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Histogram_Pr.py
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"""
Created on Thursday May 24th 2018
@author: s0899345
"""
import numpy as np
import iris
import iris.coord_categorisation as iriscc
import iris.analysis.cartography
import cf_units
from cf_units import Unit
#this file is split into parts as follows:
#PART 1: Load and Format all Past Models
#PART 2: Load and Format all Future Models
#PART 3: Load and Format Observed Data
#PART 4: Format Data General
#PART 5: Format Baseline and Observed Data
#PART 6: Format for Time Periods
#PART 7: print data
def main():
#-------------------------------------------------------------------------
#PART 1: LOAD and FORMAT ALL PAST MODELS
CCCmaCanRCM_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_CCCma-CanESM2_historical_r1i1p1_CCCma-CanRCM4_r2_day_19710101-20001231.nc'
CCCmaSMHI_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_CCCma-CanESM2_historical_r1i1p1_SMHI-RCA4_v1_day_19710101-20001231.nc'
CNRM_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_CNRM-CERFACS-CNRM-CM5_historical_r1i1p1_CLMcom-CCLM4-8-17_v1_day_19710101-20001231.nc'
CNRMSMHI_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_CNRM-CERFACS-CNRM-CM5_historical_r1i1p1_SMHI-RCA4_v1_day_19710101-20001231.nc'
CSIRO_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_CSIRO-QCCCE-CSIRO-Mk3-6-0_historical_r1i1p1_SMHI-RCA4_v1_day_19710101-20001231.nc'
ICHECDMI_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_ICHEC-EC-EARTH_historical_r3i1p1_DMI-HIRHAM5_v2_day_19710101-20001231.nc'
ICHECCCLM_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_ICHEC-EC-EARTH_historical_r12i1p1_CLMcom-CCLM4-8-17_v1_day_19710101-20001231.nc'
ICHECKNMI_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_ICHEC-EC-EARTH_historical_r1i1p1_KNMI-RACMO22T_v1_day_19710101-20001231.nc'
ICHECMPI_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_ICHEC-EC-EARTH_historical_r12i1p1_MPI-CSC-REMO2009_v1_day_19710101-20001231.nc'
ICHECSMHI_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_ICHEC-EC-EARTH_historical_r12i1p1_SMHI-RCA4_v1_day_19710101-20001231.nc'
IPSL_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_IPSL-IPSL-CM5A-MR_historical_r1i1p1_SMHI-RCA4_v1_day_19710101-20001231.nc'
MIROC_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_MIROC-MIROC5_historical_r1i1p1_SMHI-RCA4_v1_day_19710101-20001231.nc'
MOHCCCLM_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_MOHC-HadGEM2-ES_historical_r1i1p1_CLMcom-CCLM4-8-17_v1_day_19710101-20001231.nc'
MOHCKNMI_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_MOHC-HadGEM2-ES_historical_r1i1p1_KNMI-RACMO22T_v2_day_19710101-20001231.nc'
MOHCSMHI_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_MOHC-HadGEM2-ES_historical_r1i1p1_SMHI-RCA4_v1_day_19710101-20001231.nc'
MPICCLM_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_MPI-M-MPI-ESM-LR_historical_r1i1p1_CLMcom-CCLM4-8-17_v1_day_19710101-20001231.nc'
MPIREMO_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_MPI-M-MPI-ESM-LR_historical_r1i1p1_MPI-CSC-REMO2009_v1_day_19710101-20001231.nc'
MPISMHI_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_MPI-M-MPI-ESM-LR_historical_r1i1p1_SMHI-RCA4_v1_day_19710101-20001231.nc'
NCCSMHI_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_NCC-NorESM1-M_historical_r1i1p1_SMHI-RCA4_v1_day_19710101-20001231.nc'
NOAA_b = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/Historical_daily/pr_AFR-44_NOAA-GFDL-GFDL-ESM2M_historical_r1i1p1_SMHI-RCA4_v1_day_19710101-20001231.nc'
#Load exactly one cube from given file
CCCmaCanRCM_b = iris.load_cube(CCCmaCanRCM_b)
CCCmaSMHI_b = iris.load_cube(CCCmaSMHI_b)
CNRM_b = iris.load_cube(CNRM_b)
CNRMSMHI_b = iris.load_cube(CNRMSMHI_b)
CSIRO_b = iris.load_cube(CSIRO_b)
ICHECDMI_b = iris.load_cube(ICHECDMI_b, 'precipitation_flux')
ICHECCCLM_b = iris.load_cube(ICHECCCLM_b)
ICHECKNMI_b = iris.load_cube(ICHECKNMI_b)
ICHECMPI_b = iris.load_cube(ICHECMPI_b)
ICHECSMHI_b = iris.load_cube(ICHECSMHI_b)
IPSL_b = iris.load_cube(IPSL_b)
MIROC_b = iris.load_cube(MIROC_b)
MOHCCCLM_b = iris.load_cube(MOHCCCLM_b)
MOHCKNMI_b = iris.load_cube(MOHCKNMI_b)
MOHCSMHI_b = iris.load_cube(MOHCSMHI_b)
MPICCLM_b = iris.load_cube(MPICCLM_b)
MPIREMO_b = iris.load_cube(MPIREMO_b)
MPISMHI_b = iris.load_cube(MPISMHI_b)
NCCSMHI_b = iris.load_cube(NCCSMHI_b)
NOAA_b = iris.load_cube(NOAA_b)
#remove flat latitude and longitude and only use grid latitude and grid longitude to make consistent with the observed data, also make sure all of the longitudes are monotonic.
