reduce__',\n", " '__reduce_ex__',\n", " '__repr__',\n", " '__setattr__',\n", " '__sizeof__',\n", " '__str__',\n", " '__subclasshook__',\n", " '__weakref__',\n", " '_delete',\n", " '_delete_post',\n", " '_inverses',\n", " '_publish',\n", " 'as_dict',\n", " 'commit',\n", " 'copy_persistent_properties',\n", " 'dbproxy',\n", " 'get_creator',\n", " 'get_inverse_properties',\n", " 'get_persistent',\n", " 'get_project',\n", " 'info',\n", " 'inverse_objects',\n", " 'inverse_query',\n", " 'name',\n", " 'object_id',\n", " 'persists',\n", " 'pickle_id',\n", " 'pixelsize',\n", " 'pre_insert_or_update_check',\n", " 'recommit',\n", " 'select_all',\n", " 'update_header']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dir(Chip)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another class is called RawTwilightFlatFrame. It is a representation of a raw sky flat. It also has its own namespace:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['AxisNumber',\n", " 'DATE',\n", " 'DATE_OBS',\n", " 'DataSize',\n", " 'EXPTIME',\n", " 'ImgNumber',\n", " 'ImgType',\n", " 'LST',\n", " 'MEAN_HIGH',\n", " 'MEAN_LOW',\n", " 'MJD_OBS',\n", " 'NAXIS1',\n", " 'NAXIS2',\n", " 'OBJECT',\n", " 'OBSERVER',\n", " 'OVSCX',\n", " 'OVSCXPRE',\n", " 'OVSCXPST',\n", " 'OVSCY',\n", " 'OVSCYPRE',\n", " 'OVSCYPST',\n", " 'PROCESS_TIME',\n", " 'PRSCX',\n", " 'PRSCXPRE',\n", " 'PRSCXPST',\n", " 'PRSCY',\n", " 'PRSCYPRE',\n", " 'PRSCYPST',\n", " 'STATUS_COMPARE',\n", " 'STATUS_INSPECT',\n", " 'STATUS_MAKE',\n", " 'STATUS_VERIFY',\n", " 'UTC',\n", " '_IS_ABSTRACT',\n", " '_IS_CAL',\n", " '_IS_CONFIG',\n", " '_IS_RAW',\n", " '_IS_SCIENCE',\n", " '_IS_SEQ',\n", " '_IS_SUPPORT',\n", " '__class__',\n", " '__del__',\n", " '__delattr__',\n", " '__dict__',\n", " '__dir__',\n", " '__doc__',\n", " '__eq__',\n", " '__format__',\n", " '__ge__',\n", " '__getattribute__',\n", " '__gt__',\n", " '__hash__',\n", " '__init__',\n", " '__le__',\n", " '__lt__',\n", " '__module__',\n", " '__ne__',\n", " '__new__',\n", " '__reduce__',\n", " '__reduce_ex__',\n", " '__repr__',\n", " '__setattr__',\n", " '__sizeof__',\n", " '__str__',\n", " '__subclasshook__',\n", " '__weakref__',\n", " '_delete',\n", " '_delete_post',\n", " '_exist',\n", " '_get_onthefly',\n", " '_get_pathname',\n", " '_inverses',\n", " '_overscan_method_map',\n", " '_publish',\n", " '_select_generic',\n", " '_set_extension_filename',\n", " '_set_pathname',\n", " '_uptodate',\n", " '_validate_flags',\n", " 'as_dict',\n", " 'build_header',\n", " 'check_dependency_for_mandatory',\n", " 'check_dimensions',\n", " 'check_mandatory_dependencies',\n", " 'check_observing_blocks',\n", " 'check_results',\n", " 'check_templates',\n", " 'chip',\n", " 'commit',\n", " 'commit_boundingbox',\n", " 'commit_subwinstat',\n", " 'compare',\n", " 'copy_attributes',\n", " 'copy_persistent_properties',\n", " 'creation_date',\n", " 'dbproxy',\n", " 'derive_hash',\n", " 'derive_timestamp',\n", " 'display',\n", " 'do_after_make',\n", " 'do_statistics',\n", " 'do_trim_and_overscan_correction',\n", " 'empty_header',\n", " 'estimate_statistics',\n", " 'exist',\n", " 'exists',\n", " 'extension',\n", " 'extract_extension',\n", " 'extract_header',\n", " 'filename',\n", " 'filepath',\n", " 'filter',\n", " 'get_canonical_name',\n", " 'get_creator',\n", " 'get_dependencies',\n", " 'get_dependencies_flat',\n", " 'get_inspect_figures',\n", " 'get_inverse_properties',\n", " 'get_onthefly',\n", " 'get_onthefly_dependencies',\n", " 'get_orientation',\n", " 'get_overscan_x_region',\n", " 'get_overscan_y_region',\n", " 'get_persistent',\n", " 'get_persistent_attributes',\n", " 'get_prescan_x_region',\n", " 'get_prescan_y_region',\n", " 'get_previous_version',\n", " 'get_project',\n", " 'get_qcflags',\n", " 'get_qcflags_dict',\n", " 'get_qcflags_set',\n", " 'get_qcflags_set_dict',\n", " 'get_rotator_info',\n", " 'get_thumbnail',\n", " 'get_trim_region',\n", " 'get_trimmed_size',\n", " 'globalname',\n", " 'has_boundingbox',\n", " 'has_inspect_figures',\n", " 'has_overscan_x_region',\n", " 'has_overscan_y_region',\n", " 'has_prescan_x_region',\n", " 'has_prescan_y_region',\n", " 'ignore_quality_flags',\n", " 'imstat',\n", " 'info',\n", " 'initialize_astrom_attribute',\n", " 'initialize_chip_attribute',\n", " 'initialize_filter_attribute',\n", " 'initialize_imstat_attribute',\n", " 'initialize_instrument_attribute',\n", " 'initialize_lamp_attribute',\n", " 'initialize_observingblock_attribute',\n", " 'initialize_overscan_attribute',\n", " 'initialize_prescan_attribute',\n", " 'initialize_template_attribute',\n", " 'inspect',\n", " 'inspect_mosaic',\n", " 'instrument',\n", " 'inverse_objects',\n", " 'inverse_query',\n", " 'is_cal',\n", " 'is_compared',\n", " 'is_compressed',\n", " 'is_config',\n", " 'is_flagged',\n", " 'is_inspected',\n", " 'is_made',\n", " 'is_ok',\n", " 'is_on_dataserver',\n", " 'is_raw',\n", " 'is_science',\n", " 'is_seq',\n", " 'is_stored',\n", " 'is_support',\n", " 'is_valid',\n", " 'is_verified',\n", " 'load_header',\n", " 'load_image',\n", " 'localname',\n", " 'locate',\n", " 'make',\n", " 'make_background',\n", " 'make_background_fringe',\n", " 'make_background_satellite',\n", " 'make_boundingbox',\n", " 'make_inspect_figures',\n", " 'make_mosaic_image',\n", " 'make_mosaic_thumbnail',\n", " 'make_segmentation',\n", " 'make_subwinstat',\n", " 'mandatory_dependencies',\n", " 'name_insert_suffix',\n", " 'name_replace_suffix',\n", " 'name_with_new_suffix',\n", " 'object_id',\n", " 'observing_block',\n", " 'onthefly_after_make',\n", " 'onthefly_after_set_dependencies',\n", " 'onthefly_after_uptodate',\n", " 'onthefly_before_commit',\n", " 'onthefly_before_make',\n", " 'onthefly_get_config',\n", " 'onthefly_init_attributes',\n", " 'onthefly_processable',\n", " 'onthefly_use_dependency',\n", " 'orientation',\n", " 'overscan_x_stat',\n", " 'overscan_y_stat',\n", " 'pathname',\n", " 'persists',\n", " 'pickle_id',\n", " 'pre_insert_or_update_check',\n", " 'prescan_x_stat',\n", " 'prescan_y_stat',\n", " 'process_params',\n", " 'process_status',\n", " 'quality_flags',\n", " 'raw_fits_data',\n", " 'read_header',\n", " 'recommit',\n", " 'release',\n", " 'retrieve',\n", " 'retrieve_cutout',\n", " 'retrieve_onthefly_dependencies',\n", " 'retrieve_weight_cutout',\n", " 'save',\n", " 'select',\n", " 'select_all',\n", " 'select_for_raw',\n", " 'select_for_reduced',\n", " 'set_all_caps_attributes_from_header',\n", " 'set_chip_and_filter_attributes_from_header',\n", " 'set_compared',\n", " 'set_filename',\n", " 'set_inspected',\n", " 'set_made',\n", " 'set_process_parameters_from_dict',\n", " 'set_rawframe_specific_attributes_from_header',\n", " 'set_stored',\n", " 'set_user_config',\n", " 'set_verified',\n", " 'statistics',\n", " 'storage',\n", " 'store',\n", " 'store_with_hash_as_name',\n", " 'template',\n", " 'unload_header',\n", " 'unload_image',\n", " 'update_header',\n", " 'update_history',\n", " 'uptodate',\n", " 'verify',\n", " 'walk_dependencies_backwards']" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dir(RawTwilightFlatFrame)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The namespace lists both properties (e.g., observation date DATE_OBS, exposure time EXPTIME) and methods (e.g., inspect, display) of the class. Telescope calibration files such as sky flat-fields have important properties that are stored in the Astro-WISE database. These are called persistent properties and they can be listed as follows:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['DATE',\n", " 'DATE_OBS',\n", " 'EXPTIME',\n", " 'LST',\n", " 'MJD_OBS',\n", " 'NAXIS1',\n", " 'NAXIS2',\n", " 'OBJECT',\n", " 'OBSERVER',\n", " 'OVSCX',\n", " 'OVSCXPRE',\n", " 'OVSCXPST',\n", " 'OVSCY',\n", " 'OVSCYPRE',\n", " 'OVSCYPST',\n", " 'PRSCX',\n", " 'PRSCXPRE',\n", " 'PRSCXPST',\n", " 'PRSCY',\n", " 'PRSCYPRE',\n", " 'PRSCYPST',\n", " 'UTC',\n", " 'chip',\n", " 'creation_date',\n", " 'extension',\n", " 'filename',\n", " 'filter',\n", " 'globalname',\n", " 'imstat',\n", " 'instrument',\n", " 'is_valid',\n", " 'object_id',\n", " 'observing_block',\n", " 'overscan_x_stat',\n", " 'overscan_y_stat',\n", " 'prescan_x_stat',\n", " 'prescan_y_stat',\n", " 'process_params',\n", " 'process_status',\n", " 'quality_flags',\n", " 'raw_fits_data',\n", " 'template']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "RawTwilightFlatFrame.get_persistent_properties()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this list \"chip\" points to another class: the class Chip we just described. To list its persistent properties type:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['name', 'object_id']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "RawTwilightFlatFrame.chip.get_persistent_properties()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['name', 'object_id']" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Chip.get_persistent_properties()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can find out what each property means by entering:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " help(RawTwilightFlatFrame)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "Help on class RawTwilightFlatFrame in module astro.main.RawFrame:\n", "\n", "class RawTwilightFlatFrame(RawFrame)\n", " | A base class for persistent FITS file objects\n", " | \n", " | BaseFrame inherits from the persistent DataObject class and the\n", " | ProcessTarget mixin. DataObject provides data retrieval and\n", " | storage facilities for the FITS files. All BaseFrame objects are\n", " | ProcessTargets (have a make method).\n", " | \n", " | BaseFrame itself is intended to be an abstract baseclass.\n", " | \n", " | A BaseFrame instance defines a number of attributes,\n", " | \n", " | image -- An eclipse.image object (default None), read if needed,\n", " | or by load_image()\n", " | header -- An darma.header object (default None), read if needed,\n", " | or by load_header(), or created by build_header()\n", " | history -- A list of strings containing the history of the object.\n", " | currently not read from the header, but used by\n", " | build_header()\n", " | \n", " | Method resolution order:\n", " | RawTwilightFlatFrame\n", " | RawFrame\n", " | astro.main.BaseFrame.BaseFrame\n", " | common.database.DataObject.DataObject\n", " | common.database.DBMain.DBObject\n", " | astro.main.ProcessTarget.ProcessTarget\n", " | common.database.DBMeta.DBMixin\n", " | common.main.ProcessTarget.ProcessTarget\n", " | astro.main.OnTheFly.OnTheFly\n", " | common.main.OnTheFly.OnTheFly\n", " | builtins.object\n", " | \n", " | Methods defined here:\n", " | \n", " | __init__(self, pathname='')\n", " | Initialize self. See help(type(self)) for accurate signature.\n", " | \n", " | verify(self)\n", " | Verify the flat.\n", " | \n", " | The following flags may be set in the status attribute:\n", " | \n", " | MEAN_LOW -- mean < 5000.0\n", " | MEAN_HIGH -- mean > 45000.0\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data descriptors defined here:\n", " | \n", " | DATE\n", " | UTC date the original data file was saved [None]\n", " | \n", " | DATE_OBS\n", " | UTC date at the start of the observation [None]\n", " | \n", " | EXPTIME\n", " | Total observation time [sec]\n", "Hit \"q\" to exit the help page.