Generate diagnostics over the SLSTR MDB content

This notebook produces quality and performance diagnistics of the different SLSTR SST algorithms. It is based on the diagnostics define for CCI SST project by Gary Corlett (Univ. of Leicester).

%matplotlib inline

from s3analysis.slstr.mdb.slstrmdb import SLSTRMDB, ALGO_CODE
from s3analysis.slstr.mdb.plot import *
import datetime
import numpy
import pandas as pd

# ====================
# DEFINE HERE SETTINGS
# ====================

# ========== DEFINE HERE THE LOCATION OF THE MDB FILES =========
MDB_ID = 's3a_slstr_ope'

# init mdb from config file
mdb = SLSTRMDB(identifier=MDB_ID)

insitu_source = "cmems_drifter"

# print info
print str(mdb)

# ========== DEFINE HERE THE TIME FRAME =========

start = datetime.datetime(2017, 4, 1)
end = datetime.datetime(2018, 2, 28)

# ========== PROCESS IN SITU ==========

# read the closest value to surface with minimum quality >= 4
insitu_fields = ['lat', 'lon', 'time', 'water_temperature', 'solar_zenith_angle', 'meas_depth']
insitu_data = mdb.read_insitu_data(
    insitu_source, start, insitu_fields, min_quality=4,
    closest_to_surface=True, end=end
    )

# invalidate measurements where depth is beyond 5.0 m
insitu_data['water_temperature'] = numpy.ma.masked_where(
    insitu_data['meas_depth'] > 5., insitu_data['water_temperature']
    )

# ========== READ SATELLITE ==========

slstr_fields = {
    'WCT': [
        'dynamic_target_center_index',
        'dynamic_target_distance',
        'dynamic_target_time_difference',
        'N2_sea_surface_temperature',
        'N3_sea_surface_temperature',
        'D2_sea_surface_temperature',
        'D3_sea_surface_temperature',
        'confidence_in',
        'confidence_io',
        'cloud_in',
        'cloud_io',
        'sat_zenith_tn',
        'solar_zenith_tn',
        'total_column_water_vapour_tx',
        'v_wind_tx',
        'u_wind_tx',
        'sea_ice_fraction_tx',
        't_series',
        'time'
        ],
    'WST': [
        'quality_level',
        'satellite_zenith_angle',
        '',
        'sea_surface_temperature',
        'sst_algorithm_type',
        'sst_theoretical_uncertainty',
        'dt_analysis',
#        'time'
        ]
}

# read the satellite match-up part
# don't use any of the default filters from config file (forcing: filters={})
# so that we get all match-ups
# just use the distance filter to remove out of swath match-ups
slstr_data = mdb.read_satellite_data(
    insitu_source,
    start,
    end=end,
    dataset_fields=slstr_fields,
    max_distance=1000.,
    filters={}
    )

print "Initial number of match-ups : ", insitu_data['time'].shape

WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/104/cmems_drifter_20170414
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/106/cmems_drifter_20170416
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/107/cmems_drifter_20170417
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/109/cmems_drifter_20170419
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/110/cmems_drifter_20170420
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/111/cmems_drifter_20170421
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/112/cmems_drifter_20170422
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/113/cmems_drifter_20170423
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/114/cmems_drifter_20170424
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/115/cmems_drifter_20170425
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/144/cmems_drifter_20170524
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/158/cmems_drifter_20170607
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/172/cmems_drifter_20170621
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/174/cmems_drifter_20170623

root: /home/cercache/project/s3vt/
cloud mask : ['1.37_threshold', 'gross_cloud', 'thin_cirrus', 'medium_high', '11_12_view_difference', '3.7_11_view_difference', 'fog_low_stratus', '11_spatial_coherence']

WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/180/cmems_drifter_20170629
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/181/cmems_drifter_20170630
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/182/cmems_drifter_20170701
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/193/cmems_drifter_20170712
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/204/cmems_drifter_20170723
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/205/cmems_drifter_20170724
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/206/cmems_drifter_20170725
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/213/cmems_drifter_20170801
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/214/cmems_drifter_20170802
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/215/cmems_drifter_20170803
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2018/047/cmems_drifter_20180216
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2018/048/cmems_drifter_20180217
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2018/049/cmems_drifter_20180218