lats = iris.coords.DimCoord(CCCmaCanRCM_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CCCmaCanRCM_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CCCmaCanRCM_b.remove_coord('latitude')
CCCmaCanRCM_b.remove_coord('longitude')
CCCmaCanRCM_b.remove_coord('grid_latitude')
CCCmaCanRCM_b.remove_coord('grid_longitude')
CCCmaCanRCM_b.add_dim_coord(lats, 1)
CCCmaCanRCM_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CCCmaSMHI_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CCCmaSMHI_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CCCmaSMHI_b.remove_coord('latitude')
CCCmaSMHI_b.remove_coord('longitude')
CCCmaSMHI_b.remove_coord('grid_latitude')
CCCmaSMHI_b.remove_coord('grid_longitude')
CCCmaSMHI_b.add_dim_coord(lats, 1)
CCCmaSMHI_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CNRM_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CNRM_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CNRM_b.remove_coord('latitude')
CNRM_b.remove_coord('longitude')
CNRM_b.remove_coord('grid_latitude')
CNRM_b.remove_coord('grid_longitude')
CNRM_b.add_dim_coord(lats, 1)
CNRM_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CNRMSMHI_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CNRMSMHI_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CNRMSMHI_b.remove_coord('latitude')
CNRMSMHI_b.remove_coord('longitude')
CNRMSMHI_b.remove_coord('grid_latitude')
CNRMSMHI_b.remove_coord('grid_longitude')
CNRMSMHI_b.add_dim_coord(lats, 1)
CNRMSMHI_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CSIRO_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CSIRO_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CSIRO_b.remove_coord('latitude')
CSIRO_b.remove_coord('longitude')
CSIRO_b.remove_coord('grid_latitude')
CSIRO_b.remove_coord('grid_longitude')
CSIRO_b.add_dim_coord(lats, 1)
CSIRO_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECDMI_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECDMI_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECDMI_b.remove_coord('latitude')
ICHECDMI_b.remove_coord('longitude')
ICHECDMI_b.remove_coord('grid_latitude')
ICHECDMI_b.remove_coord('grid_longitude')
ICHECDMI_b.add_dim_coord(lats, 1)
ICHECDMI_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECCCLM_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECCCLM_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECCCLM_b.remove_coord('latitude')
ICHECCCLM_b.remove_coord('longitude')
ICHECCCLM_b.remove_coord('grid_latitude')
ICHECCCLM_b.remove_coord('grid_longitude')
ICHECCCLM_b.add_dim_coord(lats, 1)
ICHECCCLM_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECKNMI_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECKNMI_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECKNMI_b.remove_coord('latitude')
ICHECKNMI_b.remove_coord('longitude')
ICHECKNMI_b.remove_coord('grid_latitude')
ICHECKNMI_b.remove_coord('grid_longitude')
ICHECKNMI_b.add_dim_coord(lats, 1)
ICHECKNMI_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECMPI_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECMPI_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECMPI_b.remove_coord('latitude')
ICHECMPI_b.remove_coord('longitude')
ICHECMPI_b.remove_coord('grid_latitude')
ICHECMPI_b.remove_coord('grid_longitude')
ICHECMPI_b.add_dim_coord(lats, 1)
ICHECMPI_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECSMHI_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECSMHI_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECSMHI_b.remove_coord('latitude')
ICHECSMHI_b.remove_coord('longitude')
ICHECSMHI_b.remove_coord('grid_latitude')
ICHECSMHI_b.remove_coord('grid_longitude')
ICHECSMHI_b.add_dim_coord(lats, 1)
ICHECSMHI_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(IPSL_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = IPSL_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
IPSL_b.remove_coord('latitude')
IPSL_b.remove_coord('longitude')
IPSL_b.remove_coord('grid_latitude')
IPSL_b.remove_coord('grid_longitude')
IPSL_b.add_dim_coord(lats, 1)
IPSL_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MIROC_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MIROC_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MIROC_b.remove_coord('latitude')
MIROC_b.remove_coord('longitude')
MIROC_b.remove_coord('grid_latitude')
MIROC_b.remove_coord('grid_longitude')
MIROC_b.add_dim_coord(lats, 1)
