Updated cropping notebooks to work with pvl 1.0.0 (#4159) (3f64c29c) · Commits · aflab / astrogeology / ISIS3

isis/notebooks/crop_chandrayaan.ipynb

+69 −68

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isis/notebooks/crop_kaguya.ipynb

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isis/notebooks/crop_lo.ipynb

+17 −11

Original line number	Diff line number	Diff line
		%% Cell type:code id: tags:

		``` python
		import pvl
		import struct
		import matplotlib.pyplot as plt
		import numpy as np
		import datetime
		import os.path
		import binascii
		```

		%% Cell type:code id: tags:

		``` python
		lo_file = '/home/arsanders/testData/lo/case03/input/3083_med_tohi_isis2.cub'
		```

		%% Cell type:code id: tags:

		``` python
		header = pvl.load(lo_file)
		```

		%% Cell type:code id: tags:

		``` python
		header
		```

		%% Output

		PVLModule([
		('CCSD3ZF0000100000001NJPL3IF0PDS200000001', 'SFDU_LABEL')
		('RECORD_TYPE', 'FIXED_LENGTH')
		('RECORD_BYTES', 512)
		('FILE_RECORDS', 167)
		('LABEL_RECORDS', 25)
		('FILE_STATE', 'CLEAN')
		('^HISTORY', 26)
		('HISTORY', PVLObject([]))
		('^QUBE', 148)
		('QUBE',
		{'AXES': 3,
		'AXIS_NAME': ['SAMPLE', 'LINE', 'BAND'],
		'BAND_BIN': {'BAND_BIN_CENTER': 1.0,
		'BAND_BIN_ORIGINAL_BAND': 1,
		'BAND_BIN_UNIT': 'NONE'},
		'CORE_BASE': 0.0,
		'CORE_HIGH_INSTR_SATURATION': 255,
		'CORE_HIGH_REPR_SATURATION': 255,
		'CORE_ITEMS': [100, 100, 1],
		'CORE_ITEM_BYTES': 1,
		'CORE_ITEM_TYPE': 'PC_UNSIGNED_INTEGER',
		'CORE_LOW_INSTR_SATURATION': 0,
		'CORE_LOW_REPR_SATURATION': 0,
		'CORE_MULTIPLIER': 1.0,
		'CORE_NAME': 'RAW_DATA_NUMBER',
		'CORE_NULL': 0,
		'CORE_UNIT': 'NONE',
		'CORE_VALID_MINIMUM': 1,
		'IMAGE_NUMBER': '308300',
		'ISIS_GEOMETRY': {'BASE_KERNELS': ['/usgs/cpkgs/isis2/lsb/isisd/data/mk98264a.tls',
		'/usgs/cpkgs/isis2/lsb/isisd/lodata/lo1_fict.tsc',
		'/usgs/cpkgs/isis2/lsb/isisd/lodata/lo2_fict.tsc',
		'/usgs/cpkgs/isis2/lsb/isisd/lodata/lo3_fict.tsc',
		'/usgs/cpkgs/isis2/lsb/isisd/lodata/lo4_fict.tsc',
		'/usgs/cpkgs/isis2/lsb/isisd/lodata/lo5_fict.tsc',
		'/usgs/cpkgs/isis2/lsb/isisd/data/pck00005.tpc'],
		'CAMERA_KERNELS': '/farm/proc1/lo/isislodata/lo3_support.bck',
		'CAMERA_KERNEL_TYPES': 1,
		'KERNLST': '/farm/proc1/lo/isislodata/lo3_kernels.def.1',
		'LEV_SOFTWARE_VERSION': 'LO_MED_1.0',
		'NAIF_SOFTWARE_VERSION': 'CSPICE_N0058',
		'SPACECRAFT_KERNELS': ['/usgs/cpkgs/isis2/lsb/isisd/data/de405.bsp',
		'/farm/proc1/lo/isislodata/lo3_support.bsp']},
		'ISIS_INGESTION': {'LO_SLICE_VERSION': '07_JUL_2003',
		'SCAN_CREATION_DATE': '2004-02-05T10:31:07',
		'SCAN_DENSITY_RANGE': '0.6_TO_3.0',
		'SCAN_RESOLUTION': '25um',
		'TIF2ISIS_VERSION': '22_FEB_2002'},
		'ISIS_INSTRUMENT': {'BORESIGHT_LINE': 4550.455,
		'BORESIGHT_SAMPLE': 5427.039,
		'FIDUCIAL_COORD_MICRON': '50um',
		'FRAME_NUMBER': '3083',
		'INSTPARS': '/farm/proc1/lo/isislodata/lo_parameters.def.4',
		'INSTRUMENT_ID': '80_MM_FOCAL_LENGTH_CAMERA',
		'LINES': 8750,
		'SAMPLES': 11800,
		'SPACECRAFT_NAME': 'LUNAR_ORBITER_3',
		'START_TIME': '1967-02-17T21:09:27.610'},
		'ISIS_MOSAIC': {'IMAGE_NUMBER': ['308309030',
		'308309040',
		'308309050',
		'308309060',
		'308309070',
		'308309080',
		'308309090',
		'308309110',
		'308309120',
		'308309130',
		'308309140',
		'308309150',
		'308309160',
		'308309170',
		'308309180',
		'308309190',
		'308309210',
		'308309220',
		'308309230',
		'308309240',
		'308309250',
		'308309260',
		'308309271',
		'308309280',
		'308309300',
		'308309310',
		'308309320'],
		'INSTRUMENT_ID': ['80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA'],
		'SPACECRAFT_NAME': ['LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3']},
		'ISIS_TARGET': {'LATITUDE_SYSTEM': 'OGRAPHIC',
		'LONGITUDE_SYSTEM': 360,
		'TARGDEF': '/usgs/cpkgs/isis2/lsb/isisd/data/targets/moon_east.def.1',
		'TARGET_NAME': 'MOON'},
		'OUTPUT_MICRON': '50um',
		'PRODUCT_ID': '3083M',
		'SUFFIX_BYTES': 4,
		'SUFFIX_ITEMS': [0, 0, 0]})
		])