\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the difference between DATE and DATE_OBS becomes clear. The help tells you much more than just the properties. The first line tells you that the code for this class is stored in module astro.main.RawFrame (how to find the code will be explained later). It is followed by a definition of RawTwilightFlatFrames. The explanation of the other lines is beyond the scope of this tutorial. You can use the persistent properties to query the database for a particular RawTwilightFrame. Lets find all OmegaCAM RawTwilightFlatFrames which were observed in August 2011 (the start of science observations with OmegaCAM) with the following single-line query:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "query = (RawTwilightFlatFrame.instrument.name == 'OMEGACAM') & (RawTwilightFlatFrame.DATE_OBS < datetime.datetime(2011,9,1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can enter the same query on 2 input lines by continuing the line with '\\':" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "query = (RawTwilightFlatFrame.instrument.name == 'OMEGACAM') & \\\n", " (RawTwilightFlatFrame.DATE_OBS < datetime.datetime(2011,9,1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or by using an extra set of parentheses:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "query = ((RawTwilightFlatFrame.instrument.name == 'OMEGACAM') &\n", "(RawTwilightFlatFrame.DATE_OBS < datetime.datetime(2011,9,1)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The query is executed when actually using it, for example by evaluating the number of objects it returns:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6240" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(query)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can select one of these RawTwilightFrames using an index and see when it was observed exactly:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "datetime.datetime(2011, 8, 10, 22, 49, 22)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw = query[10]\n", "raw.DATE_OBS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or more directly:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "datetime.datetime(2011, 8, 10, 22, 49, 22)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "query[10].DATE_OBS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and retrieve the image from the dataserver (download to your current working directory in case of the awe prompt, or when using this notebook to the directory where it is located):" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:10 - Retrieving OMEGACAM.2011-08-10T22:49:22.200_10.fits\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:11 - Retrieved OMEGACAM.2011-08-10T22:49:22.200_10.fits[10372kB] in 0.35 seconds (29527.41kBps)\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:11 - Running: imcopy OMEGACAM.2011-08-10T22:49:22.200_10.fits[1] tmpqjdh8ra0.fits\n" ] } ], "source": [ "raw.retrieve()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "once retrieved, you can display it:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:13 - Showing OMEGACAM.2011-08-10T22:49:22.200_10.fits with external viewer skycat\n" ] } ], "source": [ "raw.display(viewer='skycat')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(Note: by default the Skycat viewer is used, but alternatively DS9 can be used by specifying ``viewer='ds9'``)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or inspect it:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:25 - Inspecting OMEGACAM.2011-08-10T22:49:22.200_10.fits . . .\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:25 - Retrieving OMEGACAM.2011-08-10T22:49:22.200_10.fits\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:25 - Retrieved OMEGACAM.2011-08-10T22:49:22.200_10.fits\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:25 - - = | Retrieving data | = -\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:25 - Image Statistics:\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:25 - mean: 15592.693\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:25 - stddev: 4133.205\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:25 - Image Display Range:\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:25 - vmin: 15774.000\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:25 - vmax: 17629.000\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:25 - OMEGACAM.2011-08-10T22:49:22.200_10.fits inspected.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Software/users/astro-wise/awehome/Linux-redhat-7.5-x86_64/master/astro/lib/python3.5/site-packages/matplotlib/font_manager.py:1288: UserWarning: findfont: Font family ['serif'] not found. Falling back to Bitstream Vera Sans\n", " (prop.get_family(), self.defaultFamily[fontext]))\n" ] } ], "source": [ "raw.inspect()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last three commands are method calls. Methods typically perform an operation on a (Python) object. The object \"raw\" is called an instantation of the class RawTwilightFlatFrame. The last command brings up a graphical window: enter 'q' when you hover over it to quit the graphical window.\n", "One other very useful method on instances of database objects in AWE, is info(). This method prints out all the persistent attributes and their values:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Chip: \n", " |\n", " +-name: \n", " +-object_id: '00000000000000000000000000000000'\n" ] } ], "source": [ "chip = Chip()\n", "chip.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Chip class has only one useful persistent attribute: name. object_id is a unique object identifier identifying each object in the database. Try to run the info method on all the other objects in these tutorials to get their information. Be aware, however, that not all objects have this method.\n", "\n", "Notes:\n", "\n", "For this tutorial it can be helpful to use Tab key a lot for automatic completion of names. Tab completion does not work on queries of objects (queries are explained in next section).\n", "A command-line history is saved. Using the Up, Down or Ctrl-p, Ctrl-n keys you can recall previous commands. If you specify a partial command the history will be searched for matches which start with the same characters. Make sure you use the class when using get_persistent_properties() (i.e., RawTwilightFlatFrame.get_persistent_properties()) and not an instance of the class (i.e., raw.get_persistent_properties())." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The power of querying\n", "\n", "Which instruments are stored in the database? This can be done in several ways. One way is to query for all instruments of which the name is not equal to an empty string. Alternatively you could use the \"like\" functionality to ask for all Instruments for which the name is equal to any string." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WFI\n", "WFC\n", "PDS\n", "MDM8K\n", "OCAM\n", "LOFAR\n", "WSRT\n", "SUP\n", "LBCBLUE\n", "WFCAM\n", "OMEGACAM\n", "ACAM\n", "MONICA\n", "ISAAC\n", "GRATAMA\n", "ESOSCHMIDT\n", "MICADO\n", "ACS\n", "LBCRED\n", "MEGACAM\n", "VIRCAM\n", "DECAM\n", "WFI\n", "WFC\n", "PDS\n", "MDM8K\n", "OCAM\n", "LOFAR\n", "WSRT\n", "SUP\n", "LBCBLUE\n", "WFCAM\n", "OMEGACAM\n", "ACAM\n", "MONICA\n", "ISAAC\n", "GRATAMA\n", "ESOSCHMIDT\n", "MICADO\n", "ACS\n", "LBCRED\n", "MEGACAM\n", "VIRCAM\n", "DECAM\n" ] } ], "source": [ "q = Instrument.name != ''\n", "for i in q: print(i.name)\n", "\n", "q = Instrument.name.like('*')\n", "for i in q: print(i.name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reminder: Instrument.get_persistent_properties() shows you that Instrument has the property name stored in the Astro-WISE database. Entering:\n", "\n", "awe> Instrument.n\n", "and hitting the Tab key also reveals that Instrument has the property name. NB: Tab completion does not work on queries (i.e., q.n following above example).\n", "\n", "What are the names of the chips (CCDs) present in the OmegaCAM camera?\n", "You can ask this of the context object, instantiated by default at the AWE prompt:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['ESO_CCD_#65',\n", " 'ESO_CCD_#66',\n", " 'ESO_CCD_#67',\n", " 'ESO_CCD_#68',\n", " 'ESO_CCD_#69',\n", " 'ESO_CCD_#70',\n", " 'ESO_CCD_#71',\n", " 'ESO_CCD_#72',\n", " 'ESO_CCD_#73',\n", " 'ESO_CCD_#74',\n", " 'ESO_CCD_#75',\n", " 'ESO_CCD_#76',\n", " 'ESO_CCD_#77',\n", " 'ESO_CCD_#78',\n", " 'ESO_CCD_#79',\n", " 'ESO_CCD_#80',\n", " 'ESO_CCD_#81',\n", " 'ESO_CCD_#82',\n", " 'ESO_CCD_#83',\n", " 'ESO_CCD_#84',\n", " 'ESO_CCD_#85',\n", " 'ESO_CCD_#86',\n", " 'ESO_CCD_#87',\n", " 'ESO_CCD_#88',\n", " 'ESO_CCD_#89',\n", " 'ESO_CCD_#90',\n", " 'ESO_CCD_#91',\n", " 'ESO_CCD_#92',\n", " 'ESO_CCD_#93',\n", " 'ESO_CCD_#94',\n", " 'ESO_CCD_#95',\n", " 'ESO_CCD_#96',\n", " 'OCAM_THELI']" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "context.get_chips_for_instrument('OMEGACAM')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How many RawScienceFrames for OmegaCAM are stored in the Astro-WISE database?" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9057724" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q = (RawScienceFrame.instrument.name == 'OMEGACAM')\n", "len(q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...and counting. Please note that for each OmegaCAM exposure 32 (one for each CCD) RawScienceFrames are created in the database.\n", "\n", "Execute these lines at the prompt to select a particular ReducedScienceFrame (a flat-fielded and de-biased science image, for a single CCD) from our database." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "sci = ((ReducedScienceFrame.DATE_OBS == datetime.datetime(2011, 8, 6, 8, 5, 20)) & \\\n", " (ReducedScienceFrame.chip.name == 'ESO_CCD_#65')).min('creation_date')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this ReducedScienceFrame, retrieve from the Astro-WISE dataserver the image itself and the bias image that was used. The FITS images will be saved to the current working directory." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:59 - Retrieving Sci-GSIKKEMA-OMEGACAM-------OCAM_i_SDSS-ESO_CCD_#65-Red---Sci-55853.6033169-971f8ab881058f3241a8812217a9b2cffad486a9.fits\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:59 - Retrieved Sci-GSIKKEMA-OMEGACAM-------OCAM_i_SDSS-ESO_CCD_#65-Red---Sci-55853.6033169-971f8ab881058f3241a8812217a9b2cffad486a9.fits[32807kB] in 0.57 seconds (57308.99kBps)\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:44:59 - Retrieving Cal-EHELMICH-OMEGACAM---------ESO_CCD_#65-Mas---Bias-55780.6830407-fbfd6b19176f6b9c718d77efbc5bfef1effe308f.fits\n", "[archimedes.intra.astro.rug.nl] 2019-04-12T11:45:00 - Retrieved Cal-EHELMICH-OMEGACAM---------ESO_CCD_#65-Mas---Bias-55780.6830407-fbfd6b19176f6b9c718d77efbc5bfef1effe308f.fits[32807kB] in 0.57 seconds (57234.72kBps)\n" ] } ], "source": [ "sci.retrieve()\n", "sci.bias.retrieve()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The images, such as ReducedScienceFrames, which you and others create in Astro-WISE are stored on the Astro-WISE dataservers. As explained in more detail later, this will only be done if you explicitly commit these images to Astro-WISE. Even after committing them, you can invalidate images at any time if you decide they are no good after all.