MIROC_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MOHCCCLM_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MOHCCCLM_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MOHCCCLM_b.remove_coord('latitude')
MOHCCCLM_b.remove_coord('longitude')
MOHCCCLM_b.remove_coord('grid_latitude')
MOHCCCLM_b.remove_coord('grid_longitude')
MOHCCCLM_b.add_dim_coord(lats, 1)
MOHCCCLM_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MOHCKNMI_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MOHCKNMI_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MOHCKNMI_b.remove_coord('latitude')
MOHCKNMI_b.remove_coord('longitude')
MOHCKNMI_b.remove_coord('grid_latitude')
MOHCKNMI_b.remove_coord('grid_longitude')
MOHCKNMI_b.add_dim_coord(lats, 1)
MOHCKNMI_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MOHCSMHI_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MOHCSMHI_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MOHCSMHI_b.remove_coord('latitude')
MOHCSMHI_b.remove_coord('longitude')
MOHCSMHI_b.remove_coord('grid_latitude')
MOHCSMHI_b.remove_coord('grid_longitude')
MOHCSMHI_b.add_dim_coord(lats, 1)
MOHCSMHI_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MPICCLM_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MPICCLM_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MPICCLM_b.remove_coord('latitude')
MPICCLM_b.remove_coord('longitude')
MPICCLM_b.remove_coord('grid_latitude')
MPICCLM_b.remove_coord('grid_longitude')
MPICCLM_b.add_dim_coord(lats, 1)
MPICCLM_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MPIREMO_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MPIREMO_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MPIREMO_b.remove_coord('latitude')
MPIREMO_b.remove_coord('longitude')
MPIREMO_b.remove_coord('grid_latitude')
MPIREMO_b.remove_coord('grid_longitude')
MPIREMO_b.add_dim_coord(lats, 1)
MPIREMO_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MPISMHI_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MPISMHI_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MPISMHI_b.remove_coord('latitude')
MPISMHI_b.remove_coord('longitude')
MPISMHI_b.remove_coord('grid_latitude')
MPISMHI_b.remove_coord('grid_longitude')
MPISMHI_b.add_dim_coord(lats, 1)
MPISMHI_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(NCCSMHI_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = NCCSMHI_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
NCCSMHI_b.remove_coord('latitude')
NCCSMHI_b.remove_coord('longitude')
NCCSMHI_b.remove_coord('grid_latitude')
NCCSMHI_b.remove_coord('grid_longitude')
NCCSMHI_b.add_dim_coord(lats, 1)
NCCSMHI_b.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(NOAA_b.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = NOAA_b.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
NOAA_b.remove_coord('latitude')
NOAA_b.remove_coord('longitude')
NOAA_b.remove_coord('grid_latitude')
NOAA_b.remove_coord('grid_longitude')
NOAA_b.add_dim_coord(lats, 1)
NOAA_b.add_dim_coord(lons, 2)
#guess bounds
CCCmaCanRCM_b.coord('latitude').guess_bounds()
CCCmaSMHI_b.coord('latitude').guess_bounds()
CNRM_b.coord('latitude').guess_bounds()
CNRMSMHI_b.coord('latitude').guess_bounds()
CSIRO_b.coord('latitude').guess_bounds()
ICHECDMI_b.coord('latitude').guess_bounds()
ICHECCCLM_b.coord('latitude').guess_bounds()
ICHECKNMI_b.coord('latitude').guess_bounds()
ICHECMPI_b.coord('latitude').guess_bounds()
ICHECSMHI_b.coord('latitude').guess_bounds()
IPSL_b.coord('latitude').guess_bounds()
MIROC_b.coord('latitude').guess_bounds()
MOHCCCLM_b.coord('latitude').guess_bounds()
MOHCKNMI_b.coord('latitude').guess_bounds()
MOHCSMHI_b.coord('latitude').guess_bounds()
MPICCLM_b.coord('latitude').guess_bounds()
MPIREMO_b.coord('latitude').guess_bounds()
MPISMHI_b.coord('latitude').guess_bounds()
NCCSMHI_b.coord('latitude').guess_bounds()
NOAA_b.coord('latitude').guess_bounds()
CCCmaCanRCM_b.coord('longitude').guess_bounds()
CCCmaSMHI_b.coord('longitude').guess_bounds()
CNRM_b.coord('longitude').guess_bounds()
CNRMSMHI_b.coord('longitude').guess_bounds()
CSIRO_b.coord('longitude').guess_bounds()
ICHECDMI_b.coord('longitude').guess_bounds()
ICHECCCLM_b.coord('longitude').guess_bounds()
ICHECKNMI_b.coord('longitude').guess_bounds()
ICHECMPI_b.coord('longitude').guess_bounds()
ICHECSMHI_b.coord('longitude').guess_bounds()
IPSL_b.coord('longitude').guess_bounds()
MIROC_b.coord('longitude').guess_bounds()