		%% Cell type:code id: tags:

		``` python
		with open(lo_file, 'rb') as f:
		image_offset = (header["^QUBE"]-1)* header["RECORD_BYTES"]
		f.seek(image_offset)
		b_image_data = f.read()
		```

		%% Cell type:code id: tags:

		``` python
		n_lines = 5
		line_length = header['QUBE']['CORE_ITEMS'][0] * (header['QUBE']['CORE_ITEM_BYTES'])
		```

		%% Cell type:code id: tags:

		``` python
		image_data = []
		for j in range(n_lines):
		image_sample = np.frombuffer(b_image_data[jline_length:(j+1)line_length], dtype=np.uint8, count=int(line_length))
		image_data.append(image_sample)
		image_data = np.array(image_data)
		```

		%% Cell type:code id: tags:

		``` python
		image_data.shape
		```

		%% Output

		(5, 100)

		%% Cell type:code id: tags:

		``` python
		plt.imshow(image_data)
		```

		%% Output

		<matplotlib.image.AxesImage at 0x2b7e957d4bd0>
		<matplotlib.image.AxesImage at 0x1598a6e20>




		%% Cell type:code id: tags:

		``` python
		class RealIsisCubeLabelEncoder(pvl.encoder.IsisCubeLabelEncoder):
		class RealIsisCubeLabelEncoder(pvl.encoder.ISISEncoder):
		def encode_time(self, value):
		if value.microsecond:
		second = u'%02d.%06d' % (value.second, value.microsecond)
		else:
		second = u'%02d' % value.second

		time = u'%02d:%02d:%s' % (value.hour, value.minute, second)
		return time.encode('utf-8')
		return time
		```

		%% Cell type:code id: tags:

		``` python
		image_fn, image_ext = os.path.splitext(lo_file)
		mini_image_fn = image_fn + '_cropped' + image_ext
		crop = '_cropped'
		mini_image_fn = image_fn + crop + image_ext
		mini_image_bn = os.path.basename(mini_image_fn)

		grammar = pvl.grammar.ISISGrammar()
		grammar.comments+=(("#", "\n"), )
		encoder = RealIsisCubeLabelEncoder()


		# Overwrite the number of lines in the label

		header['^QUBE'] = pvl._collections.Units(len(pvl.dumps(header, cls=RealIsisCubeLabelEncoder)), 'BYTES')
		header['^QUBE'] = pvl.collections.Units(len(pvl.dumps(header, encoder=encoder, grammar=grammar)), 'BYTES')
		header['QUBE']['CORE_ITEMS'][1] = n_lines
		```