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File: /home/cercache/project/s3vt/2018/031/S3A_SL_2_WCT_cmems_drifter_20180131060000_20180131120000.nc
File: /home/cercache/project/s3vt/2018/031/S3A_SL_2_WCT_cmems_drifter_20180131000000_20180131060000.nc
File: /home/cercache/project/s3vt/2018/032/S3A_SL_2_WCT_cmems_drifter_20180201180000_20180202000000.nc
File: /home/cercache/project/s3vt/2018/032/S3A_SL_2_WCT_cmems_drifter_20180201120000_20180201180000.nc
File: /home/cercache/project/s3vt/2018/032/S3A_SL_2_WCT_cmems_drifter_20180201060000_20180201120000.nc
File: /home/cercache/project/s3vt/2018/032/S3A_SL_2_WCT_cmems_drifter_20180201000000_20180201060000.nc
File: /home/cercache/project/s3vt/2018/033/S3A_SL_2_WCT_cmems_drifter_20180202180000_20180203000000.nc
File: /home/cercache/project/s3vt/2018/033/S3A_SL_2_WCT_cmems_drifter_20180202120000_20180202180000.nc
File: /home/cercache/project/s3vt/2018/033/S3A_SL_2_WCT_cmems_drifter_20180202060000_20180202120000.nc
File: /home/cercache/project/s3vt/2018/033/S3A_SL_2_WCT_cmems_drifter_20180202000000_20180202060000.nc
File: /home/cercache/project/s3vt/2018/034/S3A_SL_2_WCT_cmems_drifter_20180203180000_20180204000000.nc
File: /home/cercache/project/s3vt/2018/034/S3A_SL_2_WCT_cmems_drifter_20180203120000_20180203180000.nc
File: /home/cercache/project/s3vt/2018/034/S3A_SL_2_WCT_cmems_drifter_20180203060000_20180203120000.nc
File: /home/cercache/project/s3vt/2018/034/S3A_SL_2_WCT_cmems_drifter_20180203000000_20180203060000.nc
File: /home/cercache/project/s3vt/2018/035/S3A_SL_2_WCT_cmems_drifter_20180204180000_20180205000000.nc
File: /home/cercache/project/s3vt/2018/035/S3A_SL_2_WCT_cmems_drifter_20180204120000_20180204180000.nc
File: /home/cercache/project/s3vt/2018/035/S3A_SL_2_WCT_cmems_drifter_20180204060000_20180204120000.nc
File: /home/cercache/project/s3vt/2018/035/S3A_SL_2_WCT_cmems_drifter_20180204000000_20180204060000.nc
File: /home/cercache/project/s3vt/2018/036/S3A_SL_2_WCT_cmems_drifter_20180205180000_20180206000000.nc
File: /home/cercache/project/s3vt/2018/036/S3A_SL_2_WCT_cmems_drifter_20180205120000_20180205180000.nc
File: /home/cercache/project/s3vt/2018/036/S3A_SL_2_WCT_cmems_drifter_20180205060000_20180205120000.nc
File: /home/cercache/project/s3vt/2018/036/S3A_SL_2_WCT_cmems_drifter_20180205000000_20180205060000.nc
File: /home/cercache/project/s3vt/2018/037/S3A_SL_2_WCT_cmems_drifter_20180206180000_20180207000000.nc
File: /home/cercache/project/s3vt/2018/037/S3A_SL_2_WCT_cmems_drifter_20180206120000_20180206180000.nc
File: /home/cercache/project/s3vt/2018/037/S3A_SL_2_WCT_cmems_drifter_20180206060000_20180206120000.nc
File: /home/cercache/project/s3vt/2018/037/S3A_SL_2_WCT_cmems_drifter_20180206000000_20180206060000.nc
File: /home/cercache/project/s3vt/2018/038/S3A_SL_2_WCT_cmems_drifter_20180207180000_20180208000000.nc
File: /home/cercache/project/s3vt/2018/038/S3A_SL_2_WCT_cmems_drifter_20180207120000_20180207180000.nc
File: /home/cercache/project/s3vt/2018/038/S3A_SL_2_WCT_cmems_drifter_20180207060000_20180207120000.nc
File: /home/cercache/project/s3vt/2018/038/S3A_SL_2_WCT_cmems_drifter_20180207000000_20180207060000.nc
File: /home/cercache/project/s3vt/2018/039/S3A_SL_2_WCT_cmems_drifter_20180208180000_20180209000000.nc
File: /home/cercache/project/s3vt/2018/039/S3A_SL_2_WCT_cmems_drifter_20180208120000_20180208180000.nc
File: /home/cercache/project/s3vt/2018/039/S3A_SL_2_WCT_cmems_drifter_20180208060000_20180208120000.nc
File: /home/cercache/project/s3vt/2018/039/S3A_SL_2_WCT_cmems_drifter_20180208000000_20180208060000.nc
File: /home/cercache/project/s3vt/2018/040/S3A_SL_2_WCT_cmems_drifter_20180209180000_20180210000000.nc
File: /home/cercache/project/s3vt/2018/040/S3A_SL_2_WCT_cmems_drifter_20180209120000_20180209180000.nc
File: /home/cercache/project/s3vt/2018/040/S3A_SL_2_WCT_cmems_drifter_20180209060000_20180209120000.nc
File: /home/cercache/project/s3vt/2018/040/S3A_SL_2_WCT_cmems_drifter_20180209000000_20180209060000.nc
File: /home/cercache/project/s3vt/2018/041/S3A_SL_2_WCT_cmems_drifter_20180210180000_20180211000000.nc
File: /home/cercache/project/s3vt/2018/041/S3A_SL_2_WCT_cmems_drifter_20180210120000_20180210180000.nc
File: /home/cercache/project/s3vt/2018/041/S3A_SL_2_WCT_cmems_drifter_20180210060000_20180210120000.nc
File: /home/cercache/project/s3vt/2018/041/S3A_SL_2_WCT_cmems_drifter_20180210000000_20180210060000.nc
File: /home/cercache/project/s3vt/2018/042/S3A_SL_2_WCT_cmems_drifter_20180211180000_20180212000000.nc
File: /home/cercache/project/s3vt/2018/042/S3A_SL_2_WCT_cmems_drifter_20180211120000_20180211180000.nc
File: /home/cercache/project/s3vt/2018/042/S3A_SL_2_WCT_cmems_drifter_20180211060000_20180211120000.nc
File: /home/cercache/project/s3vt/2018/042/S3A_SL_2_WCT_cmems_drifter_20180211000000_20180211060000.nc
File: /home/cercache/project/s3vt/2018/043/S3A_SL_2_WCT_cmems_drifter_20180212180000_20180213000000.nc
File: /home/cercache/project/s3vt/2018/043/S3A_SL_2_WCT_cmems_drifter_20180212120000_20180212180000.nc
File: /home/cercache/project/s3vt/2018/043/S3A_SL_2_WCT_cmems_drifter_20180212060000_20180212120000.nc