MOHCCCLM_b.coord('longitude').guess_bounds()
MOHCKNMI_b.coord('longitude').guess_bounds()
MOHCSMHI_b.coord('longitude').guess_bounds()
MPICCLM_b.coord('longitude').guess_bounds()
MPIREMO_b.coord('longitude').guess_bounds()
MPISMHI_b.coord('longitude').guess_bounds()
NCCSMHI_b.coord('longitude').guess_bounds()
NOAA_b.coord('longitude').guess_bounds()
#time constraint to make obsered data only from 1971-2000 for monthly comparison
iris.FUTURE.cell_datetime_objects = True
t_constraint_b = iris.Constraint(time=lambda cell: 1971 <= cell.point.year <= 2000)
CCCmaCanRCM_b = CCCmaCanRCM_b.extract(t_constraint_b)
CCCmaSMHI_b = CCCmaSMHI_b.extract(t_constraint_b)
CNRM_b = CNRM_b.extract(t_constraint_b)
CNRMSMHI_b = CNRMSMHI_b.extract(t_constraint_b)
CSIRO_b = CSIRO_b.extract(t_constraint_b)
ICHECDMI_b = ICHECDMI_b.extract(t_constraint_b)
ICHECCCLM_b = ICHECCCLM_b.extract(t_constraint_b)
ICHECKNMI_b = ICHECKNMI_b.extract(t_constraint_b)
ICHECMPI_b = ICHECMPI_b.extract(t_constraint_b)
ICHECSMHI_b = ICHECSMHI_b.extract(t_constraint_b)
IPSL_b = IPSL_b.extract(t_constraint_b)
MIROC_b = MIROC_b.extract(t_constraint_b)
MOHCCCLM_b = MOHCCCLM_b.extract(t_constraint_b)
MOHCKNMI_b = MOHCKNMI_b.extract(t_constraint_b)
MOHCSMHI_b = MOHCSMHI_b.extract(t_constraint_b)
MPICCLM_b = MPICCLM_b.extract(t_constraint_b)
MPIREMO_b = MPIREMO_b.extract(t_constraint_b)
MPISMHI_b = MPISMHI_b.extract(t_constraint_b)
NCCSMHI_b = NCCSMHI_b.extract(t_constraint_b)
NOAA_b = NOAA_b.extract(t_constraint_b)
#-------------------------------------------------------------------------
#PART 2: LOAD and FORMAT ALL FUTURE MODELS
CCCmaCanRCM= '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_CCCma-CanESM2_rcp45_r1i1p1_CCCma-CanRCM4_r2_day_20060101-20701231.nc'
CCCmaSMHI= '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_CCCma-CanESM2_rcp45_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
CNRM= '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_CNRM-CERFACS-CNRM-CM5_rcp45_r1i1p1_CLMcom-CCLM4-8-17_v1_day_20060101-20701231.nc'
CNRMSMHI= '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_CNRM-CERFACS-CNRM-CM5_rcp45_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
CSIRO = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_CSIRO-QCCCE-CSIRO-Mk3-6-0_rcp45_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
ICHECDMI = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_ICHEC-EC-EARTH_rcp45_r3i1p1_DMI-HIRHAM5_v2_day_20060101-20701231.nc'
ICHECCCLM = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_ICHEC-EC-EARTH_rcp45_r12i1p1_CLMcom-CCLM4-8-17_v1_day_20060101-20701231.nc'
ICHECKNMI = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_ICHEC-EC-EARTH_rcp45_r1i1p1_KNMI-RACMO22T_v1_day_20060101-20701231.nc'
ICHECMPI = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_ICHEC-EC-EARTH_rcp45_r12i1p1_MPI-CSC-REMO2009_v1_day_20060101-20701231.nc'
ICHECSMHI = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_ICHEC-EC-EARTH_rcp45_r12i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
IPSL = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_IPSL-IPSL-CM5A-MR_rcp45_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
MIROC = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_MIROC-MIROC5_rcp45_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
MOHCCCLM = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_MOHC-HadGEM2-ES_rcp45_r1i1p1_CLMcom-CCLM4-8-17_v1_day_20060101-20701231.nc'
MOHCKNMI = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_MOHC-HadGEM2-ES_rcp45_r1i1p1_KNMI-RACMO22T_v2_day_20060101-20701231.nc'
MOHCSMHI = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_MOHC-HadGEM2-ES_rcp45_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
MPICCLM = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_MPI-M-MPI-ESM-LR_rcp45_r1i1p1_CLMcom-CCLM4-8-17_v1_day_20060101-20701231.nc'
MPIREMO = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_MPI-M-MPI-ESM-LR_rcp45_r1i1p1_MPI-CSC-REMO2009_v1_day_20060101-20701231.nc'
MPISMHI = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_MPI-M-MPI-ESM-LR_rcp45_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
NCCSMHI = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_NCC-NorESM1-M_rcp45_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
NOAA = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_4.5/pr_AFR-44_NOAA-GFDL-GFDL-ESM2M_rcp45_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