		%% Cell type:code id: tags:

		``` python
		header
		```

		%% Output

		PVLModule([
		('CCSD3ZF0000100000001NJPL3IF0PDS200000001', 'SFDU_LABEL')
		('RECORD_TYPE', 'FIXED_LENGTH')
		('RECORD_BYTES', 512)
		('FILE_RECORDS', 167)
		('LABEL_RECORDS', 25)
		('FILE_STATE', 'CLEAN')
		('^HISTORY', 26)
		('HISTORY', PVLObject([]))
		('^QUBE', Units(value=4104, units='BYTES'))
		('^QUBE', Units(value=5425, units='BYTES'))
		('QUBE',
		{'AXES': 3,
		'AXIS_NAME': ['SAMPLE', 'LINE', 'BAND'],
		'BAND_BIN': {'BAND_BIN_CENTER': 1.0,
		'BAND_BIN_ORIGINAL_BAND': 1,
		'BAND_BIN_UNIT': 'NONE'},
		'CORE_BASE': 0.0,
		'CORE_HIGH_INSTR_SATURATION': 255,
		'CORE_HIGH_REPR_SATURATION': 255,
		'CORE_ITEMS': [100, 5, 1],
		'CORE_ITEM_BYTES': 1,
		'CORE_ITEM_TYPE': 'PC_UNSIGNED_INTEGER',
		'CORE_LOW_INSTR_SATURATION': 0,
		'CORE_LOW_REPR_SATURATION': 0,
		'CORE_MULTIPLIER': 1.0,
		'CORE_NAME': 'RAW_DATA_NUMBER',
		'CORE_NULL': 0,
		'CORE_UNIT': 'NONE',
		'CORE_VALID_MINIMUM': 1,
		'IMAGE_NUMBER': '308300',
		'ISIS_GEOMETRY': {'BASE_KERNELS': ['/usgs/cpkgs/isis2/lsb/isisd/data/mk98264a.tls',
		'/usgs/cpkgs/isis2/lsb/isisd/lodata/lo1_fict.tsc',
		'/usgs/cpkgs/isis2/lsb/isisd/lodata/lo2_fict.tsc',
		'/usgs/cpkgs/isis2/lsb/isisd/lodata/lo3_fict.tsc',
		'/usgs/cpkgs/isis2/lsb/isisd/lodata/lo4_fict.tsc',
		'/usgs/cpkgs/isis2/lsb/isisd/lodata/lo5_fict.tsc',
		'/usgs/cpkgs/isis2/lsb/isisd/data/pck00005.tpc'],
		'CAMERA_KERNELS': '/farm/proc1/lo/isislodata/lo3_support.bck',
		'CAMERA_KERNEL_TYPES': 1,
		'KERNLST': '/farm/proc1/lo/isislodata/lo3_kernels.def.1',
		'LEV_SOFTWARE_VERSION': 'LO_MED_1.0',
		'NAIF_SOFTWARE_VERSION': 'CSPICE_N0058',
		'SPACECRAFT_KERNELS': ['/usgs/cpkgs/isis2/lsb/isisd/data/de405.bsp',
		'/farm/proc1/lo/isislodata/lo3_support.bsp']},
		'ISIS_INGESTION': {'LO_SLICE_VERSION': '07_JUL_2003',
		'SCAN_CREATION_DATE': '2004-02-05T10:31:07',
		'SCAN_DENSITY_RANGE': '0.6_TO_3.0',
		'SCAN_RESOLUTION': '25um',
		'TIF2ISIS_VERSION': '22_FEB_2002'},
		'ISIS_INSTRUMENT': {'BORESIGHT_LINE': 4550.455,
		'BORESIGHT_SAMPLE': 5427.039,
		'FIDUCIAL_COORD_MICRON': '50um',
		'FRAME_NUMBER': '3083',
		'INSTPARS': '/farm/proc1/lo/isislodata/lo_parameters.def.4',
		'INSTRUMENT_ID': '80_MM_FOCAL_LENGTH_CAMERA',
		'LINES': 8750,
		'SAMPLES': 11800,
		'SPACECRAFT_NAME': 'LUNAR_ORBITER_3',
		'START_TIME': '1967-02-17T21:09:27.610'},
		'ISIS_MOSAIC': {'IMAGE_NUMBER': ['308309030',
		'308309040',
		'308309050',
		'308309060',
		'308309070',
		'308309080',
		'308309090',
		'308309110',
		'308309120',
		'308309130',
		'308309140',
		'308309150',
		'308309160',
		'308309170',
		'308309180',
		'308309190',
		'308309210',
		'308309220',
		'308309230',
		'308309240',
		'308309250',
		'308309260',
		'308309271',
		'308309280',
		'308309300',
		'308309310',
		'308309320'],
		'INSTRUMENT_ID': ['80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA',
		'80_MM_FOCAL_LENGTH_CAMERA'],
		'SPACECRAFT_NAME': ['LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3',
		'LUNAR_ORBITER_3']},
		'ISIS_TARGET': {'LATITUDE_SYSTEM': 'OGRAPHIC',
		'LONGITUDE_SYSTEM': 360,
		'TARGDEF': '/usgs/cpkgs/isis2/lsb/isisd/data/targets/moon_east.def.1',
		'TARGET_NAME': 'MOON'},
		'OUTPUT_MICRON': '50um',
		'PRODUCT_ID': '3083M',
		'SUFFIX_BYTES': 4,
		'SUFFIX_ITEMS': [0, 0, 0]})
		])

