whoops

def tes2numpy(msb_type, num_bytes, nelems=1):

    """

    Converts a MSB data type to a numpy datatype

    """

    valid_bytes = {

        'MSB_UNSIGNED_INTEGER': [1,2,4,8,16,32,64],

        'MSB_INTEGER': [1,2,4,8,16,32,64],

        'IEEE_REAL': [1,2,4,8,16,32,64],

        'CHARACTER': range(1,128),

        'MSB_BIT_STRING': range(1,128)

    }

    msb_bit_string_type = [('byte{}'.format(i), '>u1') for i in range(num_bytes)]

    dtype_map = {

        'MSB_UNSIGNED_INTEGER': '>u{}'.format(num_bytes),

        'MSB_INTEGER': '>i{}'.format(num_bytes),

        'IEEE_REAL': '>f{}'.format(num_bytes),

        'CHARACTER': 'a{}'.format(num_bytes),

        'MSB_BIT_STRING': msb_bit_string_type

    }

    if num_bytes not in valid_bytes[msb_type] and nelems == 1:

        raise Exception('invalid byte ({}) count for type ({})'.format(num_bytes, msb_type))

    if nelems > 1:

        # Must be an array

        return [('elem{}'.format(i), dtype_map[msb_type]) for i in range(nelems)]

    return dtype_map[msb_type]