CCCmaCanRCM85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_CCCma-CanESM2_rcp85_r1i1p1_CCCma-CanRCM4_r2_day_20060101-20701231.nc'
CCCmaSMHI85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_CCCma-CanESM2_rcp85_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
CNRM85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_CNRM-CERFACS-CNRM-CM5_rcp85_r1i1p1_CLMcom-CCLM4-8-17_v1_day_20060101-20701231.nc'
CNRMSMHI85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_CNRM-CERFACS-CNRM-CM5_rcp85_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
CSIRO85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_CSIRO-QCCCE-CSIRO-Mk3-6-0_rcp85_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
ICHECDMI85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_ICHEC-EC-EARTH_rcp85_r3i1p1_DMI-HIRHAM5_v2_day_20060101-20701231.nc'
ICHECCCLM85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_ICHEC-EC-EARTH_rcp85_r12i1p1_CLMcom-CCLM4-8-17_v1_day_20060101-20701231.nc'
ICHECKNMI85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_ICHEC-EC-EARTH_rcp85_r1i1p1_KNMI-RACMO22T_v1_day_20060101-20701231.nc'
ICHECMPI85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_ICHEC-EC-EARTH_rcp85_r12i1p1_MPI-CSC-REMO2009_v1_day_20060101-20701231.nc'
ICHECSMHI85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_ICHEC-EC-EARTH_rcp85_r12i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
IPSL85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_IPSL-IPSL-CM5A-MR_rcp85_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
MIROC85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_MIROC-MIROC5_rcp85_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
MOHCCCLM85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_MOHC-HadGEM2-ES_rcp85_r1i1p1_CLMcom-CCLM4-8-17_v1_day_20060101-20701231.nc'
MOHCKNMI85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_MOHC-HadGEM2-ES_rcp85_r1i1p1_KNMI-RACMO22T_v2_day_20060101-20701231.nc'
MOHCSMHI85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_MOHC-HadGEM2-ES_rcp85_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
MPICCLM85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_MPI-M-MPI-ESM-LR_rcp85_r1i1p1_CLMcom-CCLM4-8-17_v1_day_20060101-20701231.nc'
MPIREMO85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_MPI-M-MPI-ESM-LR_rcp85_r1i1p1_MPI-CSC-REMO2009_v1_day_20060101-20701231.nc'
MPISMHI85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_MPI-M-MPI-ESM-LR_rcp85_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
NCCSMHI85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_NCC-NorESM1-M_rcp85_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
NOAA85 = '/exports/csce/datastore/geos/users/s0899345/AFR_44_pr/RCP_8.5/pr_AFR-44_NOAA-GFDL-GFDL-ESM2M_rcp85_r1i1p1_SMHI-RCA4_v1_day_20060101-20701231.nc'
#Load exactly one cube from given file
CCCmaCanRCM = iris.load_cube(CCCmaCanRCM)
CCCmaSMHI = iris.load_cube(CCCmaSMHI)
CNRM = iris.load_cube(CNRM)
CNRMSMHI = iris.load_cube(CNRMSMHI)
CSIRO = iris.load_cube(CSIRO)
ICHECDMI = iris.load_cube(ICHECDMI, 'precipitation_flux')
ICHECCCLM = iris.load_cube(ICHECCCLM)
ICHECKNMI = iris.load_cube(ICHECKNMI)
ICHECMPI = iris.load_cube(ICHECMPI)
ICHECSMHI = iris.load_cube(ICHECSMHI)
IPSL = iris.load_cube(IPSL)
MIROC = iris.load_cube(MIROC)
MOHCCCLM = iris.load_cube(MOHCCCLM)
MOHCKNMI = iris.load_cube(MOHCKNMI)
MOHCSMHI = iris.load_cube(MOHCSMHI)
MPICCLM = iris.load_cube(MPICCLM)
MPIREMO = iris.load_cube(MPIREMO)
MPISMHI = iris.load_cube(MPISMHI)
NCCSMHI = iris.load_cube(NCCSMHI)
NOAA = iris.load_cube(NOAA)
CCCmaCanRCM85 = iris.load_cube(CCCmaCanRCM85)
CCCmaSMHI85 = iris.load_cube(CCCmaSMHI85)
CNRM85 = iris.load_cube(CNRM85)
CNRMSMHI85 = iris.load_cube(CNRMSMHI85)
CSIRO85 = iris.load_cube(CSIRO85)
ICHECDMI85 = iris.load_cube(ICHECDMI85, 'precipitation_flux')
ICHECCCLM85 = iris.load_cube(ICHECCCLM85)
ICHECKNMI85 = iris.load_cube(ICHECKNMI85)
ICHECMPI85 = iris.load_cube(ICHECMPI85)
ICHECSMHI85 = iris.load_cube(ICHECSMHI85)
IPSL85 = iris.load_cube(IPSL85)
MIROC85 = iris.load_cube(MIROC85)
MOHCCCLM85 = iris.load_cube(MOHCCCLM85)
MOHCKNMI85 = iris.load_cube(MOHCKNMI85)
MOHCSMHI85 = iris.load_cube(MOHCSMHI85)
MPICCLM85 = iris.load_cube(MPICCLM85)
MPIREMO85 = iris.load_cube(MPIREMO85)
MPISMHI85 = iris.load_cube(MPISMHI85)
NCCSMHI85 = iris.load_cube(NCCSMHI85)
NOAA85 = iris.load_cube(NOAA85)