File: /home/cercache/project/s3vt/2018/043/S3A_SL_2_WCT_cmems_drifter_20180212000000_20180212060000.nc
File: /home/cercache/project/s3vt/2018/044/S3A_SL_2_WCT_cmems_drifter_20180213180000_20180214000000.nc
File: /home/cercache/project/s3vt/2018/044/S3A_SL_2_WCT_cmems_drifter_20180213120000_20180213180000.nc
File: /home/cercache/project/s3vt/2018/044/S3A_SL_2_WCT_cmems_drifter_20180213060000_20180213120000.nc
File: /home/cercache/project/s3vt/2018/044/S3A_SL_2_WCT_cmems_drifter_20180213000000_20180213060000.nc
File: /home/cercache/project/s3vt/2018/045/S3A_SL_2_WCT_cmems_drifter_20180214180000_20180215000000.nc
File: /home/cercache/project/s3vt/2018/045/S3A_SL_2_WCT_cmems_drifter_20180214120000_20180214180000.nc
File: /home/cercache/project/s3vt/2018/045/S3A_SL_2_WCT_cmems_drifter_20180214060000_20180214120000.nc
File: /home/cercache/project/s3vt/2018/045/S3A_SL_2_WCT_cmems_drifter_20180214000000_20180214060000.nc
File: /home/cercache/project/s3vt/2018/046/S3A_SL_2_WCT_cmems_drifter_20180215060000_20180215120000.nc
File: /home/cercache/project/s3vt/2018/046/S3A_SL_2_WCT_cmems_drifter_20180215000000_20180215060000.nc
File: /home/cercache/project/s3vt/2018/050/S3A_SL_2_WCT_cmems_drifter_20180219180000_20180220000000.nc
File: /home/cercache/project/s3vt/2018/050/S3A_SL_2_WCT_cmems_drifter_20180219120000_20180219180000.nc
File: /home/cercache/project/s3vt/2018/050/S3A_SL_2_WCT_cmems_drifter_20180219060000_20180219120000.nc
File: /home/cercache/project/s3vt/2018/051/S3A_SL_2_WCT_cmems_drifter_20180220180000_20180221000000.nc
File: /home/cercache/project/s3vt/2018/051/S3A_SL_2_WCT_cmems_drifter_20180220120000_20180220180000.nc
File: /home/cercache/project/s3vt/2018/051/S3A_SL_2_WCT_cmems_drifter_20180220060000_20180220120000.nc
File: /home/cercache/project/s3vt/2018/051/S3A_SL_2_WCT_cmems_drifter_20180220000000_20180220060000.nc
File: /home/cercache/project/s3vt/2018/052/S3A_SL_2_WCT_cmems_drifter_20180221180000_20180222000000.nc
File: /home/cercache/project/s3vt/2018/052/S3A_SL_2_WCT_cmems_drifter_20180221120000_20180221180000.nc
File: /home/cercache/project/s3vt/2018/052/S3A_SL_2_WCT_cmems_drifter_20180221060000_20180221120000.nc
File: /home/cercache/project/s3vt/2018/052/S3A_SL_2_WCT_cmems_drifter_20180221000000_20180221060000.nc
File: /home/cercache/project/s3vt/2018/053/S3A_SL_2_WCT_cmems_drifter_20180222180000_20180223000000.nc
File: /home/cercache/project/s3vt/2018/053/S3A_SL_2_WCT_cmems_drifter_20180222120000_20180222180000.nc
File: /home/cercache/project/s3vt/2018/053/S3A_SL_2_WCT_cmems_drifter_20180222060000_20180222120000.nc
File: /home/cercache/project/s3vt/2018/053/S3A_SL_2_WCT_cmems_drifter_20180222000000_20180222060000.nc
File: /home/cercache/project/s3vt/2018/054/S3A_SL_2_WCT_cmems_drifter_20180223180000_20180224000000.nc
File: /home/cercache/project/s3vt/2018/054/S3A_SL_2_WCT_cmems_drifter_20180223120000_20180223180000.nc
File: /home/cercache/project/s3vt/2018/054/S3A_SL_2_WCT_cmems_drifter_20180223060000_20180223120000.nc
File: /home/cercache/project/s3vt/2018/054/S3A_SL_2_WCT_cmems_drifter_20180223000000_20180223060000.nc
File: /home/cercache/project/s3vt/2018/055/S3A_SL_2_WCT_cmems_drifter_20180224180000_20180225000000.nc
File: /home/cercache/project/s3vt/2018/055/S3A_SL_2_WCT_cmems_drifter_20180224120000_20180224180000.nc
File: /home/cercache/project/s3vt/2018/055/S3A_SL_2_WCT_cmems_drifter_20180224060000_20180224120000.nc
File: /home/cercache/project/s3vt/2018/055/S3A_SL_2_WCT_cmems_drifter_20180224000000_20180224060000.nc
File: /home/cercache/project/s3vt/2018/056/S3A_SL_2_WCT_cmems_drifter_20180225180000_20180226000000.nc
File: /home/cercache/project/s3vt/2018/056/S3A_SL_2_WCT_cmems_drifter_20180225120000_20180225180000.nc
File: /home/cercache/project/s3vt/2018/056/S3A_SL_2_WCT_cmems_drifter_20180225060000_20180225120000.nc
File: /home/cercache/project/s3vt/2018/056/S3A_SL_2_WCT_cmems_drifter_20180225000000_20180225060000.nc
File: /home/cercache/project/s3vt/2018/057/S3A_SL_2_WCT_cmems_drifter_20180226180000_20180227000000.nc
File: /home/cercache/project/s3vt/2018/057/S3A_SL_2_WCT_cmems_drifter_20180226120000_20180226180000.nc
File: /home/cercache/project/s3vt/2018/057/S3A_SL_2_WCT_cmems_drifter_20180226060000_20180226120000.nc
File: /home/cercache/project/s3vt/2018/057/S3A_SL_2_WCT_cmems_drifter_20180226000000_20180226060000.nc
File: /home/cercache/project/s3vt/2018/058/S3A_SL_2_WCT_cmems_drifter_20180227180000_20180228000000.nc
File: /home/cercache/project/s3vt/2018/058/S3A_SL_2_WCT_cmems_drifter_20180227120000_20180227180000.nc
File: /home/cercache/project/s3vt/2018/058/S3A_SL_2_WCT_cmems_drifter_20180227060000_20180227120000.nc
File: /home/cercache/project/s3vt/2018/058/S3A_SL_2_WCT_cmems_drifter_20180227000000_20180227060000.nc
File: /home/cercache/project/s3vt/2018/059/S3A_SL_2_WCT_cmems_drifter_20180228180000_20180301000000.nc
File: /home/cercache/project/s3vt/2018/059/S3A_SL_2_WCT_cmems_drifter_20180228120000_20180228180000.nc
File: /home/cercache/project/s3vt/2018/059/S3A_SL_2_WCT_cmems_drifter_20180228060000_20180228120000.nc
File: /home/cercache/project/s3vt/2018/059/S3A_SL_2_WCT_cmems_drifter_20180228000000_20180228060000.nc

WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/104/cmems_drifter_20170414
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/106/cmems_drifter_20170416
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/107/cmems_drifter_20170417
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/109/cmems_drifter_20170419
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/110/cmems_drifter_20170420
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/111/cmems_drifter_20170421
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/112/cmems_drifter_20170422
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/113/cmems_drifter_20170423
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/114/cmems_drifter_20170424
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/115/cmems_drifter_20170425
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/144/cmems_drifter_20170524
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/158/cmems_drifter_20170607
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/172/cmems_drifter_20170621
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/174/cmems_drifter_20170623
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/180/cmems_drifter_20170629
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/181/cmems_drifter_20170630
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/182/cmems_drifter_20170701
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/193/cmems_drifter_20170712
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/204/cmems_drifter_20170723
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/205/cmems_drifter_20170724
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/206/cmems_drifter_20170725
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/213/cmems_drifter_20170801
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/214/cmems_drifter_20170802
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2017/215/cmems_drifter_20170803
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2018/047/cmems_drifter_20180216
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2018/048/cmems_drifter_20180217
WARNING:root:No MDB files found for cmems_drifter with pattern /home/cercache/project/s3vt/2018/049/cmems_drifter_20180218
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
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WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx
WARNING:root:distance masking skipped for v_wind_tx
WARNING:root:distance masking skipped for u_wind_tx