tes_dtype_map = {'ATM': [('sclk_time', '>u4'),

  ('srf_pressure', '>u2'),

  ('nadir_pt',

   [('elem0', '>u2'),

    ('elem1', '>u2'),

    ('elem2', '>u2'),

    ('elem3', '>u2'),

    ('elem4', '>u2'),

    ('elem5', '>u2'),

    ('elem6', '>u2'),

    ('elem7', '>u2'),

    ('elem8', '>u2'),

    ('elem9', '>u2'),

    ('elem10', '>u2'),

    ('elem11', '>u2'),

    ('elem12', '>u2'),

    ('elem13', '>u2'),

    ('elem14', '>u2'),

    ('elem15', '>u2'),

    ('elem16', '>u2'),

    ('elem17', '>u2'),

    ('elem18', '>u2'),

    ('elem19', '>u2'),

    ('elem20', '>u2'),

    ('elem21', '>u2'),

    ('elem22', '>u2'),

    ('elem23', '>u2'),

    ('elem24', '>u2'),

    ('elem25', '>u2'),

    ('elem26', '>u2'),

    ('elem27', '>u2'),

    ('elem28', '>u2'),

    ('elem29', '>u2'),

    ('elem30', '>u2'),

    ('elem31', '>u2'),

    ('elem32', '>u2'),

    ('elem33', '>u2'),

    ('elem34', '>u2'),

    ('elem35', '>u2'),

    ('elem36', '>u2'),

    ('elem37', '>u2')]),

  ('co2_cont_temp', '>u2'),

  ('srf_temp_est', '>u2'),

  ('rms_pt', '>f4'),

  ('best_fit_opacities',

   [('elem0', '>i2'),

    ('elem1', '>i2'),

    ('elem2', '>i2'),

    ('elem3', '>i2'),

    ('elem4', '>i2'),

    ('elem5', '>i2'),

    ('elem6', '>i2'),

    ('elem7', '>i2'),

    ('elem8', '>i2')]),

  ('rms_opacities', '>f4'),

  ('co2_dw_flux', '>f4'),

  ('total_dw_flux', '>f4'),

  ('quality', [('byte0', '>u1'), ('byte1', '>u1')]),

  ('srf_radiance', '>i4'),

  ('version_id', 'a4')],

 'BOL': [('sclk_time', '>u4'),

  ('detector', '>u1'),

  ('tic_count', '>u1'),

  ('vbol', '>i2'),

  ('tbol', '>i2'),

  ('cal_vbol', '>f4'),

  ('lambert_alb', '>f4'),

  ('ti_bol', '>f4'),

  ('brightness_temp_bol', '>u2'),

  ('vbol_version_id', 'a2'),

  ('tbol_version_id', 'a2'),

  ('quality', [('byte0', '>u1'), ('byte1', '>u1')])],

 'GEO': [('sclk_time', '>u4'),

  ('detector', '>u1'),

  ('longitude', '>u2'),

  ('latitude', '>i2'),

  ('phase', '>u2'),

  ('emission', '>u2'),

  ('incidence', '>u2'),

  ('planetary_phase', '>u2'),

  ('heliocentric_lon', '>u2'),

  ('sub_sc_lon', '>u2'),

  ('sub_sc_lat', '>i2'),

  ('sub_solar_lon', '>u2'),

  ('sub_solar_lat', '>i2'),

  ('target_distance', '>u2'),

  ('height', '>u2'),

  ('altitude', '>u2'),

  ('local_time', '>u2'),

  ('solar_distance', '>u2'),

  ('angular_semidiameter', '>u2'),

  ('version_id', 'a4')],

 'IFG': [('sclk_time', '>u4'), ('detector', '>u1'), ('ifgm', '>i4')],

 'OBS': [('sclk_time', '>u4'),

  ('orbit', '>u2'),

  ('ock', '>u2'),

  ('ick', '>u4'),

  ('tic', '>u1'),

  ('pnt_angle', '>i2'),

  ('pnt_imc', '>u1'),

  ('pnt_view', 'a1'),

  ('scan_len', 'a1'),

  ('pckt_type', 'a1'),

  ('schedule_type', 'a1'),

  ('spc_gain', 'a1'),

  ('vbol_gain', 'a1'),

  ('tbol_gain', 'a1'),

  ('comp_pp', '>u1'),

  ('det_mask', '>u1'),

  ('class',

   [('byte0', '>u1'), ('byte1', '>u1'), ('byte2', '>u1'), ('byte3', '>u1')]),

  ('quality',

   [('byte0', '>u1'), ('byte1', '>u1'), ('byte2', '>u1'), ('byte3', '>u1')]),

  ('temps',

   [('elem0', '>u2'), ('elem1', '>u2'), ('elem2', '>u2'), ('elem3', '>u2')]),

  ('ffti', '>u1')],

 'POS': [('sclk_time', '>u4'),

  ('et', '>f8'),

  ('pos', [('elem0', '>f4'), ('elem1', '>f4'), ('elem2', '>f4')]),

  ('sun', [('elem0', '>f4'), ('elem1', '>f4'), ('elem2', '>f4')]),

  ('quat',

   [('elem0', '>f4'), ('elem1', '>f4'), ('elem2', '>f4'), ('elem3', '>f4')]),

  ('id', [('elem0', 'a1'), ('elem1', 'a1')])],

 'RAD': [('sclk_time', '>u4'),

  ('detector', '>u1'),

  ('spectral_mask', '>u1'),

  ('cmode', '>u2'),

  ('raw_rad', '>i4'),

  ('cal_rad', '>i4'),

  ('tdet', '>u2'),

  ('target_temp', '>u2'),

  ('ti_spc', '>f4'),

  ('version_id', 'a4'),

  ('quality',

   [('byte0', '>u1'), ('byte1', '>u1'), ('byte2', '>u1'), ('byte3', '>u1')])],

 'TLM': [('sclk_time', '>u4'),

  ('aux_temps',

   [('elem0', '>u2'),

    ('elem1', '>u2'),

    ('elem2', '>u2'),

    ('elem3', '>u2'),

    ('elem4', '>u2'),

    ('elem5', '>u2'),

    ('elem6', '>u2'),

    ('elem7', '>u2'),

    ('elem8', '>u2'),

    ('elem9', '>u2'),

    ('elem10', '>u2'),

    ('elem11', '>u2')]),

  ('ifgm_max',

   [('elem0', '>i2'),

    ('elem1', '>i2'),