#remove flat latitude and longitude and only use grid latitude and grid longitude to make consistent with the observed data, also make sure all of the longitudes are monotonic.
lats = iris.coords.DimCoord(CCCmaCanRCM.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CCCmaCanRCM.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CCCmaCanRCM.remove_coord('latitude')
CCCmaCanRCM.remove_coord('longitude')
CCCmaCanRCM.remove_coord('grid_latitude')
CCCmaCanRCM.remove_coord('grid_longitude')
CCCmaCanRCM.add_dim_coord(lats, 1)
CCCmaCanRCM.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CCCmaSMHI.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CCCmaSMHI.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CCCmaSMHI.remove_coord('latitude')
CCCmaSMHI.remove_coord('longitude')
CCCmaSMHI.remove_coord('grid_latitude')
CCCmaSMHI.remove_coord('grid_longitude')
CCCmaSMHI.add_dim_coord(lats, 1)
CCCmaSMHI.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CNRM.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CNRM.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CNRM.remove_coord('latitude')
CNRM.remove_coord('longitude')
CNRM.remove_coord('grid_latitude')
CNRM.remove_coord('grid_longitude')
CNRM.add_dim_coord(lats, 1)
CNRM.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CNRMSMHI.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CNRMSMHI.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CNRMSMHI.remove_coord('latitude')
CNRMSMHI.remove_coord('longitude')
CNRMSMHI.remove_coord('grid_latitude')
CNRMSMHI.remove_coord('grid_longitude')
CNRMSMHI.add_dim_coord(lats, 1)
CNRMSMHI.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CSIRO.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CSIRO.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CSIRO.remove_coord('latitude')
CSIRO.remove_coord('longitude')
CSIRO.remove_coord('grid_latitude')
CSIRO.remove_coord('grid_longitude')
CSIRO.add_dim_coord(lats, 1)
CSIRO.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECDMI.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECDMI.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECDMI.remove_coord('latitude')
ICHECDMI.remove_coord('longitude')
ICHECDMI.remove_coord('grid_latitude')
ICHECDMI.remove_coord('grid_longitude')
ICHECDMI.add_dim_coord(lats, 1)
ICHECDMI.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECCCLM.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECCCLM.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECCCLM.remove_coord('latitude')
ICHECCCLM.remove_coord('longitude')
ICHECCCLM.remove_coord('grid_latitude')
ICHECCCLM.remove_coord('grid_longitude')
ICHECCCLM.add_dim_coord(lats, 1)
ICHECCCLM.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECKNMI.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECKNMI.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECKNMI.remove_coord('latitude')
ICHECKNMI.remove_coord('longitude')
ICHECKNMI.remove_coord('grid_latitude')
ICHECKNMI.remove_coord('grid_longitude')
ICHECKNMI.add_dim_coord(lats, 1)
ICHECKNMI.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECMPI.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECMPI.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECMPI.remove_coord('latitude')
ICHECMPI.remove_coord('longitude')
ICHECMPI.remove_coord('grid_latitude')
ICHECMPI.remove_coord('grid_longitude')
ICHECMPI.add_dim_coord(lats, 1)
ICHECMPI.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECSMHI.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECSMHI.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECSMHI.remove_coord('latitude')
ICHECSMHI.remove_coord('longitude')
ICHECSMHI.remove_coord('grid_latitude')
ICHECSMHI.remove_coord('grid_longitude')
ICHECSMHI.add_dim_coord(lats, 1)
ICHECSMHI.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(IPSL.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = IPSL.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
IPSL.remove_coord('latitude')
IPSL.remove_coord('longitude')
IPSL.remove_coord('grid_latitude')
IPSL.remove_coord('grid_longitude')
IPSL.add_dim_coord(lats, 1)
IPSL.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MIROC.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MIROC.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MIROC.remove_coord('latitude')
MIROC.remove_coord('longitude')
MIROC.remove_coord('grid_latitude')
MIROC.remove_coord('grid_longitude')
MIROC.add_dim_coord(lats, 1)