\n", "\n", "For the ReducedScienceFrame of the previous exercise print the observing date, the object, instrument, filter and chip (CCD) name.\n", "(NB: enter following 2 lines as one line on the awe prompt.)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2011-08-06 08:05:20 SA113 OMEGACAM OCAM_i_SDSS ESO_CCD_#65\n" ] } ], "source": [ "print(sci.DATE_OBS, sci.OBJECT, sci.instrument.name, sci.filter.name, sci.chip.name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2011-08-06 08:05:20\n", "SA113\n" ] } ], "source": [ "print(sci.DATE_OBS)\n", "print(sci.OBJECT)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "etc.\n", "\n", "For the ReducedScienceFrame selected, print the observation date DATE_OBS of the RawBiasFrames used in the creation of the master bias that was used in debiasing the ReducedScienceFrame." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2011-08-05 15:51:13\n", "2011-08-05 15:52:30\n", "2011-08-05 15:53:48\n", "2011-08-05 15:49:16\n", "2011-08-05 15:50:32\n", "2011-08-05 15:49:54\n", "2011-08-05 15:51:51\n", "2011-08-05 15:53:08\n", "2011-08-05 15:54:25\n", "2011-08-05 15:55:03\n" ] } ], "source": [ "for frame in sci.bias.raw_bias_frames: print(frame.DATE_OBS)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And to print the equivalent modified Julian date:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "55778.660576303\n", "55778.661465548\n", "55778.662364518\n", "55778.659218188\n", "55778.660096554\n", "55778.659660091\n", "55778.661013229\n", "55778.661904789\n", "55778.662798203\n", "55778.663234781\n" ] } ], "source": [ "for frame in sci.bias.raw_bias_frames: print(frame.MJD_OBS)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or by calculating from the DATE_OBS:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "55778.66056712963\n", "55778.661458333336\n", "55778.66236111111\n", "55778.659212962964\n", "55778.660092592596\n", "55778.65965277778\n", "55778.66100694444\n", "55778.66189814815\n", "55778.66278935185\n", "55778.66322916667\n" ] } ], "source": [ "from common.util.utilities import datetime_to_mjd\n", "for frame in sci.bias.raw_bias_frames: print(datetime_to_mjd(frame.DATE_OBS))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The \"from ... import ...\" statement loads a method to do the conversion. To find out what can be imported from a module, simply import the module and use the built-in dir() function:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['__builtins__',\n", " '__cached__',\n", " '__doc__',\n", " '__file__',\n", " '__loader__',\n", " '__name__',\n", " '__package__',\n", " '__spec__',\n", " '__version__',\n", " 'absdate_to_datetime',\n", " 'add_days',\n", " 'angular_separation',\n", " 'attrsorted',\n", " 'capture_key_press',\n", " 'compress_strings',\n", " 'convert_coords',\n", " 'create_array',\n", " 'datetime',\n", " 'datetime_to_absdate',\n", " 'datetime_to_abstime',\n", " 'datetime_to_midnight',\n", " 'datetime_to_mjd',\n", " 'days_in_year',\n", " 'deg2dms',\n", " 'deg2hms',\n", " 'dms2deg',\n", " 'fold_string',\n", " 'follow_link',\n", " 'get_direction_to_position',\n", " 'get_distinct_entities_from',\n", " 'get_fractional_lunar_illumination',\n", " 'get_moon_phase',\n", " 'get_moon_phase_fractional',\n", " 'get_tmpbase',\n", " 'glob',\n", " 'group_list',\n", " 'hms2deg',\n", " 'list_to_ranges',\n", " 'math',\n", " 'mjd_longitude_to_last',\n", " 'mjd_longitude_to_lmst',\n", " 'mjd_to_datetime',\n", " 'mjd_to_gast',\n", " 'mjd_to_gmst',\n", " 'myglob',\n", " 'mysort',\n", " 'name_insert_suffix',\n", " 'name_replace_suffix',\n", " 'offset_in_arcsec',\n", " 'open_file',\n", " 'operator',\n", " 'os',\n", " 'ra_dec_lat_lst_to_alt_az',\n", " 'sort_dict_lists',\n", " 'str_to_datetime',\n", " 'strcompress',\n", " 'subtract_days',\n", " 'test_altaz',\n", " 'test_fli',\n", " 'test_ranges',\n", " 'time',\n", " 'timedelta_to_seconds',\n", " 'unique']" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from common.util import utilities\n", "dir(utilities)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get help on the entire module, use the built-in help() function:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "help(utilities)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What were the exposure levels of the raw dome flats that were used?\n", "Note that the flat-field used in the reduction is a MasterFlatFrame which is this case was created from a master dome (DomeFlatFrame)." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "44583.0\n", "44580.0\n", "44580.0\n", "44581.0\n", "44581.0\n" ] } ], "source": [ "for frame in sci.flat.domeflat.raw_domeflat_frames: print(frame.imstat.median)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More Advanced Queries\n", "\n", "Find out how many RawBiasFrames there are for the OmegaCAM instrument where the bias level is greater than 1000 ADU.\n", "The property of the RawBiasFrame that contains its image statistics is called \"imstat\". This is an instance of the \"Imstat\" class, which itself has properties such as \"mean\", \"median\" and \"stdev\". We need to combine this query with a query on the name of the instrument of the RawBiasFrame.\n", "\n", "NB: print following lines on a single awe prompt line." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "32" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q = (RawBiasFrame.instrument.name == 'OMEGACAM') & \\\n", " (RawBiasFrame.imstat.median > 1000.0)\n", "len(q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Find out how many RawScienceFrames observed the first week of November 2011 are present in the database for the OmegaCAM instrument. For these RawScienceFrames, print the observation date, the filter, the R.A. and Dec, and the OBJECT header keyword.\n", "Here a lot of things come together. Usually, frame attributes that are all upper-case letters correspond to a FITS header keyword of the same name. This will apply to only some of our attributes. We will need to know the names of the other attributes that we are interested in, and if they can be queried on at all. This is done as follows:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['AIRMEND',\n", " 'AIRMSTRT',\n", " 'DATE',\n", " 'DATE_OBS',\n", " 'EXPTIME',\n", " 'LST',\n", " 'MJD_OBS',\n", " 'NAXIS1',\n", " 'NAXIS2',\n", " 'OBJECT',\n", " 'OBSERVER',\n", " 'OVSCX',\n", " 'OVSCXPRE',\n", " 'OVSCXPST',\n", " 'OVSCY',\n", " 'OVSCYPRE',\n", " 'OVSCYPST',\n", " 'PRSCX',\n", " 'PRSCXPRE',\n", " 'PRSCXPST',\n", " 'PRSCY',\n", " 'PRSCYPRE',\n", " 'PRSCYPST',\n", " 'UTC',\n", " 'astrom',\n", " 'chip',\n", " 'creation_date',\n", " 'extension',\n", " 'filename',\n", " 'filter',\n", " 'globalname',\n", " 'imstat',\n", " 'instrument',\n", " 'is_valid',\n", " 'object_id',\n", " 'observing_block',\n", " 'overscan_x_stat',\n", " 'overscan_y_stat',\n", " 'prescan_x_stat',\n", " 'prescan_y_stat',\n", " 'process_status',\n", " 'quality_flags',\n", " 'raw_fits_data',\n", " 'template']" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "RawScienceFrame.get_persistent_properties()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In particular note the DATE_OBS, \"astrom\" and OBJECT properties. The R.A. and Dec can be found in \"astrom\" (as CRVAL1 and CRVAL2, respectively). In addition, we are directly querying on a datetime object (DATE_OBS) in order to get the data for 2011. This requires that you create a datetime object for your dates, so you can compare the two.\n", "\n", "It may be helpful to limit the query to a single CCD, in order to avoid getting 32 times the same information (once for each CCD of the OmegaCAM camera)." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2011-11-01 00:01:32 OCAM_g_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-01 00:04:24 OCAM_r_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-01 00:07:19 OCAM_i_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-01 00:11:02 OCAM_z_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-01 00:22:40 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-01 00:34:32 OCAM_z_SDSS ATLAS survey 356.6608 -9.729\n", "2011-11-01 00:36:01 OCAM_z_SDSS ATLAS survey 356.667846 -9.70539\n", "2011-11-01 00:37:53 OCAM_z_SDSS ATLAS survey 357.6582 -9.729\n", "2011-11-01 00:39:18 OCAM_z_SDSS ATLAS survey 357.665246 -9.70539\n", "2011-11-01 00:41:07 OCAM_z_SDSS ATLAS survey 358.6555 -9.729\n", "2011-11-01 00:42:32 OCAM_z_SDSS ATLAS survey 358.662545 -9.70539\n", "2011-11-01 00:44:30 OCAM_z_SDSS ATLAS survey 359.6528 -9.729\n", "2011-11-01 00:46:00 OCAM_z_SDSS ATLAS survey 359.659845 -9.70539\n", "2011-11-01 00:47:52 OCAM_z_SDSS ATLAS survey 0.6501 -9.729\n", "2011-11-01 00:49:18 OCAM_z_SDSS ATLAS survey 0.657144 -9.70539\n", "2011-11-01 00:51:11 OCAM_z_SDSS ATLAS survey 1.6474 -9.729\n", "2011-11-01 00:52:37 OCAM_z_SDSS ATLAS survey 1.654444 -9.70539\n", "2011-11-01 00:54:24 OCAM_z_SDSS ATLAS survey 2.6448 -9.729\n", "2011-11-01 00:55:53 OCAM_z_SDSS ATLAS survey 2.651844 -9.70539\n", "2011-11-01 00:57:38 OCAM_z_SDSS ATLAS survey 3.6421 -9.729\n", "2011-11-01 00:59:06 OCAM_z_SDSS ATLAS survey 3.649143 -9.70539\n", "2011-11-01 01:03:17 OCAM_z_SDSS ATLAS survey 4.6394 -9.729\n", "2011-11-01 01:04:44 OCAM_z_SDSS ATLAS survey 4.646443 -9.70539\n", "2011-11-01 01:06:33 OCAM_z_SDSS ATLAS survey 5.6367 -9.729\n", "2011-11-01 01:08:02 OCAM_z_SDSS ATLAS survey 5.643742 -9.70539\n", "2011-11-01 01:09:51 OCAM_z_SDSS ATLAS survey 6.633996 -9.729\n", "2011-11-01 01:11:16 OCAM_z_SDSS ATLAS survey 6.641037 -9.70539\n", "2011-11-01 01:13:12 OCAM_z_SDSS ATLAS survey 7.6314 -9.729\n", "2011-11-01 01:14:37 OCAM_z_SDSS ATLAS survey 7.638441 -9.70539\n", "2011-11-01 01:16:34 OCAM_z_SDSS ATLAS survey 8.6287 -9.729\n", "2011-11-01 01:18:02 OCAM_z_SDSS ATLAS survey 8.635741 -9.70539\n", "2011-11-01 01:19:59 OCAM_z_SDSS ATLAS survey 9.626 -9.729\n", "2011-11-01 01:21:24 OCAM_z_SDSS ATLAS survey 9.63304 -9.70539\n", "2011-11-01 01:23:22 OCAM_z_SDSS ATLAS survey 10.6233 -9.729\n", "2011-11-01 01:24:50 OCAM_z_SDSS ATLAS survey 10.63034 -9.70539\n", "2011-11-01 01:26:43 OCAM_z_SDSS ATLAS survey 11.6206 -9.729\n", "2011-11-01 01:28:11 OCAM_z_SDSS ATLAS survey 11.627639 -9.70539\n", "2011-11-01 01:29:54 OCAM_z_SDSS ATLAS survey 12.618 -9.729\n", "2011-11-01 01:31:19 OCAM_z_SDSS ATLAS survey 12.625039 -9.70539\n", "2011-11-01 01:41:17 OCAM_i_SDSS ATLAS survey 356.8826 -11.7129\n", "2011-11-01 01:42:43 OCAM_i_SDSS ATLAS survey 356.889693 -11.68929\n", "2011-11-01 01:44:42 OCAM_i_SDSS ATLAS survey 357.8861 -11.7129\n", "2011-11-01 01:46:10 OCAM_i_SDSS ATLAS survey 357.893192 -11.68929\n", "2011-11-01 01:48:10 OCAM_i_SDSS ATLAS survey 358.8897 -11.7129\n", "2011-11-01 01:49:37 OCAM_i_SDSS ATLAS survey 358.896792 -11.68929\n", "2011-11-01 01:51:39 OCAM_i_SDSS ATLAS survey 359.8933 -11.7129\n", "2011-11-01 01:53:04 OCAM_i_SDSS ATLAS survey 359.900391 -11.68929\n", "2011-11-01 01:55:04 OCAM_i_SDSS ATLAS survey 0.8968 -11.7129\n", "2011-11-01 01:56:34 OCAM_i_SDSS ATLAS survey 0.903891 -11.68929\n", "2011-11-01 01:58:38 OCAM_i_SDSS ATLAS survey 1.9004 -11.7129\n", "2011-11-01 02:00:04 OCAM_i_SDSS ATLAS survey 1.90749 -11.68929\n", "2011-11-01 02:02:06 OCAM_i_SDSS ATLAS survey 2.9039 -11.7129\n", "2011-11-01 02:03:31 OCAM_i_SDSS ATLAS survey 2.91099 -11.68929\n", "2011-11-01 02:05:26 OCAM_i_SDSS ATLAS survey 3.9075 -11.7129\n", "2011-11-01 02:06:55 OCAM_i_SDSS ATLAS survey 3.914589 -11.68929\n", "2011-11-01 02:11:10 OCAM_i_SDSS ATLAS survey 4.9111 -11.7129\n", "2011-11-01 02:12:42 OCAM_i_SDSS ATLAS survey 4.918189 -11.68929\n", "2011-11-01 02:14:45 OCAM_i_SDSS ATLAS survey 5.9146 -11.7129\n", "2011-11-01 02:16:12 OCAM_i_SDSS ATLAS survey 5.921688 -11.68929\n", "2011-11-01 02:18:07 OCAM_i_SDSS ATLAS survey 6.9182 -11.7129\n", "2011-11-01 02:19:32 OCAM_i_SDSS ATLAS survey 6.925288 -11.68929\n", "2011-11-01 02:21:27 OCAM_i_SDSS ATLAS survey 7.9217 -11.7129\n", "2011-11-01 02:22:56 OCAM_i_SDSS ATLAS survey 7.928787 -11.68929\n", "2011-11-01 02:24:51 OCAM_i_SDSS ATLAS survey 8.9253 -11.7129\n", "2011-11-01 02:26:16 OCAM_i_SDSS ATLAS survey 8.932387 -11.68929\n", "2011-11-01 02:28:09 OCAM_i_SDSS ATLAS survey 9.9289 -11.7129\n", "2011-11-01 02:29:34 OCAM_i_SDSS ATLAS survey 9.935986 -11.68929\n", "2011-11-01 02:31:31 OCAM_i_SDSS ATLAS survey 10.9324 -11.7129\n", "2011-11-01 02:33:01 OCAM_i_SDSS ATLAS survey 10.939486 -11.68929\n", "2011-11-01 02:34:59 OCAM_i_SDSS ATLAS survey 11.936 -11.7129\n", "2011-11-01 02:36:26 OCAM_i_SDSS ATLAS survey 11.943085 -11.68929\n", "2011-11-01 02:38:27 OCAM_i_SDSS ATLAS survey 12.9395 -11.7129\n", "2011-11-01 02:39:53 OCAM_i_SDSS ATLAS survey 12.946585 -11.68929\n", "2011-11-01 02:58:38 OCAM_g_SDSS KIDS_48.0_-34.1 48.0 -34.1264\n", "2011-11-01 03:02:23 OCAM_g_SDSS KIDS_48.0_-34.1 48.008358 -34.10278\n", "2011-11-01 03:06:03 OCAM_g_SDSS KIDS_48.0_-34.1 48.016711 -34.07916\n", "2011-11-01 03:09:47 OCAM_g_SDSS KIDS_48.0_-34.1 47.991637 -34.15002\n", "2011-11-01 03:13:27 OCAM_g_SDSS KIDS_48.0_-34.1 47.98327 -34.17364\n", "2011-11-01 03:27:42 OCAM_g_SDSS KIDS_38.8_-32.1 38.823529 -32.1484\n", "2011-11-01 03:31:23 OCAM_g_SDSS KIDS_38.8_-32.1 38.831706 -32.12478\n", "2011-11-01 03:35:08 OCAM_g_SDSS KIDS_38.8_-32.1 38.839878 -32.10117\n", "2011-11-01 03:38:48 OCAM_g_SDSS KIDS_38.8_-32.1 38.815348 -32.17202\n", "2011-11-01 03:42:32 OCAM_g_SDSS KIDS_38.8_-32.1 38.807163 -32.19563\n", "2011-11-01 03:55:29 OCAM_u_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-01 04:02:04 OCAM_g_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-01 04:04:51 OCAM_r_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-01 04:07:50 OCAM_i_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-01 04:11:28 OCAM_z_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-01 04:22:00 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-01 04:38:56 OCAM_g_SDSS NGC 1379 54.016667 -35.44111\n", "2011-11-01 04:44:41 OCAM_g_SDSS NGC 1379 54.025156 -35.41749\n", "2011-11-01 04:50:25 OCAM_g_SDSS NGC 1379 54.03364 -35.39387\n", "2011-11-01 04:56:09 OCAM_g_SDSS NGC 1379 54.008173 -35.46473\n", "2011-11-01 05:01:53 OCAM_g_SDSS NGC 1379 53.999674 -35.48835\n", "2011-11-01 05:10:50 OCAM_g_SDSS NGC 1379 54.029167 -35.42722\n", "2011-11-01 05:16:34 OCAM_g_SDSS NGC 1379 54.037654 -35.4036\n", "2011-11-01 05:22:18 OCAM_g_SDSS NGC 1379 54.046137 -35.37998\n", "2011-11-01 05:28:02 OCAM_g_SDSS NGC 1379 54.020674 -35.45084\n", "2011-11-01 06:46:31 OCAM_g_SDSS NGC 1379 54.012177 -35.47446\n", "2011-11-01 06:56:11 OCAM_g_SDSS NGC 1379 54.004167 -35.455\n", "2011-11-01 07:01:56 OCAM_g_SDSS NGC 1379 54.012657 -35.43138\n", "2011-11-01 07:07:40 OCAM_g_SDSS NGC 1379 54.021143 -35.40776\n", "2011-11-01 07:13:24 OCAM_g_SDSS NGC 1379 53.995671 -35.47862\n", "2011-11-01 07:19:08 OCAM_g_SDSS NGC 1379 53.987171 -35.50224\n", "2011-11-01 07:29:51 OCAM_g_SDSS NGC 1379 53.991667 -35.46889\n", "2011-11-01 23:40:21 OCAM_u_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-01 23:47:08 OCAM_g_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-01 23:49:53 OCAM_r_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-01 23:52:52 OCAM_i_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-01 23:56:33 OCAM_z_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-02 00:11:17 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-02 00:28:01 OCAM_z_SDSS ATLAS survey 356.766 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ATLAS survey 3.775065 -10.69739\n", "2011-11-02 00:59:57 OCAM_z_SDSS ATLAS survey 4.7683 -10.721\n", "2011-11-02 01:01:26 OCAM_z_SDSS ATLAS survey 4.775364 -10.69739\n", "2011-11-02 01:03:17 OCAM_z_SDSS ATLAS survey 5.7686 -10.721\n", "2011-11-02 01:04:44 OCAM_z_SDSS ATLAS survey 5.775664 -10.69739\n", "2011-11-02 01:06:34 OCAM_z_SDSS ATLAS survey 6.7688 -10.721\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2011-11-02 01:07:59 OCAM_z_SDSS ATLAS survey 6.775864 -10.69739\n", "2011-11-02 01:09:54 OCAM_z_SDSS ATLAS survey 7.7691 -10.721\n", "2011-11-02 01:11:22 OCAM_z_SDSS ATLAS survey 7.776163 -10.69739\n", "2011-11-02 01:13:20 OCAM_z_SDSS ATLAS survey 8.7694 -10.721\n", "2011-11-02 01:14:50 OCAM_z_SDSS ATLAS survey 8.776463 -10.69739\n", "2011-11-02 01:16:40 OCAM_z_SDSS ATLAS survey 9.7697 -10.721\n", "2011-11-02 01:18:09 OCAM_z_SDSS ATLAS survey 9.776762 -10.69739\n", "2011-11-02 01:19:59 OCAM_z_SDSS ATLAS survey 10.77 -10.721\n", "2011-11-02 01:21:24 OCAM_z_SDSS 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OCAM_r_SDSS ATLAS survey 58.259 -26.5921\n", "2011-11-06 08:13:45 OCAM_r_SDSS ATLAS survey 58.266736 -26.56848\n", "2011-11-06 08:15:41 OCAM_r_SDSS ATLAS survey 59.355 -26.5921\n", "2011-11-06 08:17:10 OCAM_r_SDSS ATLAS survey 59.362735 -26.56848\n", "2011-11-06 08:19:10 OCAM_r_SDSS ATLAS survey 60.4511 -26.5921\n", "2011-11-06 08:20:35 OCAM_r_SDSS ATLAS survey 60.458835 -26.56848\n", "2011-11-06 08:28:54 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-07 02:13:54 OCAM_i_SDSS KIDS_52.4_-31.2 52.427183 -31.1593\n", "2011-11-07 02:18:34 OCAM_i_SDSS KIDS_52.4_-31.2 52.435268 -31.13568\n", "2011-11-07 02:23:14 OCAM_i_SDSS KIDS_52.4_-31.2 52.443348 -31.11206\n", "2011-11-07 02:27:58 OCAM_i_SDSS KIDS_52.4_-31.2 52.419095 -31.18292\n", "2011-11-07 02:32:38 OCAM_i_SDSS KIDS_52.4_-31.2 52.411003 -31.20654\n", "2011-11-07 02:43:29 OCAM_u_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-07 02:50:13 OCAM_g_SDSS STD,ZEROPOINT 58.454167 0.0425\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2011-11-07 02:52:57 OCAM_r_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-07 02:55:55 OCAM_i_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-07 02:59:39 OCAM_z_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-07 03:13:50 OCAM_i_SDSS KIDS_50.6_-32.1 50.588233 -32.1484\n", "2011-11-07 03:18:33 OCAM_i_SDSS KIDS_50.6_-32.1 50.596405 -32.12478\n", "2011-11-07 03:23:13 OCAM_i_SDSS KIDS_50.6_-32.1 50.604572 -32.10116\n", "2011-11-07 03:27:57 OCAM_i_SDSS KIDS_50.6_-32.1 50.580058 -32.17202\n", "2011-11-07 03:32:38 OCAM_i_SDSS KIDS_50.6_-32.1 50.571878 -32.19564\n", "2011-11-07 03:47:15 OCAM_i_SDSS KIDS_51.1_-33.1 51.089108 -33.1374\n", "2011-11-07 03:51:56 OCAM_i_SDSS KIDS_51.1_-33.1 51.09737 -33.11378\n", "2011-11-07 04:01:11 OCAM_i_SDSS KIDS_51.1_-33.1 51.105627 -33.09016\n", "2011-11-07 04:05:52 OCAM_i_SDSS KIDS_51.1_-33.1 51.080842 -33.16102\n", "2011-11-07 04:12:37 OCAM_i_SDSS KIDS_51.1_-33.1 51.072572 -33.18464\n", "2011-11-07 04:23:49 OCAM_i_SDSS KIDS_51.6_-34.1 51.6 -34.1264\n", "2011-11-07 04:28:33 OCAM_i_SDSS KIDS_51.6_-34.1 51.608356 -34.10278\n", "2011-11-07 04:33:16 OCAM_i_SDSS KIDS_51.6_-34.1 51.616708 -34.07916\n", "2011-11-07 04:37:56 OCAM_i_SDSS KIDS_51.6_-34.1 51.591639 -34.15002\n", "2011-11-07 04:42:36 OCAM_i_SDSS KIDS_51.6_-34.1 51.583273 -34.17364\n", "2011-11-07 04:56:24 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-07 05:10:13 OCAM_i_SDSS KIDS_52.3_-33.1 52.277229 -33.1374\n", "2011-11-07 05:14:54 OCAM_i_SDSS KIDS_52.3_-33.1 52.28549 -33.11378\n", "2011-11-07 05:19:34 OCAM_i_SDSS KIDS_52.3_-33.1 52.293747 -33.09016\n", "2011-11-07 05:24:16 OCAM_i_SDSS KIDS_52.3_-33.1 52.268964 -33.16102\n", "2011-11-07 05:28:57 OCAM_i_SDSS KIDS_52.3_-33.1 52.260694 -33.18464\n", "2011-11-07 05:45:31 OCAM_i_SDSS KIDS_43.5_-32.1 43.529412 -32.1484\n", "2011-11-07 05:50:39 OCAM_i_SDSS KIDS_43.5_-32.1 43.537587 -32.12478\n", "2011-11-07 05:56:55 OCAM_i_SDSS KIDS_43.5_-32.1 43.545757 -32.10117\n", "2011-11-07 06:01:36 OCAM_i_SDSS KIDS_43.5_-32.1 43.521234 -32.17202\n", "2011-11-07 06:09:27 OCAM_i_SDSS KIDS_43.5_-32.1 43.529412 -32.1484\n", "2011-11-07 06:14:08 OCAM_i_SDSS KIDS_43.5_-32.1 43.537587 -32.12478\n", "2011-11-07 06:18:50 OCAM_i_SDSS KIDS_43.5_-32.1 43.545757 -32.10117\n", "2011-11-07 06:23:33 OCAM_i_SDSS KIDS_43.5_-32.1 43.521234 -32.17202\n", "2011-11-07 06:28:13 OCAM_i_SDSS KIDS_43.5_-32.1 43.513051 -32.19563\n", "2011-11-07 06:40:24 OCAM_i_SDSS KIDS_51.8_-32.1 51.764704 -32.1484\n", "2011-11-07 06:45:05 OCAM_i_SDSS KIDS_51.8_-32.1 51.772875 -32.12478\n", "2011-11-07 06:49:45 OCAM_i_SDSS KIDS_51.8_-32.1 51.781041 -32.10116\n", "2011-11-07 06:54:25 OCAM_i_SDSS KIDS_51.8_-32.1 51.756529 -32.17202\n", "2011-11-07 06:59:05 OCAM_i_SDSS KIDS_51.8_-32.1 51.74835 -32.19564\n", "2011-11-07 07:09:44 OCAM_i_SDSS KIDS_48.2_-32.1 48.235296 -32.1484\n", "2011-11-07 07:14:24 OCAM_i_SDSS KIDS_48.2_-32.1 48.243468 -32.12478\n", "2011-11-07 07:19:04 OCAM_i_SDSS KIDS_48.2_-32.1 48.251636 -32.10116\n", "2011-11-07 07:23:44 OCAM_i_SDSS KIDS_48.2_-32.1 48.227119 -32.17202\n", "2011-11-07 07:28:25 OCAM_i_SDSS KIDS_48.2_-32.1 48.218939 -32.19564\n", "2011-11-07 07:46:39 OCAM_i_SDSS KIDS_139.0_-0.5 139.0 -0.5\n", "2011-11-07 07:51:20 OCAM_i_SDSS KIDS_139.0_-0.5 139.006927 -0.47638\n", "2011-11-07 07:56:00 OCAM_i_SDSS KIDS_139.0_-0.5 139.013854 -0.45276\n", "2011-11-07 08:00:40 OCAM_i_SDSS KIDS_139.0_-0.5 138.993073 -0.52362\n", "2011-11-07 08:05:20 OCAM_i_SDSS KIDS_139.0_-0.5 138.986145 -0.54724\n", "2011-11-07 08:17:18 OCAM_i_SDSS NGC1851 78.527917 -40.04639\n", "2011-11-07 08:18:19 OCAM_i_SDSS NGC1851 78.527917 -40.04639\n", "2011-11-07 08:19:11 OCAM_i_SDSS NGC1851 78.545958 -39.99915\n", "2011-11-07 08:20:02 OCAM_i_SDSS NGC1851 78.518886 -40.07001\n", "2011-11-07 08:20:53 OCAM_i_SDSS NGC1851 78.50985 -40.09363\n", "2011-11-07 08:26:42 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-07 08:36:17 OCAM_u_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-07 08:43:04 OCAM_g_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-07 08:45:53 OCAM_r_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-07 08:48:48 OCAM_i_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-07 08:52:28 OCAM_z_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-07 23:47:29 OCAM_u_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-07 23:54:17 OCAM_g_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-07 23:57:03 OCAM_r_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-07 23:59:57 OCAM_i_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-08 00:03:37 OCAM_z_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-08 00:26:51 OCAM_i_SDSS KIDS_48.7_-33.1 48.712871 -33.1374\n", "2011-11-08 00:31:36 OCAM_i_SDSS KIDS_48.7_-33.1 48.721133 -33.11378\n", "2011-11-08 00:36:15 OCAM_i_SDSS KIDS_48.7_-33.1 48.729391 -33.09016\n", "2011-11-08 00:41:00 OCAM_i_SDSS KIDS_48.7_-33.1 48.704604 -33.16102\n", "2011-11-08 00:45:40 OCAM_i_SDSS KIDS_48.7_-33.1 48.696332 -33.18464\n", "2011-11-08 00:58:26 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-08 01:41:50 OCAM_i_SDSS KIDS_48.9_-31.2 48.932037 -31.1593\n", "2011-11-08 01:46:36 OCAM_i_SDSS KIDS_48.9_-31.2 48.940123 -31.13568\n", "2011-11-08 01:51:15 OCAM_i_SDSS KIDS_48.9_-31.2 48.948205 -31.11206\n", "2011-11-08 01:56:01 OCAM_i_SDSS KIDS_48.9_-31.2 48.923948 -31.18292\n", "2011-11-08 02:00:41 OCAM_i_SDSS KIDS_48.9_-31.2 48.915854 -31.20654\n", "2011-11-08 02:11:39 OCAM_i_SDSS KIDS_49.9_-33.1 49.900992 -33.1374\n", "2011-11-08 02:16:19 OCAM_i_SDSS KIDS_49.9_-33.1 49.909254 -33.11378\n", "2011-11-08 02:21:03 OCAM_i_SDSS KIDS_49.9_-33.1 49.917511 -33.09016\n", "2011-11-08 02:25:47 OCAM_i_SDSS KIDS_49.9_-33.1 49.892725 -33.16102\n", "2011-11-08 02:30:31 OCAM_i_SDSS KIDS_49.9_-33.1 49.884454 -33.18464\n", "2011-11-08 02:41:36 OCAM_i_SDSS KIDS_51.3_-31.2 51.262137 -31.1593\n", "2011-11-08 02:46:16 OCAM_i_SDSS KIDS_51.3_-31.2 51.270222 -31.13568\n", "2011-11-08 02:51:00 OCAM_i_SDSS KIDS_51.3_-31.2 51.278303 -31.11206\n", "2011-11-08 02:55:40 OCAM_i_SDSS KIDS_51.3_-31.2 51.254049 -31.18292\n", "2011-11-08 03:00:24 OCAM_i_SDSS KIDS_51.3_-31.2 51.245956 -31.20654\n", "2011-11-08 03:12:13 OCAM_i_SDSS KIDS_48.7_-33.1 48.712871 -33.1374\n", "2011-11-08 03:16:57 OCAM_i_SDSS KIDS_48.7_-33.1 48.721133 -33.11378\n", "2011-11-08 03:21:41 OCAM_i_SDSS KIDS_48.7_-33.1 48.729391 -33.09016\n", "2011-11-08 03:26:25 OCAM_i_SDSS KIDS_48.7_-33.1 48.704604 -33.16102\n", "2011-11-08 03:31:05 OCAM_i_SDSS KIDS_48.7_-33.1 48.696332 -33.18464\n", "2011-11-08 03:41:37 OCAM_i_SDSS KIDS_49.4_-32.1 49.411767 -32.1484\n", "2011-11-08 03:46:21 OCAM_i_SDSS KIDS_49.4_-32.1 49.419938 -32.12478\n", "2011-11-08 03:51:02 OCAM_i_SDSS KIDS_49.4_-32.1 49.428106 -32.10116\n", "2011-11-08 03:55:46 OCAM_i_SDSS KIDS_49.4_-32.1 49.403591 -32.17202\n", "2011-11-08 04:00:28 OCAM_i_SDSS KIDS_49.4_-32.1 49.395411 -32.19564\n", "2011-11-08 04:11:42 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-08 04:26:50 OCAM_u_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-08 04:33:35 OCAM_g_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-08 04:36:22 OCAM_r_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-08 04:39:19 OCAM_i_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-08 04:42:59 OCAM_z_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-08 04:56:27 OCAM_i_SDSS KIDS_45.6_-34.1 45.6 -34.1264\n", "2011-11-08 05:01:08 OCAM_i_SDSS KIDS_45.6_-34.1 45.608359 -34.10278\n", "2011-11-08 05:05:52 OCAM_i_SDSS KIDS_45.6_-34.1 45.616713 -34.07917\n", "2011-11-08 05:10:33 OCAM_i_SDSS KIDS_45.6_-34.1 45.591636 -34.15002\n", "2011-11-08 05:15:17 OCAM_i_SDSS KIDS_45.6_-34.1 45.583268 -34.17363\n", "2011-11-08 05:26:39 OCAM_i_SDSS KIDS_46.8_-34.1 46.8 -34.1264\n", "2011-11-08 05:31:24 OCAM_i_SDSS KIDS_46.8_-34.1 46.808358 -34.10278\n", "2011-11-08 05:36:04 OCAM_i_SDSS KIDS_46.8_-34.1 46.816712 -34.07916\n", "2011-11-08 05:40:48 OCAM_i_SDSS KIDS_46.8_-34.1 46.791637 -34.15002\n", "2011-11-08 05:47:01 OCAM_i_SDSS KIDS_46.8_-34.1 46.783269 -34.17364\n", "2011-11-08 06:00:24 OCAM_i_SDSS KIDS_46.8_-34.1 46.8 -34.1264\n", "2011-11-08 06:05:09 OCAM_i_SDSS KIDS_46.8_-34.1 46.808358 -34.10278\n", "2011-11-08 06:09:48 OCAM_i_SDSS KIDS_46.8_-34.1 46.816712 -34.07916\n", "2011-11-08 06:14:32 OCAM_i_SDSS KIDS_46.8_-34.1 46.791637 -34.15002\n", "2011-11-08 06:19:13 OCAM_i_SDSS KIDS_46.8_-34.1 46.783269 -34.17364\n", "2011-11-08 06:30:55 OCAM_i_SDSS KIDS_50.1_-31.2 50.097087 -31.1593\n", "2011-11-08 06:35:40 OCAM_i_SDSS KIDS_50.1_-31.2 50.105173 -31.13568\n", "2011-11-08 06:40:23 OCAM_i_SDSS KIDS_50.1_-31.2 50.113254 -31.11206\n", "2011-11-08 06:45:06 OCAM_i_SDSS KIDS_50.1_-31.2 50.088998 -31.18292\n", "2011-11-08 06:49:46 OCAM_i_SDSS KIDS_50.1_-31.2 50.080905 -31.20654\n", "2011-11-08 07:04:33 OCAM_i_SDSS KIDS_131.0_-1.5 131.0 -1.48901\n", "2011-11-08 07:09:13 OCAM_i_SDSS KIDS_131.0_-1.5 131.006926 -1.46539\n", "2011-11-08 07:13:57 OCAM_i_SDSS KIDS_131.0_-1.5 131.013853 -1.44177\n", "2011-11-08 07:18:37 OCAM_i_SDSS KIDS_131.0_-1.5 130.993073 -1.51263\n", "2011-11-08 07:23:21 OCAM_i_SDSS KIDS_131.0_-1.5 130.986147 -1.53625\n", "2011-11-08 07:36:35 OCAM_i_SDSS KIDS_131.0_0.5 131.0 0.5\n", "2011-11-08 07:41:21 OCAM_i_SDSS KIDS_131.0_0.5 131.006925 0.52362\n", "2011-11-08 07:46:01 OCAM_i_SDSS KIDS_131.0_0.5 131.013849 0.54724\n", "2011-11-08 07:50:45 OCAM_i_SDSS KIDS_131.0_0.5 130.993076 0.47638\n", "2011-11-08 07:55:25 OCAM_i_SDSS KIDS_131.0_0.5 130.986151 0.45276\n", "2011-11-08 08:12:27 OCAM_i_SDSS KIDS_131.0_1.5 131.0 1.48901\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2011-11-08 08:17:12 OCAM_i_SDSS KIDS_131.0_1.5 131.006927 1.51263\n", "2011-11-08 08:21:56 OCAM_i_SDSS KIDS_131.0_1.5 131.013853 1.53625\n", "2011-11-08 08:26:40 OCAM_i_SDSS KIDS_131.0_1.5 130.993073 1.46539\n", "2011-11-08 08:31:19 OCAM_i_SDSS KIDS_131.0_1.5 130.986147 1.44177\n", "2011-11-08 23:43:48 OCAM_u_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-08 23:50:37 OCAM_g_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-08 23:53:22 OCAM_r_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-08 23:56:21 OCAM_i_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-09 00:00:05 OCAM_z_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-09 00:05:58 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-09 00:13:38 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-09 00:22:34 OCAM_i_SDSS KIDS_49.5_-30.2 49.456871 -30.1703\n", "2011-11-09 00:39:39 OCAM_i_SDSS KIDS_341.0_-33.1 340.9901 -33.1374\n", "2011-11-09 00:44:23 OCAM_i_SDSS KIDS_341.0_-33.1 340.998403 -33.11379\n", "2011-11-09 00:49:04 OCAM_i_SDSS KIDS_341.0_-33.1 341.006702 -33.09019\n", "2011-11-09 00:53:48 OCAM_i_SDSS KIDS_341.0_-33.1 340.981792 -33.16101\n", "2011-11-09 00:58:28 OCAM_i_SDSS KIDS_341.0_-33.1 340.97348 -33.18461\n", "2011-11-09 01:08:27 OCAM_i_SDSS KIDS_340.2_-31.2 340.194175 -31.1593\n", "2011-11-09 01:14:24 OCAM_i_SDSS KIDS_340.2_-31.2 340.194175 -31.1593\n", "2011-11-09 01:19:06 OCAM_i_SDSS KIDS_340.2_-31.2 340.202301 -31.13569\n", "2011-11-09 01:23:49 OCAM_i_SDSS KIDS_340.2_-31.2 340.210422 -31.11209\n", "2011-11-09 01:28:32 OCAM_i_SDSS KIDS_340.2_-31.2 340.186045 -31.18291\n", "2011-11-09 01:33:16 OCAM_i_SDSS KIDS_340.2_-31.2 340.177912 -31.20651\n", "2011-11-09 01:44:31 OCAM_i_SDSS KIDS_343.4_-33.1 343.366337 -33.1374\n", "2011-11-09 01:49:16 OCAM_i_SDSS KIDS_343.4_-33.1 343.374639 -33.11379\n", "2011-11-09 01:53:56 OCAM_i_SDSS KIDS_343.4_-33.1 343.382937 -33.09019\n", "2011-11-09 01:58:39 OCAM_i_SDSS KIDS_343.4_-33.1 343.358031 -33.16101\n", "2011-11-09 02:03:20 OCAM_i_SDSS KIDS_343.4_-33.1 343.34972 -33.18461\n", "2011-11-09 02:12:58 OCAM_i_SDSS KIDS_343.5_-32.1 343.529413 -32.1484\n", "2011-11-09 02:17:44 OCAM_i_SDSS KIDS_343.5_-32.1 343.537623 -32.12479\n", "2011-11-09 02:22:24 OCAM_i_SDSS KIDS_343.5_-32.1 343.545829 -32.10119\n", "2011-11-09 02:27:07 OCAM_i_SDSS KIDS_343.5_-32.1 343.521198 -32.17201\n", "2011-11-09 02:31:48 OCAM_i_SDSS KIDS_343.5_-32.1 343.512979 -32.19561\n", "2011-11-09 02:43:33 OCAM_i_SDSS KIDS_344.6_-33.1 344.554454 -33.1374\n", "2011-11-09 02:48:13 OCAM_i_SDSS KIDS_344.6_-33.1 344.562755 -33.11379\n", "2011-11-09 02:55:31 OCAM_i_SDSS KIDS_344.6_-33.1 344.571052 -33.09019\n", "2011-11-09 03:00:15 OCAM_i_SDSS KIDS_344.6_-33.1 344.546148 -33.16101\n", "2011-11-09 03:06:33 OCAM_i_SDSS KIDS_344.6_-33.1 344.537838 -33.18461\n", "2011-11-09 03:20:15 OCAM_i_SDSS KIDS_343.7_-31.2 343.689321 -31.1593\n", "2011-11-09 03:27:43 OCAM_i_SDSS KIDS_343.7_-31.2 343.689321 -31.1593\n", "2011-11-09 03:32:28 OCAM_i_SDSS KIDS_343.7_-31.2 343.697444 -31.13569\n", "2011-11-09 03:37:08 OCAM_i_SDSS KIDS_343.7_-31.2 343.705564 -31.11209\n", "2011-11-09 03:41:52 OCAM_i_SDSS KIDS_343.7_-31.2 343.681193 -31.18291\n", "2011-11-09 03:46:32 OCAM_i_SDSS KIDS_343.7_-31.2 343.673062 -31.20651\n", "2011-11-09 03:58:42 OCAM_u_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-09 04:05:29 OCAM_g_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-09 04:08:17 OCAM_r_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-09 04:11:10 OCAM_i_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-09 04:14:51 OCAM_z_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-09 04:23:45 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-09 04:32:05 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-09 04:47:33 OCAM_i_SDSS KIDS_350.6_-32.1 350.588233 -32.1484\n", "2011-11-09 04:52:14 OCAM_i_SDSS KIDS_350.6_-32.1 350.596439 -32.12479\n", "2011-11-09 04:56:58 OCAM_i_SDSS KIDS_350.6_-32.1 350.604641 -32.10119\n", "2011-11-09 05:01:37 OCAM_i_SDSS KIDS_350.6_-32.1 350.580023 -32.17201\n", "2011-11-09 05:06:21 OCAM_i_SDSS KIDS_350.6_-32.1 350.571808 -32.19561\n", "2011-11-09 05:18:36 OCAM_i_SDSS KIDS_49.2_-34.1 49.2 -34.1264\n", "2011-11-09 05:23:17 OCAM_i_SDSS KIDS_49.2_-34.1 49.208357 -34.10278\n", "2011-11-09 05:28:01 OCAM_i_SDSS KIDS_49.2_-34.1 49.21671 -34.07916\n", "2011-11-09 05:32:44 OCAM_i_SDSS KIDS_49.2_-34.1 49.191638 -34.15002\n", "2011-11-09 05:37:28 OCAM_i_SDSS KIDS_49.2_-34.1 49.183271 -34.17364\n", "2011-11-09 05:47:21 OCAM_i_SDSS KIDS_44.4_-34.1 44.4 -34.1264\n", "2011-11-09 05:52:05 OCAM_i_SDSS KIDS_44.4_-34.1 44.40836 -34.10278\n", "2011-11-09 05:56:45 OCAM_i_SDSS KIDS_44.4_-34.1 44.416715 -34.07917\n", "2011-11-09 06:01:29 OCAM_i_SDSS KIDS_44.4_-34.1 44.391636 -34.15002\n", "2011-11-09 06:06:09 OCAM_i_SDSS KIDS_44.4_-34.1 44.383267 -34.17363\n", "2011-11-09 06:16:58 OCAM_i_SDSS KIDS_46.3_-33.1 46.336633 -33.1374\n", "2011-11-09 06:21:39 OCAM_i_SDSS KIDS_46.3_-33.1 46.344897 -33.11378\n", "2011-11-09 06:30:57 OCAM_i_SDSS KIDS_46.3_-33.1 46.353156 -33.09017\n", "2011-11-09 06:36:51 OCAM_i_SDSS KIDS_46.3_-33.1 46.328365 -33.16102\n", "2011-11-09 06:41:36 OCAM_i_SDSS KIDS_46.3_-33.1 46.320093 -33.18463\n", "2011-11-09 08:21:57 OCAM_u_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-09 08:28:45 OCAM_g_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-09 08:31:30 OCAM_r_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-09 08:34:29 OCAM_i_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-09 08:38:09 OCAM_z_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-09 08:48:17 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-09 23:49:02 OCAM_u_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-09 23:55:51 OCAM_g_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-09 23:58:37 OCAM_r_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-10 00:01:31 OCAM_i_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-10 00:05:13 OCAM_z_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-10 00:10:43 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-10 00:24:59 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-10 00:36:56 OCAM_i_SDSS 20.11775 17.27026\n", "2011-11-10 00:41:31 OCAM_i_SDSS 20.11775 17.27026\n", "2011-11-10 00:44:46 OCAM_i_SDSS 15.11775 13.27026\n", "2011-11-10 00:49:58 OCAM_i_SDSS 15.11775 3.27026\n", "2011-11-10 00:55:23 OCAM_i_SDSS 7.61775 -4.27026\n", "2011-11-10 01:00:52 OCAM_i_SDSS 7.61775 -14.27026\n", "2011-11-10 01:05:57 OCAM_i_SDSS 7.61775 -28.27026\n", "2011-11-10 01:11:12 OCAM_i_SDSS 0.11775 -34.27026\n", "2011-11-10 01:16:58 OCAM_i_SDSS 0.11775 -44.27026\n", "2011-11-10 01:25:56 OCAM_i_SDSS 295.11775 -55.27026\n", "2011-11-10 01:35:38 OCAM_i_SDSS 10.11775 0.00026\n", "2011-11-10 01:42:31 OCAM_i_SDSS 7.501083 -10.00026\n", "2011-11-10 01:50:29 OCAM_i_SDSS 7.501083 -10.00026\n", "2011-11-10 01:58:51 OCAM_i_SDSS 7.501083 -10.00026\n", "2011-11-10 02:05:37 OCAM_i_SDSS 22.501083 -27.00026\n", "2011-11-10 02:11:22 OCAM_i_SDSS 22.501083 -40.00026\n", "2011-11-10 02:17:28 OCAM_i_SDSS 15.001083 -45.00026\n", "2011-11-10 02:40:59 OCAM_i_SDSS KIDS_350.5_-33.1 350.49505 -33.1374\n", "2011-11-10 02:45:44 OCAM_i_SDSS KIDS_350.5_-33.1 350.503347 -33.11379\n", "2011-11-10 02:50:24 OCAM_i_SDSS KIDS_350.5_-33.1 350.51164 -33.09019\n", "2011-11-10 02:55:08 OCAM_i_SDSS KIDS_350.5_-33.1 350.486748 -33.16101\n", "2011-11-10 02:59:48 OCAM_i_SDSS KIDS_350.5_-33.1 350.478442 -33.18461\n", "2011-11-10 03:10:24 OCAM_i_SDSS KIDS_344.9_-31.2 344.854371 -31.1593\n", "2011-11-10 03:15:07 OCAM_i_SDSS KIDS_344.9_-31.2 344.862494 -31.13569\n", "2011-11-10 03:19:50 OCAM_i_SDSS KIDS_344.9_-31.2 344.870612 -31.11209\n", "2011-11-10 03:24:34 OCAM_i_SDSS KIDS_344.9_-31.2 344.846244 -31.18291\n", "2011-11-10 03:29:17 OCAM_i_SDSS KIDS_344.9_-31.2 344.838113 -31.20651\n", "2011-11-10 03:38:27 OCAM_i_SDSS KIDS_345.7_-33.1 345.742575 -33.1374\n", "2011-11-10 03:43:12 OCAM_i_SDSS KIDS_345.7_-33.1 345.750875 -33.11379\n", "2011-11-10 03:47:52 OCAM_i_SDSS KIDS_345.7_-33.1 345.759171 -33.09019\n", "2011-11-10 03:52:35 OCAM_i_SDSS KIDS_345.7_-33.1 345.73427 -33.16101\n", "2011-11-10 03:57:19 OCAM_i_SDSS KIDS_345.7_-33.1 345.725961 -33.18461\n", "2011-11-10 04:06:44 OCAM_u_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-10 04:13:28 OCAM_g_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-10 04:16:16 OCAM_r_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-10 04:19:15 OCAM_i_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-10 04:23:00 OCAM_z_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-10 04:29:23 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-10 04:35:52 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-10 04:48:21 OCAM_r_SDSS VOICE-CDFS-2 52.261058 -27.56686\n", "2011-11-10 04:55:05 OCAM_r_SDSS VOICE-CDFS-2 52.268863 -27.54324\n", "2011-11-10 08:21:43 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2011-11-10 23:21:17 OCAM_u_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-10 23:33:19 OCAM_u_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-10 23:45:44 OCAM_u_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-10 23:52:26 OCAM_g_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-10 23:55:15 OCAM_r_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-10 23:58:08 OCAM_i_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-11 00:01:49 OCAM_z_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-11 00:09:45 OCAM_u_SDSS STD,ZEROPOINT 287.701667 -60.02833\n", "2011-11-11 00:16:25 OCAM_u_SDSS STD,ZEROPOINT 287.701667 -60.02833\n", "2011-11-11 00:23:07 OCAM_g_SDSS STD,ZEROPOINT 287.701667 -60.02833\n", "2011-11-11 00:25:57 OCAM_r_SDSS STD,ZEROPOINT 287.701667 -60.02833\n", "2011-11-11 00:28:55 OCAM_i_SDSS STD,ZEROPOINT 287.701667 -60.02833\n", "2011-11-11 00:32:35 OCAM_z_SDSS STD,ZEROPOINT 287.701667 -60.02833\n", "2011-11-11 00:40:08 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-11 00:53:02 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-11 04:20:09 OCAM_u_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-11 04:26:54 OCAM_g_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-11 04:29:43 OCAM_r_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-11 04:32:37 OCAM_i_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-11 04:36:19 OCAM_z_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-11 04:55:01 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-11 05:10:31 OCAM_i_SDSS KIDS_33.6_-34.1 33.6 -34.1264\n", "2011-11-11 05:15:12 OCAM_i_SDSS KIDS_33.6_-34.1 33.608365 -34.10278\n", "2011-11-11 05:19:56 OCAM_i_SDSS KIDS_33.6_-34.1 33.616726 -34.07917\n", "2011-11-11 05:24:35 OCAM_i_SDSS KIDS_33.6_-34.1 33.59163 -34.15002\n", "2011-11-11 05:29:19 OCAM_i_SDSS KIDS_33.6_-34.1 33.583255 -34.17363\n", "2011-11-11 08:09:58 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-11 23:52:49 OCAM_u_SDSS STD,ZEROPOINT 287.701667 -60.02833\n", "2011-11-11 23:59:31 OCAM_g_SDSS STD,ZEROPOINT 287.701667 -60.02833\n", "2011-11-12 00:02:18 OCAM_r_SDSS STD,ZEROPOINT 287.701667 -60.02833\n", "2011-11-12 00:05:17 OCAM_i_SDSS STD,ZEROPOINT 287.701667 -60.02833\n", "2011-11-12 00:09:01 OCAM_z_SDSS STD,ZEROPOINT 287.701667 -60.02833\n", "2011-11-12 00:17:58 OCAM_u_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-12 00:24:43 OCAM_g_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-12 00:27:27 OCAM_r_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-12 00:30:26 OCAM_i_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-12 00:34:06 OCAM_z_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-12 00:52:22 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-12 00:56:44 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-12 04:08:45 OCAM_u_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-12 04:15:34 OCAM_g_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-12 04:18:23 OCAM_r_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-12 04:21:22 OCAM_i_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-12 04:25:01 OCAM_z_SDSS STD,ZEROPOINT 58.454167 0.0425\n", "2011-11-12 04:36:14 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-12 08:19:34 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-12 23:43:51 OCAM_u_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-12 23:50:42 OCAM_g_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-12 23:53:34 OCAM_r_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-12 23:56:32 OCAM_i_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-13 00:00:12 OCAM_z_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-13 00:06:41 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-13 00:10:24 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-13 00:27:06 OCAM_i_SDSS KIDS_34.8_-34.1 34.8 -34.1264\n", "2011-11-13 00:31:51 OCAM_i_SDSS KIDS_34.8_-34.1 34.808365 -34.10278\n", "2011-11-13 00:36:32 OCAM_i_SDSS KIDS_34.8_-34.1 34.816724 -34.07917\n", "2011-11-13 00:41:16 OCAM_i_SDSS KIDS_34.8_-34.1 34.791631 -34.15002\n", "2011-11-13 00:45:57 OCAM_i_SDSS KIDS_34.8_-34.1 34.783257 -34.17363\n", "2011-11-13 01:48:22 OCAM_z_SDSS ATLAS survey 322.9496 -29.5679\n", "2011-11-13 01:49:47 OCAM_z_SDSS ATLAS survey 322.957603 -29.5443\n", "2011-11-13 01:52:09 OCAM_z_SDSS ATLAS survey 324.0758 -29.5679\n", "2011-11-13 01:53:34 OCAM_z_SDSS ATLAS survey 324.083803 -29.5443\n", "2011-11-13 01:55:28 OCAM_z_SDSS ATLAS survey 325.2019 -29.5679\n", "2011-11-13 01:56:58 OCAM_z_SDSS ATLAS survey 325.209902 -29.5443\n", "2011-11-13 01:58:43 OCAM_z_SDSS ATLAS survey 326.3281 -29.5679\n", "2011-11-13 02:00:09 OCAM_z_SDSS ATLAS survey 326.336102 -29.5443\n", "2011-11-13 02:01:57 OCAM_z_SDSS ATLAS survey 327.4543 -29.5679\n", "2011-11-13 02:03:22 OCAM_z_SDSS ATLAS survey 327.462301 -29.5443\n", "2011-11-13 02:05:12 OCAM_z_SDSS ATLAS survey 328.5805 -29.5679\n", "2011-11-13 02:06:39 OCAM_z_SDSS ATLAS survey 328.588501 -29.5443\n", "2011-11-13 02:08:30 OCAM_z_SDSS ATLAS survey 329.7066 -29.5679\n", "2011-11-13 02:09:58 OCAM_z_SDSS ATLAS survey 329.7146 -29.5443\n", "2011-11-13 02:11:45 OCAM_z_SDSS ATLAS survey 330.8328 -29.5679\n", "2011-11-13 02:13:15 OCAM_z_SDSS ATLAS survey 330.840799 -29.5443\n", "2011-11-13 02:17:31 OCAM_z_SDSS ATLAS survey 331.959 -29.5679\n", "2011-11-13 02:19:01 OCAM_z_SDSS ATLAS survey 331.966999 -29.5443\n", "2011-11-13 02:20:53 OCAM_z_SDSS ATLAS survey 333.0852 -29.5679\n", "2011-11-13 02:22:18 OCAM_z_SDSS ATLAS survey 333.093198 -29.5443\n", "2011-11-13 02:24:04 OCAM_z_SDSS ATLAS survey 334.2113 -29.5679\n", "2011-11-13 02:25:30 OCAM_z_SDSS ATLAS survey 334.219298 -29.5443\n", "2011-11-13 02:27:18 OCAM_z_SDSS ATLAS survey 335.3375 -29.5679\n", "2011-11-13 02:28:44 OCAM_z_SDSS ATLAS survey 335.345497 -29.5443\n", "2011-11-13 02:30:30 OCAM_z_SDSS ATLAS survey 336.4637 -29.5679\n", "2011-11-13 02:31:57 OCAM_z_SDSS ATLAS survey 336.471696 -29.54429\n", "2011-11-13 02:33:40 OCAM_z_SDSS ATLAS survey 337.5899 -29.5679\n", "2011-11-13 02:35:05 OCAM_z_SDSS ATLAS survey 337.597896 -29.54429\n", "2011-11-13 02:36:50 OCAM_z_SDSS ATLAS survey 338.7161 -29.5679\n", "2011-11-13 02:38:16 OCAM_z_SDSS ATLAS survey 338.724095 -29.54429\n", "2011-11-13 02:40:04 OCAM_z_SDSS ATLAS survey 339.8422 -29.5679\n", "2011-11-13 02:41:33 OCAM_z_SDSS ATLAS survey 339.850194 -29.54429\n", "2011-11-13 02:43:19 OCAM_z_SDSS ATLAS survey 340.9684 -29.5679\n", "2011-11-13 02:44:46 OCAM_z_SDSS ATLAS survey 340.976394 -29.54429\n", "2011-11-13 02:49:08 OCAM_z_SDSS ATLAS survey 341.7128 -27.584\n", "2011-11-13 02:50:34 OCAM_z_SDSS ATLAS survey 341.720644 -27.56039\n", "2011-11-13 02:52:21 OCAM_z_SDSS ATLAS survey 342.8184 -27.584\n", "2011-11-13 02:53:46 OCAM_z_SDSS ATLAS survey 342.826243 -27.56039\n", "2011-11-13 02:55:33 OCAM_z_SDSS ATLAS survey 343.924 -27.584\n", "2011-11-13 02:57:03 OCAM_z_SDSS ATLAS survey 343.931843 -27.56039\n", "2011-11-13 02:58:52 OCAM_z_SDSS ATLAS survey 345.0295 -27.584\n", "2011-11-13 03:00:18 OCAM_z_SDSS ATLAS survey 345.037342 -27.56039\n", "2011-11-13 03:02:04 OCAM_z_SDSS ATLAS survey 346.1351 -27.584\n", "2011-11-13 03:03:30 OCAM_z_SDSS ATLAS survey 346.142941 -27.56039\n", "2011-11-13 03:05:18 OCAM_z_SDSS ATLAS survey 347.2407 -27.584\n", "2011-11-13 03:06:43 OCAM_z_SDSS ATLAS survey 347.248541 -27.56039\n", "2011-11-13 03:08:27 OCAM_z_SDSS ATLAS survey 348.3463 -27.584\n", "2011-11-13 03:09:52 OCAM_z_SDSS ATLAS survey 348.35414 -27.56039\n", "2011-11-13 03:11:40 OCAM_z_SDSS ATLAS survey 349.4518 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02:45:02 OCAM_i_SDSS KIDS_346.0_-31.2 346.035656 -31.11209\n", "2011-11-14 02:49:46 OCAM_i_SDSS KIDS_346.0_-31.2 346.011291 -31.18291\n", "2011-11-14 02:54:29 OCAM_i_SDSS KIDS_346.0_-31.2 346.003161 -31.20651\n", "2011-11-14 03:03:35 OCAM_i_SDSS KIDS_344.7_-32.1 344.705883 -32.1484\n", "2011-11-14 03:08:21 OCAM_i_SDSS KIDS_344.7_-32.1 344.714093 -32.12479\n", "2011-11-14 03:13:04 OCAM_i_SDSS KIDS_344.7_-32.1 344.722298 -32.10119\n", "2011-11-14 03:17:48 OCAM_i_SDSS KIDS_344.7_-32.1 344.697669 -32.17201\n", "2011-11-14 03:22:27 OCAM_i_SDSS KIDS_344.7_-32.1 344.689451 -32.19561\n", "2011-11-14 03:36:03 OCAM_i_SDSS KIDS_51.8_-30.2 51.757187 -30.1703\n", "2011-11-14 03:40:48 OCAM_i_SDSS KIDS_51.8_-30.2 51.76519 -30.14668\n", "2011-11-14 03:45:27 OCAM_i_SDSS KIDS_51.8_-30.2 51.773189 -30.12306\n", "2011-11-14 03:50:11 OCAM_i_SDSS KIDS_51.8_-30.2 51.749181 -30.19392\n", "2011-11-14 03:54:52 OCAM_i_SDSS KIDS_51.8_-30.2 51.741171 -30.21754\n", "2011-11-14 04:10:44 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-14 04:21:30 OCAM_i_SDSS KIDS_38.4_-34.1 38.4 -34.1264\n", "2011-11-14 04:26:14 OCAM_i_SDSS KIDS_38.4_-34.1 38.408363 -34.10278\n", "2011-11-14 04:30:56 OCAM_i_SDSS KIDS_38.4_-34.1 38.41672 -34.07917\n", "2011-11-14 04:35:42 OCAM_i_SDSS KIDS_38.4_-34.1 38.391633 -34.15002\n", "2011-11-14 04:40:22 OCAM_i_SDSS KIDS_38.4_-34.1 38.383261 -34.17363\n", "2011-11-14 04:52:50 OCAM_i_SDSS KIDS_38.8_-32.1 38.823529 -32.1484\n", "2011-11-14 04:57:35 OCAM_i_SDSS KIDS_38.8_-32.1 38.831706 -32.12478\n", "2011-11-14 05:02:18 OCAM_i_SDSS KIDS_38.8_-32.1 38.839878 -32.10117\n", "2011-11-14 05:07:02 OCAM_i_SDSS KIDS_38.8_-32.1 38.815348 -32.17202\n", "2011-11-14 05:11:42 OCAM_i_SDSS KIDS_38.8_-32.1 38.807163 -32.19563\n", "2011-11-14 05:39:37 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-14 05:50:57 OCAM_i_SDSS KIDS_39.1_-30.2 39.105433 -30.1703\n", "2011-11-14 05:55:42 OCAM_i_SDSS KIDS_39.1_-30.2 39.113441 -30.14668\n", "2011-11-14 06:00:22 OCAM_i_SDSS KIDS_39.1_-30.2 39.121445 -30.12307\n", "2011-11-14 06:05:06 OCAM_i_SDSS KIDS_39.1_-30.2 39.097422 -30.19392\n", "2011-11-14 06:09:47 OCAM_i_SDSS KIDS_39.1_-30.2 39.089406 -30.21753\n", "2011-11-14 06:28:39 OCAM_i_SDSS KIDS_48.3_-30.2 48.306708 -30.1703\n", "2011-11-14 06:33:24 OCAM_i_SDSS KIDS_48.3_-30.2 48.314712 -30.14668\n", "2011-11-14 06:38:05 OCAM_i_SDSS KIDS_48.3_-30.2 48.322712 -30.12307\n", "2011-11-14 06:42:49 OCAM_i_SDSS KIDS_48.3_-30.2 48.298701 -30.19392\n", "2011-11-14 06:47:28 OCAM_i_SDSS KIDS_48.3_-30.2 48.290689 -30.21753\n", "2011-11-14 06:58:23 OCAM_i_SDSS KIDS_33.8_-31.2 33.786408 -31.1593\n", "2011-11-14 07:03:04 OCAM_i_SDSS KIDS_33.8_-31.2 33.794501 -31.13568\n", "2011-11-14 07:07:48 OCAM_i_SDSS KIDS_33.8_-31.2 33.80259 -31.11207\n", "2011-11-14 07:14:08 OCAM_i_SDSS KIDS_33.8_-31.2 33.778311 -31.18292\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2011-11-14 07:18:53 OCAM_i_SDSS KIDS_33.8_-31.2 33.770211 -31.20653\n", "2011-11-14 07:34:11 OCAM_i_SDSS KIDS_43.7_-30.2 43.706071 -30.1703\n", "2011-11-14 07:38:52 OCAM_i_SDSS KIDS_43.7_-30.2 43.714077 -30.14668\n", "2011-11-14 07:43:35 OCAM_i_SDSS KIDS_43.7_-30.2 43.722079 -30.12307\n", "2011-11-14 07:48:16 OCAM_i_SDSS KIDS_43.7_-30.2 43.698061 -30.19392\n", "2011-11-14 07:53:01 OCAM_i_SDSS KIDS_43.7_-30.2 43.690048 -30.21753\n", "2011-11-14 08:03:45 OCAM_i_SDSS KIDS_50.6_-30.2 50.607029 -30.1703\n", "2011-11-14 08:08:30 OCAM_i_SDSS KIDS_50.6_-30.2 50.615032 -30.14668\n", "2011-11-14 08:13:11 OCAM_i_SDSS KIDS_50.6_-30.2 50.623031 -30.12306\n", "2011-11-14 08:17:54 OCAM_i_SDSS KIDS_50.6_-30.2 50.599022 -30.19392\n", "2011-11-14 08:22:34 OCAM_i_SDSS KIDS_50.6_-30.2 50.591012 -30.21754\n", "2011-11-14 08:31:49 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-14 23:47:15 OCAM_u_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-14 23:53:57 OCAM_g_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-14 23:56:41 OCAM_r_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-14 23:59:38 OCAM_i_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-15 00:03:21 OCAM_z_SDSS STD,ZEROPOINT 325.475 0.48944\n", "2011-11-15 00:11:17 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-15 00:29:16 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-15 01:07:17 OCAM_r_SDSS VOICE-CDFS-2 52.261058 -27.56686\n", "2011-11-15 01:14:02 OCAM_r_SDSS VOICE-CDFS-2 52.268863 -27.54324\n", "2011-11-15 01:20:46 OCAM_r_SDSS VOICE-CDFS-2 52.276665 -27.51963\n", "2011-11-15 01:27:29 OCAM_r_SDSS VOICE-CDFS-2 52.25325 -27.59048\n", "2011-11-15 01:38:45 OCAM_r_SDSS VOICE-CDFS-2 52.245438 -27.6141\n", "2011-11-15 01:52:04 OCAM_i_SDSS KIDS_345.9_-32.1 345.882354 -32.1484\n", "2011-11-15 01:56:44 OCAM_i_SDSS KIDS_345.9_-32.1 345.890563 -32.12479\n", "2011-11-15 02:01:28 OCAM_i_SDSS KIDS_345.9_-32.1 345.898768 -32.10119\n", "2011-11-15 02:06:08 OCAM_i_SDSS KIDS_345.9_-32.1 345.874141 -32.17201\n", "2011-11-15 02:10:53 OCAM_i_SDSS KIDS_345.9_-32.1 345.865924 -32.19561\n", "2011-11-15 02:21:04 OCAM_i_SDSS KIDS_350.7_-31.2 350.679613 -31.1593\n", "2011-11-15 02:25:45 OCAM_i_SDSS KIDS_350.7_-31.2 350.687731 -31.13569\n", "2011-11-15 02:30:29 OCAM_i_SDSS KIDS_350.7_-31.2 350.695846 -31.11209\n", "2011-11-15 02:35:09 OCAM_i_SDSS KIDS_350.7_-31.2 350.67149 -31.18291\n", "2011-11-15 02:39:58 OCAM_i_SDSS KIDS_350.7_-31.2 350.663363 -31.20651\n", "2011-11-15 02:56:14 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-15 03:08:49 OCAM_u_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-15 03:15:32 OCAM_g_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-15 03:18:16 OCAM_r_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-15 03:21:14 OCAM_i_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-15 03:24:57 OCAM_z_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-15 03:35:33 OCAM_i_SDSS KIDS_351.7_-33.1 351.683167 -33.1374\n", "2011-11-15 03:40:18 OCAM_i_SDSS KIDS_351.7_-33.1 351.691463 -33.11379\n", "2011-11-15 03:44:58 OCAM_i_SDSS KIDS_351.7_-33.1 351.699755 -33.09018\n", "2011-11-15 03:49:43 OCAM_i_SDSS KIDS_351.7_-33.1 351.674866 -33.16101\n", "2011-11-15 03:54:23 OCAM_i_SDSS KIDS_351.7_-33.1 351.66656 -33.18462\n", "2011-11-15 04:04:25 OCAM_i_SDSS KIDS_355.3_-32.1 355.294117 -32.1484\n", "2011-11-15 04:09:10 OCAM_i_SDSS KIDS_355.3_-32.1 355.30232 -32.12479\n", "2011-11-15 04:13:51 OCAM_i_SDSS KIDS_355.3_-32.1 355.310518 -32.10118\n", "2011-11-15 04:18:35 OCAM_i_SDSS KIDS_355.3_-32.1 355.28591 -32.17201\n", "2011-11-15 04:23:19 OCAM_i_SDSS KIDS_355.3_-32.1 355.277698 -32.19562\n", "2011-11-15 04:34:16 OCAM_i_SDSS KIDS_34.1_-32.1 34.117646 -32.1484\n", "2011-11-15 04:39:03 OCAM_i_SDSS KIDS_34.1_-32.1 34.125825 -32.12478\n", "2011-11-15 04:43:43 OCAM_i_SDSS KIDS_34.1_-32.1 34.133999 -32.10117\n", "2011-11-15 04:48:28 OCAM_i_SDSS KIDS_34.1_-32.1 34.109463 -32.17202\n", "2011-11-15 04:53:11 OCAM_i_SDSS KIDS_34.1_-32.1 34.101275 -32.19563\n", "2011-11-15 05:21:20 OCAM_i_SDSS KIDS_34.5_-30.2 34.504792 -30.1703\n", "2011-11-15 05:26:05 OCAM_i_SDSS KIDS_34.5_-30.2 34.512802 -30.14668\n", "2011-11-15 05:30:45 OCAM_i_SDSS KIDS_34.5_-30.2 34.520808 -30.12307\n", "2011-11-15 05:35:30 OCAM_i_SDSS KIDS_34.5_-30.2 34.496778 -30.19392\n", "2011-11-15 05:40:10 OCAM_i_SDSS KIDS_34.5_-30.2 34.48876 -30.21753\n", "2011-11-15 05:58:10 OCAM_i_SDSS KIDS_44.0_-33.1 43.960396 -33.1374\n", "2011-11-15 06:02:54 OCAM_i_SDSS KIDS_44.0_-33.1 43.96866 -33.11378\n", "2011-11-15 06:07:35 OCAM_i_SDSS KIDS_44.0_-33.1 43.97692 -33.09017\n", "2011-11-15 06:12:19 OCAM_i_SDSS KIDS_44.0_-33.1 43.952127 -33.16102\n", "2011-11-15 06:17:01 OCAM_i_SDSS KIDS_44.0_-33.1 43.943853 -33.18463\n", "2011-11-15 06:33:22 OCAM_i_SDSS KIDS_34.5_-33.1 34.455446 -33.1374\n", "2011-11-15 06:38:07 OCAM_i_SDSS KIDS_34.5_-33.1 34.463715 -33.11378\n", "2011-11-15 06:42:47 OCAM_i_SDSS KIDS_34.5_-33.1 34.47198 -33.09017\n", "2011-11-15 06:47:30 OCAM_i_SDSS KIDS_34.5_-33.1 34.447172 -33.16102\n", "2011-11-15 06:52:11 OCAM_i_SDSS KIDS_34.5_-33.1 34.438894 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"2011-11-16 02:39:16 OCAM_u_SDSS ATLAS survey 359.421 -33.5357\n", "2011-11-16 02:40:57 OCAM_u_SDSS ATLAS survey 359.429329 -33.51209\n", "2011-11-16 02:43:01 OCAM_u_SDSS ATLAS survey 0.5951 -33.5357\n", "2011-11-16 02:44:45 OCAM_u_SDSS ATLAS survey 0.603428 -33.51209\n", "2011-11-16 02:46:53 OCAM_u_SDSS ATLAS survey 1.7692 -33.5357\n", "2011-11-16 02:48:33 OCAM_u_SDSS ATLAS survey 1.777528 -33.51209\n", "2011-11-16 02:55:09 OCAM_u_SDSS ATLAS survey 341.3685 -25.6001\n", "2011-11-16 02:56:55 OCAM_u_SDSS ATLAS survey 341.376209 -25.57649\n", "2011-11-16 02:58:57 OCAM_u_SDSS ATLAS survey 342.4555 -25.6001\n", "2011-11-16 03:00:37 OCAM_u_SDSS ATLAS survey 342.463208 -25.57649\n", "2011-11-16 03:02:39 OCAM_u_SDSS ATLAS survey 343.5425 -25.6001\n", "2011-11-16 03:04:19 OCAM_u_SDSS ATLAS survey 343.550208 -25.57649\n", "2011-11-16 03:06:22 OCAM_u_SDSS ATLAS survey 344.6295 -25.6001\n", "2011-11-16 03:08:06 OCAM_u_SDSS ATLAS survey 344.637207 -25.57649\n", "2011-11-16 03:10:09 OCAM_u_SDSS 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33.778312 -31.18291\n", "2011-11-26 06:19:04 OCAM_g_SDSS KIDS_33.8_-31.2 33.770211 -31.20653\n", "2011-11-26 06:34:45 OCAM_r_SDSS VOICE-CDFS-2 52.261058 -27.56686\n", "2011-11-26 06:41:30 OCAM_r_SDSS VOICE-CDFS-2 52.268863 -27.54324\n", "2011-11-26 06:48:13 OCAM_r_SDSS VOICE-CDFS-2 52.276665 -27.51963\n", "2011-11-26 06:54:58 OCAM_r_SDSS VOICE-CDFS-2 52.25325 -27.59048\n", "2011-11-26 07:01:41 OCAM_r_SDSS VOICE-CDFS-2 52.245439 -27.6141\n", "2011-11-26 07:17:09 OCAM_r_SDSS Carina-mosaic 102.7333 -51.3393\n", "2011-11-26 07:27:57 OCAM_r_SDSS Carina-mosaic 102.744345 -51.31568\n", "2011-11-26 07:38:44 OCAM_r_SDSS Carina-mosaic 102.755378 -51.29205\n", "2011-11-26 07:49:30 OCAM_r_SDSS Carina-mosaic 102.722244 -51.36292\n", "2011-11-26 08:00:17 OCAM_r_SDSS Carina-mosaic 102.711176 -51.38655\n", "2011-11-26 08:18:40 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-27 00:07:35 OCAM_u_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-27 00:39:15 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-27 00:54:25 OCAM_g_SDSS Sculptor Halo - Field 1 6.02 -33.196\n", "2011-11-27 00:56:13 OCAM_g_SDSS Sculptor Halo - Field 2 8.4319 -33.196\n", "2011-11-27 00:57:56 OCAM_g_SDSS Sculptor Halo - Field 3 10.8438 -33.196\n", "2011-11-27 01:02:17 OCAM_g_SDSS Sculptor Halo - Field 4 13.2557 -33.196\n", "2011-11-27 01:04:04 OCAM_g_SDSS Sculptor Halo - Field 5 16.8698 -33.9874\n", "2011-11-27 01:05:46 OCAM_g_SDSS Sculptor Halo - Field 6 19.3034 -33.9874\n", "2011-11-27 01:07:27 OCAM_g_SDSS Sculptor Halo - Field 7 21.7371 -33.9874\n", "2011-11-27 01:09:03 OCAM_g_SDSS Sculptor Halo - Field 8 24.1708 -33.9874\n", "2011-11-27 01:10:38 OCAM_g_SDSS Sculptor Halo - Field 9 26.6045 -33.9874\n", "2011-11-27 01:12:20 OCAM_g_SDSS Sculptor Halo - Field 10 25.070237 -36.5\n", "2011-11-27 01:14:03 OCAM_g_SDSS Sculptor Halo - Field 11 23.4099 -38.4424\n", "2011-11-27 01:15:39 OCAM_g_SDSS Sculptor Halo - Field 12 20.7574 -37.4199\n", "2011-11-27 01:17:17 OCAM_g_SDSS Sculptor Halo - Field 13 18.177 -36.3974\n", "2011-11-27 01:19:01 OCAM_g_SDSS Sculptor Halo - Field 14 15.6633 -35.3749\n", "2011-11-27 01:30:57 OCAM_r_SDSS KIDS_350.6_-32.1 350.588233 -32.1484\n", "2011-11-27 01:37:41 OCAM_r_SDSS KIDS_350.6_-32.1 350.596439 -32.12479\n", "2011-11-27 01:44:25 OCAM_r_SDSS KIDS_350.6_-32.1 350.60464 -32.10119\n", "2011-11-27 01:51:08 OCAM_r_SDSS KIDS_350.6_-32.1 350.580024 -32.17201\n", "2011-11-27 01:57:52 OCAM_r_SDSS KIDS_350.6_-32.1 350.57181 -32.19561\n", "2011-11-27 02:13:53 OCAM_u_SDSS KIDS_355.3_-32.1 355.293953 -32.14854\n", "2011-11-27 02:18:48 OCAM_u_SDSS KIDS_355.3_-32.1 355.302155 -32.12493\n", "2011-11-27 02:23:38 OCAM_u_SDSS KIDS_355.3_-32.1 355.310353 -32.10132\n", "2011-11-27 02:28:32 OCAM_u_SDSS KIDS_355.3_-32.1 355.285746 -32.17215\n", "2011-11-27 02:39:30 OCAM_u_SDSS KIDS_0.0_-31.2 2.61026300127095e-09 -31.1592999978247\n", "2011-11-27 02:44:26 OCAM_u_SDSS KIDS_0.0_-31.2 0.00795 -31.13583\n", "2011-11-27 02:49:16 OCAM_u_SDSS KIDS_0.0_-31.2 0.016059 -31.11222\n", "2011-11-27 02:54:10 OCAM_u_SDSS KIDS_0.0_-31.2 359.991721 -31.18305\n", "2011-11-27 03:04:23 OCAM_g_SDSS ATLAS survey 357.0107 -12.7049\n", "2011-11-27 03:05:54 OCAM_g_SDSS ATLAS survey 357.017819 -12.68129\n", "2011-11-27 03:07:49 OCAM_g_SDSS ATLAS survey 358.0178 -12.7049\n", "2011-11-27 03:09:23 OCAM_g_SDSS ATLAS survey 358.024918 -12.68129\n", "2011-11-27 03:11:16 OCAM_g_SDSS ATLAS survey 359.025 -12.7049\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2011-11-27 03:12:50 OCAM_g_SDSS ATLAS survey 359.032118 -12.68129\n", "2011-11-27 03:14:46 OCAM_g_SDSS ATLAS survey 0.0321 -12.7049\n", "2011-11-27 03:16:19 OCAM_g_SDSS ATLAS survey 0.039217 -12.68129\n", "2011-11-27 03:18:12 OCAM_g_SDSS ATLAS survey 1.0393 -12.7049\n", "2011-11-27 05:11:11 OCAM_u_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-27 05:17:48 OCAM_g_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-27 05:20:35 OCAM_r_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-27 05:23:33 OCAM_i_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-27 05:27:19 OCAM_z_SDSS STD,ZEROPOINT 103.05 -0.32139\n", "2011-11-27 05:35:50 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-27 05:46:25 OCAM_g_SDSS bridge_5_9_g 24.146365 -71.45602\n", "2011-11-27 05:47:38 OCAM_g_SDSS bridge_5_9_g 24.1681 -71.4324\n", "2011-11-27 05:52:08 OCAM_g_SDSS bridge_2_10_g 32.3141 -74.4082\n", "2011-11-27 05:53:22 OCAM_g_SDSS bridge_2_10_g 32.3141 -74.4082\n", "2011-11-27 06:03:31 OCAM_g_SDSS bridge_3_12_g 37.074423 -73.43993\n", "2011-11-27 07:27:03 OCAM_u_SDSS KIDS_131.0_0.5 130.999861 0.49986\n", "2011-11-27 07:31:58 OCAM_u_SDSS KIDS_131.0_0.5 131.006786 0.52348\n", "2011-11-27 07:36:48 OCAM_u_SDSS KIDS_131.0_0.5 131.01371 0.5471\n", "2011-11-27 07:41:42 OCAM_u_SDSS KIDS_131.0_0.5 130.992937 0.47624\n", "2011-11-27 07:54:20 OCAM_g_SDSS KIDS_131.0_0.5 131.0 0.5\n", "2011-11-27 07:58:01 OCAM_g_SDSS KIDS_131.0_0.5 131.006924 0.52362\n", "2011-11-27 08:01:44 OCAM_g_SDSS KIDS_131.0_0.5 131.013849 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"2011-11-28 04:19:44 OCAM_r_SDSS ATLAS survey 23.6149 -34.5276\n", "2011-11-28 04:21:11 OCAM_r_SDSS ATLAS survey 23.623311 -34.50399\n", "2011-11-28 04:22:59 OCAM_r_SDSS ATLAS survey 24.8026 -34.5276\n", "2011-11-28 04:24:28 OCAM_r_SDSS ATLAS survey 24.81101 -34.50399\n", "2011-11-28 04:26:16 OCAM_r_SDSS ATLAS survey 25.9903 -34.5276\n", "2011-11-28 04:27:40 OCAM_r_SDSS ATLAS survey 25.998709 -34.50399\n", "2011-11-28 04:29:27 OCAM_r_SDSS ATLAS survey 27.1779 -34.5276\n", "2011-11-28 04:30:52 OCAM_r_SDSS ATLAS survey 27.186308 -34.50399\n", "2011-11-28 04:32:41 OCAM_r_SDSS ATLAS survey 28.3656 -34.5276\n", "2011-11-28 04:34:06 OCAM_r_SDSS ATLAS survey 28.374008 -34.50399\n", "2011-11-28 04:35:51 OCAM_r_SDSS ATLAS survey 29.5533 -34.5276\n", "2011-11-28 04:37:19 OCAM_r_SDSS ATLAS survey 29.561707 -34.50399\n", "2011-11-28 04:39:03 OCAM_r_SDSS ATLAS survey 30.7409 -34.5276\n", "2011-11-28 04:40:34 OCAM_r_SDSS ATLAS survey 30.749306 -34.50399\n", "2011-11-28 04:42:23 OCAM_r_SDSS ATLAS 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KIDS_131.0_0.5 131.0 0.5\n", "2011-11-28 06:38:43 OCAM_g_SDSS KIDS_131.0_0.5 131.006924 0.52362\n", "2011-11-28 06:42:23 OCAM_g_SDSS KIDS_131.0_0.5 131.013849 0.54724\n", "2011-11-28 06:46:08 OCAM_g_SDSS KIDS_131.0_0.5 130.993076 0.47638\n", "2011-11-28 06:49:49 OCAM_g_SDSS KIDS_131.0_0.5 130.986151 0.45276\n", "2011-11-28 07:04:33 OCAM_r_SDSS VOICE-CDFS-2 52.261058 -27.56686\n", "2011-11-28 07:11:17 OCAM_r_SDSS VOICE-CDFS-2 52.268863 -27.54324\n", "2011-11-28 07:18:01 OCAM_r_SDSS VOICE-CDFS-2 52.276664 -27.51963\n", "2011-11-28 07:24:45 OCAM_r_SDSS VOICE-CDFS-2 52.25325 -27.59048\n", "2011-11-28 07:31:30 OCAM_r_SDSS VOICE-CDFS-2 52.245439 -27.6141\n", "2011-11-28 07:47:29 OCAM_B_JOHN A500 69.702501 -22.10111\n", "2011-11-28 07:56:15 OCAM_B_JOHN A500 69.701601 -22.10028\n", "2011-11-28 08:05:01 OCAM_B_JOHN A500 69.703398 -22.09944\n", "2011-11-28 08:20:18 OCAM_B_JOHN STD,ZEROPOINT 149.079167 -0.44083\n", "2011-11-28 08:28:20 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-29 00:13:40 OCAM_u_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-29 00:20:29 OCAM_g_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-29 00:23:12 OCAM_r_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-29 00:26:08 OCAM_i_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-29 00:29:50 OCAM_z_SDSS STD,ZEROPOINT 13.8 0.93278\n", "2011-11-29 00:40:07 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n", "2011-11-29 00:50:18 OCAM_z_SDSS ATLAS survey 341.8988 -28.576\n", "2011-11-29 00:51:43 OCAM_z_SDSS ATLAS survey 341.906716 -28.55239\n", "2011-11-29 00:53:33 OCAM_z_SDSS ATLAS survey 343.0145 -28.576\n", "2011-11-29 00:54:57 OCAM_z_SDSS ATLAS survey 343.022415 -28.55239\n", "2011-11-29 00:56:45 OCAM_z_SDSS ATLAS survey 344.1301 -28.576\n", "2011-11-29 00:58:10 OCAM_z_SDSS ATLAS survey 344.138015 -28.55239\n", "2011-11-29 01:00:00 OCAM_z_SDSS ATLAS survey 345.2457 -28.576\n", "2011-11-29 01:01:25 OCAM_z_SDSS ATLAS survey 345.253614 -28.55239\n", "2011-11-29 01:03:15 OCAM_z_SDSS ATLAS survey 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17.713253 -26.56849\n", "2011-11-30 04:19:24 OCAM_g_SDSS ATLAS survey 31.5277 -13.6968\n", "2011-11-30 04:20:55 OCAM_g_SDSS ATLAS survey 31.534831 -13.67319\n", "2011-11-30 04:22:52 OCAM_g_SDSS ATLAS survey 32.5388 -13.6968\n", "2011-11-30 04:24:26 OCAM_g_SDSS ATLAS survey 32.545931 -13.67319\n", "2011-11-30 04:26:20 OCAM_g_SDSS ATLAS survey 33.5499 -13.6968\n", "2011-11-30 04:27:50 OCAM_g_SDSS ATLAS survey 33.55703 -13.67319\n", "2011-11-30 04:29:40 OCAM_g_SDSS ATLAS survey 34.561 -13.6968\n", "2011-11-30 04:31:10 OCAM_g_SDSS ATLAS survey 34.56813 -13.67319\n", "2011-11-30 04:33:07 OCAM_g_SDSS ATLAS survey 35.5721 -13.6968\n", "2011-11-30 04:34:41 OCAM_g_SDSS ATLAS survey 35.579229 -13.67319\n", "2011-11-30 04:36:33 OCAM_g_SDSS ATLAS survey 36.5832 -13.6968\n", "2011-11-30 04:38:03 OCAM_g_SDSS ATLAS survey 36.590329 -13.67319\n", "2011-11-30 04:39:57 OCAM_g_SDSS ATLAS survey 37.5943 -13.6968\n", "2011-11-30 04:41:27 OCAM_g_SDSS ATLAS survey 37.601429 -13.67319\n", "2011-11-30 04:43:29 OCAM_g_SDSS ATLAS survey 38.6054 -13.6968\n", "2011-11-30 04:45:02 OCAM_g_SDSS ATLAS survey 38.612528 -13.67318\n", "2011-11-30 04:51:22 OCAM_g_SDSS ATLAS survey 39.6165 -13.6968\n", "2011-11-30 04:52:53 OCAM_g_SDSS ATLAS survey 39.623628 -13.67318\n", "2011-11-30 04:54:54 OCAM_g_SDSS ATLAS survey 40.6276 -13.6968\n", "2011-11-30 04:56:28 OCAM_g_SDSS ATLAS survey 40.634728 -13.67318\n", "2011-11-30 04:58:52 OCAM_g_SDSS ATLAS survey 41.6387 -13.6968\n", "2011-11-30 05:00:22 OCAM_g_SDSS ATLAS survey 41.645827 -13.67318\n", "2011-11-30 05:02:26 OCAM_g_SDSS ATLAS survey 42.6498 -13.6968\n", "2011-11-30 05:03:56 OCAM_g_SDSS ATLAS survey 42.656927 -13.67318\n", "2011-11-30 05:05:57 OCAM_g_SDSS ATLAS survey 43.6609 -13.6968\n", "2011-11-30 05:07:31 OCAM_g_SDSS ATLAS survey 43.668026 -13.67318\n", "2011-11-30 05:09:31 OCAM_g_SDSS ATLAS survey 44.672 -13.6968\n", "2011-11-30 05:11:01 OCAM_g_SDSS ATLAS survey 44.679126 -13.67318\n", "2011-11-30 05:13:02 OCAM_g_SDSS ATLAS survey 45.6831 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OCAM_r_SDSS ATLAS survey 45.001399 -34.50398\n", "2011-11-30 06:10:56 OCAM_r_SDSS ATLAS survey 46.1807 -34.5276\n", "2011-11-30 06:12:21 OCAM_r_SDSS ATLAS survey 46.189098 -34.50398\n", "2011-11-30 06:14:10 OCAM_r_SDSS ATLAS survey 47.3683 -34.5276\n", "2011-11-30 06:15:35 OCAM_r_SDSS ATLAS survey 47.376698 -34.50398\n", "2011-11-30 06:17:25 OCAM_r_SDSS ATLAS survey 48.556 -34.5276\n", "2011-11-30 06:18:51 OCAM_r_SDSS ATLAS survey 48.564397 -34.50398\n", "2011-11-30 06:20:38 OCAM_r_SDSS ATLAS survey 49.7437 -34.5276\n", "2011-11-30 06:22:07 OCAM_r_SDSS ATLAS survey 49.752097 -34.50398\n", "2011-11-30 06:23:57 OCAM_r_SDSS ATLAS survey 50.9314 -34.5276\n", "2011-11-30 06:25:22 OCAM_r_SDSS ATLAS survey 50.939796 -34.50398\n", "2011-11-30 06:27:14 OCAM_r_SDSS ATLAS survey 52.119 -34.5276\n", "2011-11-30 06:28:39 OCAM_r_SDSS ATLAS survey 52.127395 -34.50398\n", "2011-11-30 06:42:53 OCAM_r_SDSS ATLAS survey 53.3067 -34.5276\n", "2011-11-30 06:45:29 OCAM_r_SDSS ATLAS survey 53.3067 -34.5276\n", "2011-11-30 06:47:23 OCAM_r_SDSS ATLAS survey 54.4944 -34.5276\n", "2011-11-30 06:48:50 OCAM_r_SDSS ATLAS survey 54.502795 -34.50398\n", "2011-11-30 06:50:46 OCAM_r_SDSS ATLAS survey 55.682 -34.5276\n", "2011-11-30 06:52:14 OCAM_r_SDSS ATLAS survey 55.690394 -34.50398\n", "2011-11-30 06:54:10 OCAM_r_SDSS ATLAS survey 56.8697 -34.5276\n", "2011-11-30 06:55:39 OCAM_r_SDSS ATLAS survey 56.878094 -34.50398\n", "2011-11-30 06:57:37 OCAM_r_SDSS ATLAS survey 58.0574 -34.5276\n", "2011-11-30 06:59:02 OCAM_r_SDSS ATLAS survey 58.065793 -34.50398\n", "2011-11-30 07:01:03 OCAM_r_SDSS ATLAS survey 59.245 -34.5276\n", "2011-11-30 07:02:29 OCAM_r_SDSS ATLAS survey 59.253393 -34.50398\n", "2011-11-30 07:04:28 OCAM_r_SDSS ATLAS survey 60.4327 -34.5276\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2011-11-30 07:05:57 OCAM_r_SDSS ATLAS survey 60.441092 -34.50398\n", "2011-11-30 07:14:50 OCAM_B_JOHN A754 137.129167 -9.63111\n", "2011-11-30 07:23:35 OCAM_B_JOHN A754 137.128321 -9.63028\n", "2011-11-30 07:32:19 OCAM_B_JOHN A754 137.130011 -9.62944\n", "2011-11-30 07:46:41 OCAM_B_JOHN STD,ZEROPOINT 149.079167 -0.44083\n", "2011-11-30 07:57:25 OCAM_u_SDSS KIDS_139.0_-0.5 138.999861 -0.50014\n", "2011-11-30 08:02:20 OCAM_u_SDSS KIDS_139.0_-0.5 139.006788 -0.47652\n", "2011-11-30 08:07:10 OCAM_u_SDSS KIDS_139.0_-0.5 139.013716 -0.4529\n", "2011-11-30 08:12:04 OCAM_u_SDSS KIDS_139.0_-0.5 138.992934 -0.52376\n", "2011-11-30 08:20:28 OCAM_u_g_r_i_SDSS STD,EXTINCTION 51.429167 -89.0425\n" ] } ], "source": [ "dat1 = datetime.datetime(2011,11,1)\n", "dat2 = datetime.datetime(2011,12,1)\n", "q = (RawScienceFrame.DATE_OBS>dat1) & \\\n", " (RawScienceFrame.DATE_OBS\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mRawScienceFrame\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minstrument\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mThisAttributeDoesNotExist\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m'bla'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/data/users/helmich/awe/common/database/DBProperties.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, attr)\u001b[0m\n\u001b[1;32m 225\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprop_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mattr\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mattr\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprop_type\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_persistent_properties\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 226\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mLinkRef\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprop_type\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mattr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 227\u001b[0;31m \u001b[0mpersistent_property\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mattr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 228\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 229\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/data/users/helmich/awe/common/database/DBProperties.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, attr)\u001b[0m\n\u001b[1;32m 138\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__dict__\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mattr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 139\u001b[0m raise AttributeError('Persistent attribute \"%s\" of class \"%s\" does not have a persistent attribute \"%s\"' % (\n\u001b[0;32m--> 140\u001b[0;31m self.attribute, self.cls.__name__, attr))\n\u001b[0m\u001b[1;32m 141\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 142\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mAttributeError\u001b[0m: Persistent attribute \"instrument\" of class \"RawScienceFrame\" does not have a persistent attribute \"ThisAttributeDoesNotExist\"" ] } ], "source": [ "RawScienceFrame.instrument.ThisAttributeDoesNotExist=='bla'" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 1 }