    ('elem2', '>i2'),

    ('elem3', '>i2'),

    ('elem4', '>i2'),

    ('elem5', '>i2')]),

  ('ifgm_min',

   [('elem0', '>i2'),

    ('elem1', '>i2'),

    ('elem2', '>i2'),

    ('elem3', '>i2'),

    ('elem4', '>i2'),

    ('elem5', '>i2')]),

  ('dsp_log',

   [('elem0', '>u2'),

    ('elem1', '>u2'),

    ('elem2', '>u2'),

    ('elem3', '>u2'),

    ('elem4', '>u2'),

    ('elem5', '>u2')]),

  ('V1', '>i1'),

  ('V2', '>i1'),

  ('V3', '>i1'),

  ('V4', '>i1'),

  ('V5', '>i1'),

  ('V6', '>i1'),

  ('V7', '>i1'),

  ('V8', '>i1'),

  ('V9', '>i1'),

  ('V10', '>i1'),

  ('V11', '>i1'),

  ('V12', '>i1'),

  ('V13', '>i1'),

  ('V14', '>i1'),

  ('V15', '>i1'),

  ('V16', '>i1'),

  ('V17', '>i1'),

  ('V18', '>i1'),

  ('V19', '>i1'),

  ('V20', '>i1'),

  ('neon_lamp', '>u1'),

  ('neon_gain', 'a1'),

  ('neon_amp', '>i1'),

  ('neon_zpd', '>u2'),

  ('ifgm_zpd',

   [('elem0', '>u2'),

    ('elem1', '>u2'),

    ('elem2', '>u2'),

    ('elem3', '>u2'),

    ('elem4', '>u2'),

    ('elem5', '>u2')]),

  ('ifgm_end',

   [('elem0', '>u2'),

    ('elem1', '>u2'),

    ('elem2', '>u2'),

    ('elem3', '>u2'),

    ('elem4', '>u2'),

    ('elem5', '>u2')])]}

tes_columns = {'ATM': ['sclk_time',

  'srf_pressure',

  'nadir_pt',

  'co2_cont_temp',

  'srf_temp_est',

  'rms_pt',

  'best_fit_opacities',

  'rms_opacities',

  'co2_dw_flux',

  'total_dw_flux',

  'quality',

  'srf_radiance',

  'version_id'],

 'BOL': ['sclk_time',

  'detector',

  'tic_count',

  'vbol',

  'tbol',

  'cal_vbol',

  'lambert_alb',

  'ti_bol',

  'brightness_temp_bol',

  'vbol_version_id',

  'tbol_version_id',

  'quality'],

 'GEO': ['sclk_time',

  'detector',

  'longitude',

  'latitude',

  'phase',

  'emission',

  'incidence',

  'planetary_phase',

  'heliocentric_lon',

  'sub_sc_lon',

  'sub_sc_lat',

  'sub_solar_lon',

  'sub_solar_lat',

  'target_distance',

  'height',

  'altitude',

  'local_time',

  'solar_distance',

  'angular_semidiameter',

  'version_id'],

 'IFG': ['sclk_time', 'detector', 'ifgm'],

 'OBS': ['sclk_time',

  'orbit',

  'ock',

  'ick',

  'tic',

  'pnt_angle',

  'pnt_imc',

  'pnt_view',

  'scan_len',

  'pckt_type',

  'schedule_type',

  'spc_gain',

  'vbol_gain',

  'tbol_gain',

  'comp_pp',

  'det_mask',

  'class',

  'quality',

  'temps',

  'ffti'],

 'POS': ['sclk_time', 'et', 'pos', 'sun', 'quat', 'id'],

 'RAD': ['sclk_time',

  'detector',

  'spectral_mask',

  'cmode',

  'raw_rad',

  'cal_rad',

  'tdet',

  'target_temp',

  'ti_spc',

  'version_id',

  'quality'],

 'TLM': ['sclk_time',

  'aux_temps',

  'ifgm_max',

  'ifgm_min',

  'dsp_log',

  'V1',

  'V2',

  'V3',

  'V4',

  'V5',

  'V6',

  'V7',

  'V8',

  'V9',

  'V10',

  'V11',

  'V12',

  'V13',

  'V14',

  'V15',

  'V16',

  'V17',

  'V18',

  'V19',

  'V20',

  'neon_lamp',

  'neon_gain',

  'neon_amp',

  'neon_zpd',

  'ifgm_zpd',

  'ifgm_end']}

tes_scaling_factors = {'ATM': {'best_fit_opacities': 0.001,

  'co2_cont_temp': 0.01,

  'nadir_pt': 0.01,

  'srf_pressure': 0.001,

  'srf_temp_est': 0.01},

 'BOL': {'brightness_temp_bol': 0.01,

  'tbol': 0.000152587890625,

  'vbol': 0.000152587890625},

 'CMP': {},

 'GEO': {'angular_semidiameter': 0.01,

  'emission': 0.01,

  'height': 0.01,

  'heliocentric_lon': 0.01,

  'incidence': 0.01,

  'latitude': 0.01,

  'local_time': 0.001,

  'longitude': 0.01,

  'phase': 0.01,

  'planetary_phase': 0.01,

  'solar_distance': 10000,

  'sub_sc_lat': 0.01,

  'sub_sc_lon': 0.01,

  'sub_solar_lat': 0.01,

  'sub_solar_lon': 0.01},

 'IFG': {},

 'OBS': {'pnt_angle': 0.046875, 'temps': 0.01},

 'PCT': {},

 'POS': {},

 'RAD': {'target_temp': 0.01, 'tdet': 0.01},

 'TLM': {'V1': 3.90625,

  'V10': -0.15625,

  'V11': 0.0976055,

  'V12': -0.0985813,

  'V13': 0.976562,

  'V14': 0.0648437,

  'V15': 0.045727,

  'V16': 0.0480992,

  'V17': 0.0478277,

  'V18': 0.0488039,

  'V19': 0.141966,

  'V2': 1.95312,

  'V20': -0.149688,

  'V3': 0.278906,

  'V4': 0.278906,

  'V5': 4.45312,

  'V6': 0.652344,

  'V7': 0.119457,

  'V8': -0.103067,

  'V9': 0.15576,

  'aux_temps': 0.01,

  'ifgm_max': 0.000152587890625,

  'ifgm_min': 0.000152587890625}}