MIROC.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MOHCCCLM.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MOHCCCLM.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MOHCCCLM.remove_coord('latitude')
MOHCCCLM.remove_coord('longitude')
MOHCCCLM.remove_coord('grid_latitude')
MOHCCCLM.remove_coord('grid_longitude')
MOHCCCLM.add_dim_coord(lats, 1)
MOHCCCLM.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MOHCKNMI.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MOHCKNMI.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MOHCKNMI.remove_coord('latitude')
MOHCKNMI.remove_coord('longitude')
MOHCKNMI.remove_coord('grid_latitude')
MOHCKNMI.remove_coord('grid_longitude')
MOHCKNMI.add_dim_coord(lats, 1)
MOHCKNMI.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MOHCSMHI.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MOHCSMHI.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MOHCSMHI.remove_coord('latitude')
MOHCSMHI.remove_coord('longitude')
MOHCSMHI.remove_coord('grid_latitude')
MOHCSMHI.remove_coord('grid_longitude')
MOHCSMHI.add_dim_coord(lats, 1)
MOHCSMHI.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MPICCLM.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MPICCLM.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MPICCLM.remove_coord('latitude')
MPICCLM.remove_coord('longitude')
MPICCLM.remove_coord('grid_latitude')
MPICCLM.remove_coord('grid_longitude')
MPICCLM.add_dim_coord(lats, 1)
MPICCLM.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MPIREMO.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MPIREMO.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MPIREMO.remove_coord('latitude')
MPIREMO.remove_coord('longitude')
MPIREMO.remove_coord('grid_latitude')
MPIREMO.remove_coord('grid_longitude')
MPIREMO.add_dim_coord(lats, 1)
MPIREMO.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MPISMHI.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MPISMHI.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MPISMHI.remove_coord('latitude')
MPISMHI.remove_coord('longitude')
MPISMHI.remove_coord('grid_latitude')
MPISMHI.remove_coord('grid_longitude')
MPISMHI.add_dim_coord(lats, 1)
MPISMHI.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(NCCSMHI.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = NCCSMHI.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
NCCSMHI.remove_coord('latitude')
NCCSMHI.remove_coord('longitude')
NCCSMHI.remove_coord('grid_latitude')
NCCSMHI.remove_coord('grid_longitude')
NCCSMHI.add_dim_coord(lats, 1)
NCCSMHI.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(NOAA.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = NOAA.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
NOAA.remove_coord('latitude')
NOAA.remove_coord('longitude')
NOAA.remove_coord('grid_latitude')
NOAA.remove_coord('grid_longitude')
NOAA.add_dim_coord(lats, 1)
NOAA.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CCCmaCanRCM85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CCCmaCanRCM85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CCCmaCanRCM85.remove_coord('latitude')
CCCmaCanRCM85.remove_coord('longitude')
CCCmaCanRCM85.remove_coord('grid_latitude')
CCCmaCanRCM85.remove_coord('grid_longitude')
CCCmaCanRCM85.add_dim_coord(lats, 1)
CCCmaCanRCM85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CCCmaSMHI85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CCCmaSMHI85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CCCmaSMHI85.remove_coord('latitude')
CCCmaSMHI85.remove_coord('longitude')
CCCmaSMHI85.remove_coord('grid_latitude')
CCCmaSMHI85.remove_coord('grid_longitude')
CCCmaSMHI85.add_dim_coord(lats, 1)
CCCmaSMHI85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CNRM85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CNRM85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CNRM85.remove_coord('latitude')
CNRM85.remove_coord('longitude')
CNRM85.remove_coord('grid_latitude')
CNRM85.remove_coord('grid_longitude')
CNRM85.add_dim_coord(lats, 1)
CNRM85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CNRMSMHI85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CNRMSMHI85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CNRMSMHI85.remove_coord('latitude')
CNRMSMHI85.remove_coord('longitude')
CNRMSMHI85.remove_coord('grid_latitude')
CNRMSMHI85.remove_coord('grid_longitude')
CNRMSMHI85.add_dim_coord(lats, 1)