Initial number of match-ups :  (627248,)

# --------------------------------------------------------------------
# miscelleanous filters and reductions of the initial match-up dataset
# --------------------------------------------------------------------

slstr_data = mdb.add_wind_speed(slstr_data)

# keep only the match-up where the in situ time and in situ time is defined
# --------------------------------------------------------------------

invalid_time = (
    numpy.ma.getmaskarray(slstr_data['WCT']['time']) |
    numpy.ma.getmaskarray(insitu_data['time'])
    )
mdb.reduce(insitu_data, slstr_data, ~invalid_time)

print "Number of match-ups after invalid time filtering : ", insitu_data['time'].shape


# keep only the match-ups that meet some conditions on WCT content
# across_track_range=[0,1500],
# min_wind_speed=6.0, > DEACTIVATED
# max_sat_zen=55. > DEACTIVATED
# --------------------------------------------------------------------

wct_selection = mdb.get_wct_selection(
    slstr_data,
    min_wind_speed=0.,
    max_sat_zen=90.
)
mdb.reduce(insitu_data, slstr_data, wct_selection)

print "Number of match-ups after geophysical and sensor geometry filters on WCT : ", insitu_data['time'].shape


# keep only the match-ups that meet some conditions on WST content
# dt_analysis < 5.
# min_quality_level = 2
# in situ SST defined
# --------------------------------------------------------------------

wst_selection = mdb.get_wst_selection(
    slstr_data,
    insitu_data,
    dt_thresh=5.,
    min_quality_level=2
)
mdb.reduce(insitu_data, slstr_data, wst_selection)

print "Number of match-ups after geophysical and sensor geometry filters on WST : ", insitu_data['time'].shape




# additional filter on time difference
# --------------------------------------------------------------------

insitu_times = pd.to_datetime(insitu_data['time'], unit='s', origin='1981-01-01')
slstr_times = pd.to_datetime(slstr_data['WCT']['time'], unit='us', origin='2000-01-01')

time_difference = (
    insitu_times - slstr_times
).total_seconds()
slstr_data['WCT']['relative_time_difference'] = time_difference

mdb.reduce(insitu_data, slstr_data, (time_difference <= 14400) & (time_difference >= -14400))

print "Number of match-ups after match-up time difference filter : ", insitu_data['time'].shape

# filter on summary cloud flag
# --------------------------------------------------------------------

cloudy = (
    ((slstr_data['WCT']['confidence_io'] & 16384) > 0) |
    ((slstr_data['WCT']['confidence_in'] & 16384) > 0)
).filled(False)

mdb.reduce(insitu_data, slstr_data, ~cloudy)

print "Number of match-ups after cloud filter : ", insitu_data['time'].shape

# @ TODO
# abs(dt_calc_exp) le dt_thresh
# --------------------------------------------------------------------


# selection filters
# stratify the match-ups with respect to the algorithm and day/night conditions
# --------------------------------------------------------------------
n2day, n2night, n3night, d2day, d2night, d3night = mdb.get_algo_type_masks(slstr_data, use_wst_filter=False)

n2_sst_diff = slstr_data['WCT']["N2_sea_surface_temperature"] - insitu_data['water_temperature'] - 273.15
n3_sst_diff = slstr_data['WCT']["N3_sea_surface_temperature"] - insitu_data['water_temperature'] - 273.15
d2_sst_diff = slstr_data['WCT']["D2_sea_surface_temperature"] - insitu_data['water_temperature'] - 273.15
d3_sst_diff = slstr_data['WCT']["D3_sea_surface_temperature"] - insitu_data['water_temperature'] - 273.15

diff_sst = [
    n2_sst_diff,
    n2_sst_diff,
    n3_sst_diff,
    d2_sst_diff,
    d2_sst_diff,
    d3_sst_diff
]
algos = [n2day, n2night, n3night, d2day, d2night, d3night]

Number of match-ups after invalid time filtering :  (600571,)
Number of match-ups after geophysical and sensor geometry filters on WCT :  (570942,)

/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/s3analysis/slstr/mdb/slstrmdb.py:244: RuntimeWarning: invalid value encountered in greater_equal
  (numpy.ma.fabs(matchups['WST']["dt_analysis"]) <= dt_thresh) &

Number of match-ups after geophysical and sensor geometry filters on WST :  (59621,)
Number of match-ups after match-up time difference filter :  (59621,)
Number of match-ups after cloud filter :  (59364,)

# generic settings for plots
INSITU_LABEL = {
    'cmems_drifter': 'drifter',
    'cmems_argo': 'argo',
    'cmems_moored': 'mooring'
    }

SAVE_FIGURE = True

# structure for the naming of the plot files
SAVE_ARGS = {
    'start': start,
    'end': end,
    'parameter': None,
    'mdb': MDB_ID,
    'insitu_source': insitu_source,
    'selection_filter': None
    }

DATE_FMT = "%Y-%m-%d"

# generic title for plots featuring all algorithm selection
all_algo_title = r'SLSTR WCT SST$_{skin}$ vs %s$_{depth}$' % INSITU_LABEL[insitu_source] + ' from %s to %s' % (
    start.strftime(DATE_FMT),
    end.strftime(DATE_FMT)
    )
per_algo_title = [
    r'SLSTR WCT %s SST$_{skin}$ vs in %s$_{depth}$' %  (_, INSITU_LABEL[insitu_source]) + '  from %s to %s' % (start.strftime(DATE_FMT), end.strftime(DATE_FMT))
    for _ in ALGO_LABEL
]

# latitude dependance
SAVE_ARGS['parameter'] = 'latitude'

plot_dependency(
    slstr_data['WST']["lat"], diff_sst, 'Latitude / degrees', 'Median / K', [-75, 85.], 5.0, algos,
    title=all_algo_title,
    save=SAVE_FIGURE,
    save_args=SAVE_ARGS
    )

# wind speed dependance
SAVE_ARGS['parameter'] = 'wind'

plot_dependency(
    slstr_data['WCT']['wind_tx'], diff_sst, 'NWP wind speed / m s-1', 'Median / K', [6, 20.], 0.5, algos,
    title=all_algo_title,
    save=True,
    save_args=SAVE_ARGS
    )

# solar zenith angle
SAVE_ARGS['parameter'] = 'solzen'

plot_dependency(
    slstr_data['WCT']["solar_zenith_tn"], diff_sst,
    'Solar zenith angle / degrees', 'Median / K', [20., 160.], 2.5, algos,
    title=all_algo_title,
    save=True,
    save_args=SAVE_ARGS
    )

# across-track dependance
SAVE_ARGS['parameter'] = 'acrosstrack'

plot_dependency(
    slstr_data['WCT']["dynamic_target_center_index"][:, 1], diff_sst,
    'Across-track index', 'Median / K', [0, 1499], 50, algos,
    title=all_algo_title,
    save=True,
    save_args=SAVE_ARGS
    )

# time difference dependance
SAVE_ARGS['parameter'] = 'timedifference'

plot_dependency(
    - slstr_data['WCT']["relative_time_difference"] / 3600., diff_sst,
    'Time difference (in situ - sat) / hour', 'Median / K', [-4., 4.], 0.125, algos,
    title=all_algo_title,
    save=True,
    save_args=SAVE_ARGS
    )

# total water vapour content
SAVE_ARGS['parameter'] = 'twvc'

plot_dependency(
    slstr_data['WCT']["total_column_water_vapour_tx"], diff_sst,
    r'NWP TCWV / kg s$^{-2}$', 'Median / K', [0., 60.], 5., algos,
    title=all_algo_title,
    save=True,
    save_args=SAVE_ARGS
    )

# satellite zenith angle
SAVE_ARGS['parameter'] = 'satzen'

plot_dependency(
    slstr_data['WCT']["sat_zenith_tn"], diff_sst,
    'Satellite Zenith Angle / degrees', 'Median / K', [0., 60.], 1., algos,
    title=all_algo_title,
    save=True,
    save_args=SAVE_ARGS
    )

# Time series
pdtimes = pd.to_datetime(
            insitu_data['time'],
            unit='s', origin='1981-01-01'
            )

plot_timeseries(
        diff_sst, pdtimes,
        algos,
        resampling="1D",
        title=all_algo_title, ylimit=[-1., 1.],
        save=SAVE_FIGURE, save_args=SAVE_ARGS
        )

plot_timeseries(
        diff_sst, pdtimes,
        algos,
        resampling="5D",
        title=all_algo_title, ylimit=[-1., 1.],
        save=SAVE_FIGURE, save_args=SAVE_ARGS
        )

plot_timeseries(
        diff_sst, pdtimes,
        algos,
        resampling="1M",
        title=all_algo_title, ylimit=[-1., 1.],
        save=SAVE_FIGURE, save_args=SAVE_ARGS
        )

# map and hovemuller for each match-up selection

k = 0
SAVE_ARGS['selection_filter'] = ALGO_CODE[k]

plot_map_diff(
    diff_sst[k][algos[k]],
    insitu_data["lon"][algos[k]],
    insitu_data["lat"][algos[k]],
    title=per_algo_title[k],
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )
plot_hovmuller(
    numpy.ma.array(diff_sst[k][algos[k]]), insitu_times[algos[k]],
    insitu_data["lat"],
    title=per_algo_title[k],
    xlabel = "SST difference / K",
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )

/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/pandas/core/indexes/datetimelike.py:296: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59621 but corresponding boolean dimension is 59364
  result = getitem(key)
/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3158: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 28470
  dout = self.data[indx]
/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3213: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 28470
  dout._mask = _mask[indx]

k = 1
SAVE_ARGS['selection_filter'] = ALGO_CODE[k]

plot_map_diff(
    diff_sst[k][algos[k]],
    insitu_data["lon"][algos[k]],
    insitu_data["lat"][algos[k]],
    title=per_algo_title[k],
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )
plot_hovmuller(
    numpy.ma.array(diff_sst[k][algos[k]]), pdtimes[algos[k]],
    insitu_data["lat"],
    title=per_algo_title[k],
    xlabel = "SST difference / K",
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )

/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3158: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 30894
  dout = self.data[indx]
/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3213: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 30894
  dout._mask = _mask[indx]

k = 2
SAVE_ARGS['selection_filter'] = ALGO_CODE[k]

plot_map_diff(
    diff_sst[k][algos[k]],
    insitu_data["lon"][algos[k]],
    insitu_data["lat"][algos[k]],
    title=per_algo_title[k],
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )
plot_hovmuller(
    numpy.ma.array(diff_sst[k][algos[k]]), pdtimes[algos[k]],
    insitu_data["lat"],
    title=per_algo_title[k],
    xlabel = "SST difference / K",
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )

k = 3
SAVE_ARGS['selection_filter'] = ALGO_CODE[k]

plot_map_diff(
    diff_sst[k][algos[k]],
    insitu_data["lon"][algos[k]],
    insitu_data["lat"][algos[k]],
    title=per_algo_title[k],
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )
plot_hovmuller(
    numpy.ma.array(diff_sst[k][algos[k]]), pdtimes[algos[k]],
    insitu_data["lat"],
    title=per_algo_title[k],
    xlabel = "SST difference / K",
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )

/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3158: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 14574
  dout = self.data[indx]
/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3213: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 14574
  dout._mask = _mask[indx]

k = 4
SAVE_ARGS['selection_filter'] = ALGO_CODE[k]

plot_map_diff(
    diff_sst[k][algos[k]],
    insitu_data["lon"][algos[k]],
    insitu_data["lat"][algos[k]],
    title=per_algo_title[k],
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )
plot_hovmuller(
    numpy.ma.array(diff_sst[k][algos[k]]), pdtimes[algos[k]],
    insitu_data["lat"],
    title=per_algo_title[k],
    xlabel = "SST difference / K",
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )

/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3158: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 14102
  dout = self.data[indx]
/home/ananda/jfpiolle/miniconda2/envs/felyx/lib/python2.7/site-packages/numpy/ma/core.py:3213: VisibleDeprecationWarning: boolean index did not match indexed array along dimension 0; dimension is 59364 but corresponding boolean dimension is 14102
  dout._mask = _mask[indx]

k = 5
SAVE_ARGS['selection_filter'] = ALGO_CODE[k]

plot_map_diff(
    diff_sst[k][algos[k]],
    insitu_data["lon"][algos[k]],
    insitu_data["lat"][algos[k]],
    title=per_algo_title[k],
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )
plot_hovmuller(
    numpy.ma.array(diff_sst[k][algos[k]]), pdtimes[algos[k]],
    insitu_data["lat"],
    title=per_algo_title[k],
    xlabel = "SST difference / K",
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )

valrange = [-4.0, 4.0]
nbbins = 801

k = 0
SAVE_ARGS['selection_filter'] = ALGO_CODE[k]

plot_histogram(
    diff_sst[k][algos[k]], valrange, nbbins,
    title=per_algo_title[k],
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )

k = 1
SAVE_ARGS['selection_filter'] = ALGO_CODE[k]

plot_histogram(
    diff_sst[k][algos[k]], valrange, nbbins,
    title=per_algo_title[k],
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )

k = 2
SAVE_ARGS['selection_filter'] = ALGO_CODE[k]

plot_histogram(
    diff_sst[k][algos[k]], valrange, nbbins,
    title=per_algo_title[k],
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )

k = 3
SAVE_ARGS['selection_filter'] = ALGO_CODE[k]

plot_histogram(
    diff_sst[k][algos[k]], valrange, nbbins,
    title=per_algo_title[k],
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )

k = 4
SAVE_ARGS['selection_filter'] = ALGO_CODE[k]

plot_histogram(
    diff_sst[k][algos[k]], valrange, nbbins,
    title=per_algo_title[k],
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )

k = 5
SAVE_ARGS['selection_filter'] = ALGO_CODE[k]

plot_histogram(
    diff_sst[k][algos[k]], valrange, nbbins,
    title=per_algo_title[k],
    save=SAVE_FIGURE, save_args=SAVE_ARGS
    )