		%% Cell type:code id: tags:

		``` python
		label_fn, label_ext = os.path.splitext(lo_file)
		out_label = label_fn + '_cropped' + label_ext
		out_label = label_fn + crop + label_ext

		pvl.dump(header, out_label, cls=RealIsisCubeLabelEncoder)
		pvl.dumps(header)
		pvl.dump(header, out_label, encoder=encoder, grammar=grammar)
		pvl.dumps(header, encoder=encoder, grammar=grammar)
		```

		%% Output

		b'CCSD3ZF0000100000001NJPL3IF0PDS200000001 = SFDU_LABEL\r\nRECORD_TYPE = FIXED_LENGTH\r\nRECORD_BYTES = 512\r\nFILE_RECORDS = 167\r\nLABEL_RECORDS = 25\r\nFILE_STATE = CLEAN\r\n^HISTORY = 26\r\nBEGIN_OBJECT = HISTORY\r\nEND_OBJECT = HISTORY\r\n^QUBE = 4104 <BYTES>\r\nBEGIN_OBJECT = QUBE\r\n AXES = 3\r\n AXIS_NAME = (SAMPLE, LINE, BAND)\r\n CORE_ITEMS = (100, 5, 1)\r\n CORE_ITEM_BYTES = 1\r\n CORE_ITEM_TYPE = PC_UNSIGNED_INTEGER\r\n CORE_BASE = 0.0\r\n CORE_MULTIPLIER = 1.0\r\n CORE_VALID_MINIMUM = 1\r\n CORE_NULL = 0\r\n CORE_LOW_REPR_SATURATION = 0\r\n CORE_LOW_INSTR_SATURATION = 0\r\n CORE_HIGH_INSTR_SATURATION = 255\r\n CORE_HIGH_REPR_SATURATION = 255\r\n SUFFIX_BYTES = 4\r\n SUFFIX_ITEMS = (0, 0, 0)\r\n CORE_NAME = RAW_DATA_NUMBER\r\n CORE_UNIT = NONE\r\n IMAGE_NUMBER = "308300"\r\n OUTPUT_MICRON = 50um\r\n PRODUCT_ID = 3083M\r\n BEGIN_GROUP = BAND_BIN\r\n BAND_BIN_UNIT = NONE\r\n BAND_BIN_ORIGINAL_BAND = 1\r\n BAND_BIN_CENTER = 1.0\r\n END_GROUP = BAND_BIN\r\n BEGIN_GROUP = ISIS_INGESTION\r\n TIF2ISIS_VERSION = 22_FEB_2002\r\n LO_SLICE_VERSION = 07_JUL_2003\r\n SCAN_RESOLUTION = 25um\r\n SCAN_DENSITY_RANGE = 0.6_TO_3.0\r\n SCAN_CREATION_DATE = "2004-02-05T10:31:07"\r\n END_GROUP = ISIS_INGESTION\r\n BEGIN_GROUP = ISIS_MOSAIC\r\n SPACECRAFT_NAME = (LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3)\r\n INSTRUMENT_ID = (80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA)\r\n IMAGE_NUMBER = ("308309030", "308309040", "308309050", "308309060", "308309070", "308309080", "308309090", "308309110", "308309120", "308309130", "308309140", "308309150", "308309160", "308309170", "308309180", "308309190", "308309210", "308309220", "308309230", "308309240", "308309250", "308309260", "308309271", "308309280", "308309300", "308309310", "308309320")\r\n END_GROUP = ISIS_MOSAIC\r\n BEGIN_GROUP = ISIS_INSTRUMENT\r\n FIDUCIAL_COORD_MICRON = 50um\r\n SPACECRAFT_NAME = LUNAR_ORBITER_3\r\n FRAME_NUMBER = "3083"\r\n INSTRUMENT_ID = 80_MM_FOCAL_LENGTH_CAMERA\r\n START_TIME = "1967-02-17T21:09:27.610"\r\n LINES = 8750\r\n SAMPLES = 11800\r\n BORESIGHT_LINE = 4550.455\r\n BORESIGHT_SAMPLE = 5427.039\r\n INSTPARS = /farm/proc1/lo/isislodata/lo_parameters.def.4\r\n END_GROUP = ISIS_INSTRUMENT\r\n BEGIN_GROUP = ISIS_TARGET\r\n TARGET_NAME = MOON\r\n LATITUDE_SYSTEM = OGRAPHIC\r\n LONGITUDE_SYSTEM = 360\r\n TARGDEF = /usgs/cpkgs/isis2/lsb/isisd/data/targets/moon_east.def.1\r\n END_GROUP = ISIS_TARGET\r\n BEGIN_GROUP = ISIS_GEOMETRY\r\n BASE_KERNELS = (/usgs/cpkgs/isis2/lsb/isisd/data/mk98264a.tls, /usgs/cpkgs/isis2/lsb/isisd/lodata/lo1_fict.tsc, /usgs/cpkgs/isis2/lsb/isisd/lodata/lo2_fict.tsc, /usgs/cpkgs/isis2/lsb/isisd/lodata/lo3_fict.tsc, /usgs/cpkgs/isis2/lsb/isisd/lodata/lo4_fict.tsc, /usgs/cpkgs/isis2/lsb/isisd/lodata/lo5_fict.tsc, /usgs/cpkgs/isis2/lsb/isisd/data/pck00005.tpc)\r\n SPACECRAFT_KERNELS = (/usgs/cpkgs/isis2/lsb/isisd/data/de405.bsp, /farm/proc1/lo/isislodata/lo3_support.bsp)\r\n CAMERA_KERNELS = /farm/proc1/lo/isislodata/lo3_support.bck\r\n CAMERA_KERNEL_TYPES = 1\r\n KERNLST = /farm/proc1/lo/isislodata/lo3_kernels.def.1\r\n NAIF_SOFTWARE_VERSION = CSPICE_N0058\r\n LEV_SOFTWARE_VERSION = LO_MED_1.0\r\n END_GROUP = ISIS_GEOMETRY\r\nEND_OBJECT = QUBE\r\nEND'
		'CCSD3ZF0000100000001NJPL3IF0PDS200000001 = SFDU_LABEL\nRECORD_TYPE = FIXED_LENGTH\nRECORD_BYTES = 512\nFILE_RECORDS = 167\nLABEL_RECORDS = 25\nFILE_STATE = CLEAN\n^HISTORY = 26\nObject = HISTORY\n\nEnd_Object = HISTORY\n^QUBE = 5425 <BYTES>\nObject = QUBE\n AXES = 3\n AXIS_NAME = (SAMPLE, LINE, BAND)\n CORE_ITEMS = (100, 5, 1)\n CORE_ITEM_BYTES = 1\n CORE_ITEM_TYPE = PC_UNSIGNED_INTEGER\n CORE_BASE = 0.0\n CORE_MULTIPLIER = 1.0\n CORE_VALID_MINIMUM = 1\n CORE_NULL = 0\n CORE_LOW_REPR_SATURATION = 0\n CORE_LOW_INSTR_SATURATION = 0\n CORE_HIGH_INSTR_SATURATION = 255\n CORE_HIGH_REPR_SATURATION = 255\n SUFFIX_BYTES = 4\n SUFFIX_ITEMS = (0, 0, 0)\n CORE_NAME = RAW_DATA_NUMBER\n CORE_UNIT = NONE\n IMAGE_NUMBER = "308300"\n OUTPUT_MICRON = 50um\n PRODUCT_ID = 3083M\n Group = BAND_BIN\n BAND_BIN_UNIT = NONE\n BAND_BIN_ORIGINAL_BAND = 1\n BAND_BIN_CENTER = 1.0\n End_Group = BAND_BIN\n Group = ISIS_INGESTION\n TIF2ISIS_VERSION = 22_FEB_2002\n LO_SLICE_VERSION = 07_JUL_2003\n SCAN_RESOLUTION = 25um\n SCAN_DENSITY_RANGE = 0.6_TO_3.0\n SCAN_CREATION_DATE = "2004-02-05T10:31:07"\n End_Group = ISIS_INGESTION\n Group = ISIS_MOSAIC\n SPACECRAFT_NAME = (LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3,\n LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3,\n LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3,\n LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3,\n LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3,\n LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3,\n LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3,\n LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3,\n LUNAR_ORBITER_3, LUNAR_ORBITER_3, LUNAR_ORBITER_3)\n INSTRUMENT_ID = (80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA, 80_MM_FOCAL_LENGTH_CAMERA,\n 80_MM_FOCAL_LENGTH_CAMERA)\n IMAGE_NUMBER = ("308309030", "308309040", "308309050", "308309060",\n "308309070", "308309080", "308309090", "308309110",\n "308309120", "308309130", "308309140", "308309150",\n "308309160", "308309170", "308309180", "308309190",\n "308309210", "308309220", "308309230", "308309240",\n "308309250", "308309260", "308309271", "308309280",\n "308309300", "308309310", "308309320")\n End_Group = ISIS_MOSAIC\n Group = ISIS_INSTRUMENT\n FIDUCIAL_COORD_MICRON = 50um\n SPACECRAFT_NAME = LUNAR_ORBITER_3\n FRAME_NUMBER = "3083"\n INSTRUMENT_ID = 80_MM_FOCAL_LENGTH_CAMERA\n START_TIME = "1967-02-17T21:09:27.610"\n LINES = 8750\n SAMPLES = 11800\n BORESIGHT_LINE = 4550.455\n BORESIGHT_SAMPLE = 5427.039\n INSTPARS = /farm/proc1/lo/isislodata/lo_parameters.def.4\n End_Group = ISIS_INSTRUMENT\n Group = ISIS_TARGET\n TARGET_NAME = MOON\n LATITUDE_SYSTEM = OGRAPHIC\n LONGITUDE_SYSTEM = 360\n TARGDEF = /usgs/cpkgs/isis2/lsb/isisd/data/targets/moon_east.def.1\n End_Group = ISIS_TARGET\n Group = ISIS_GEOMETRY\n BASE_KERNELS = (/usgs/cpkgs/isis2/lsb/isisd/data/mk98264a.tls,\n /usgs/cpkgs/isis2/lsb/isisd/lodata/lo1_fict.tsc,\n /usgs/cpkgs/isis2/lsb/isisd/lodata/lo2_fict.tsc,\n /usgs/cpkgs/isis2/lsb/isisd/lodata/lo3_fict.tsc,\n /usgs/cpkgs/isis2/lsb/isisd/lodata/lo4_fict.tsc,\n /usgs/cpkgs/isis2/lsb/isisd/lodata/lo5_fict.tsc,\n /usgs/cpkgs/isis2/lsb/isisd/data/pck00005.tpc)\n SPACECRAFT_KERNELS = (/usgs/cpkgs/isis2/lsb/isisd/data/de405.bsp,\n /farm/proc1/lo/isislodata/lo3_support.bsp)\n CAMERA_KERNELS = /farm/proc1/lo/isislodata/lo3_support.bck\n CAMERA_KERNEL_TYPES = 1\n KERNLST = /farm/proc1/lo/isislodata/lo3_kernels.def.1\n NAIF_SOFTWARE_VERSION = CSPICE_N0058\n LEV_SOFTWARE_VERSION = LO_MED_1.0\n End_Group = ISIS_GEOMETRY\nEnd_Object = QUBE\nEND'

		%% Cell type:code id: tags:

		``` python
		with open(mini_image_fn, 'ab+') as f:
		b_reduced_image_data = image_data.tobytes()
		f.seek(0, 2)
		f.write(b'\n')
		f.write(b_reduced_image_data)
		```

		%% Cell type:code id: tags:

		``` python
		```

isis/notebooks/crop_lo_reimport.ipynb

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isis/notebooks/crop_marci.ipynb

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