CNRMSMHI85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(CSIRO85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = CSIRO85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
CSIRO85.remove_coord('latitude')
CSIRO85.remove_coord('longitude')
CSIRO85.remove_coord('grid_latitude')
CSIRO85.remove_coord('grid_longitude')
CSIRO85.add_dim_coord(lats, 1)
CSIRO85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECDMI85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECDMI85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECDMI85.remove_coord('latitude')
ICHECDMI85.remove_coord('longitude')
ICHECDMI85.remove_coord('grid_latitude')
ICHECDMI85.remove_coord('grid_longitude')
ICHECDMI85.add_dim_coord(lats, 1)
ICHECDMI85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECCCLM85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECCCLM85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECCCLM85.remove_coord('latitude')
ICHECCCLM85.remove_coord('longitude')
ICHECCCLM85.remove_coord('grid_latitude')
ICHECCCLM85.remove_coord('grid_longitude')
ICHECCCLM85.add_dim_coord(lats, 1)
ICHECCCLM85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECKNMI85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECKNMI85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECKNMI85.remove_coord('latitude')
ICHECKNMI85.remove_coord('longitude')
ICHECKNMI85.remove_coord('grid_latitude')
ICHECKNMI85.remove_coord('grid_longitude')
ICHECKNMI85.add_dim_coord(lats, 1)
ICHECKNMI85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECMPI85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECMPI85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECMPI85.remove_coord('latitude')
ICHECMPI85.remove_coord('longitude')
ICHECMPI85.remove_coord('grid_latitude')
ICHECMPI85.remove_coord('grid_longitude')
ICHECMPI85.add_dim_coord(lats, 1)
ICHECMPI85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(ICHECSMHI85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = ICHECSMHI85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
ICHECSMHI85.remove_coord('latitude')
ICHECSMHI85.remove_coord('longitude')
ICHECSMHI85.remove_coord('grid_latitude')
ICHECSMHI85.remove_coord('grid_longitude')
ICHECSMHI85.add_dim_coord(lats, 1)
ICHECSMHI85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(IPSL85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = IPSL85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
IPSL85.remove_coord('latitude')
IPSL85.remove_coord('longitude')
IPSL85.remove_coord('grid_latitude')
IPSL85.remove_coord('grid_longitude')
IPSL85.add_dim_coord(lats, 1)
IPSL85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MIROC85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MIROC85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MIROC85.remove_coord('latitude')
MIROC85.remove_coord('longitude')
MIROC85.remove_coord('grid_latitude')
MIROC85.remove_coord('grid_longitude')
MIROC85.add_dim_coord(lats, 1)
MIROC85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MOHCCCLM85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MOHCCCLM85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MOHCCCLM85.remove_coord('latitude')
MOHCCCLM85.remove_coord('longitude')
MOHCCCLM85.remove_coord('grid_latitude')
MOHCCCLM85.remove_coord('grid_longitude')
MOHCCCLM85.add_dim_coord(lats, 1)
MOHCCCLM85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MOHCKNMI85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MOHCKNMI85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MOHCKNMI85.remove_coord('latitude')
MOHCKNMI85.remove_coord('longitude')
MOHCKNMI85.remove_coord('grid_latitude')
MOHCKNMI85.remove_coord('grid_longitude')
MOHCKNMI85.add_dim_coord(lats, 1)
MOHCKNMI85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MOHCSMHI85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MOHCSMHI85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.:
lons[i] = lons[i]-360.
lons = iris.coords.DimCoord(lons, standard_name='longitude', units='degrees')
MOHCSMHI85.remove_coord('latitude')
MOHCSMHI85.remove_coord('longitude')
MOHCSMHI85.remove_coord('grid_latitude')
MOHCSMHI85.remove_coord('grid_longitude')
MOHCSMHI85.add_dim_coord(lats, 1)
MOHCSMHI85.add_dim_coord(lons, 2)
lats = iris.coords.DimCoord(MPICCLM85.coord('latitude').points[:,0], standard_name='latitude', units='degrees')
lons = MPICCLM85.coord('longitude').points[0]
for i in range(len(lons)):
if lons[i]>100.: