ESTELA#

ESTELA (Evaluation of Source and Travel time of wave Energy reaching a Local Area) method from Perez et al., (2014), identifies the relevant amount of energy directed along great circle arcs toward the study site using the partitioned wave spectra from CAWCR hindcast at a global scale

The python library used for developing ESTELA can be found at: https://github.com/jorgeperezg/olas, and is based on https://doi.org/10.1007/s10236-014-0740-7 

# common

import warnings
warnings.filterwarnings('ignore')

import os
import os.path as op
import sys
import glob

# pip
import numpy as np
import xarray as xr

# estela
from olas import estela

sys.path.insert(0, op.join(op.abspath(''), '..', '..', '..', '..', '..'))
from bluemath.plotting.estela import Plot_estela

Database and site parameters#

# database
p_data = r'/media/administrador/HD2/SamoaTonga/data'
site = 'Samoa'
p_site = op.join(p_data, site)

# csiro partitions (glob24)
p_csiro ='/media/administrador/HD1/DATABASES/csiro-glob24-partitions'
datafiles = op.join(p_csiro, "*.nc")

# deliverable folder
p_deliv = op.join(p_site, 'd04_seasonal_forecast_swells')

# output files
p_est = op.join(p_deliv, 'estela')  # ESTELA folder
yini, yend = 1993, 2001 #Years to calculate ESTELA 

p_estela = op.join(p_est, 'estela.nc')
p_estela_land = op.join(p_est, 'estela_land.nc')

do_estela = True

# make output folder
if not op.isdir(p_est):
    os.makedirs(p_est)
    

# ESTELA parameteres
lon0 = -172.07 + 360  # Define within [0-360]
lat0 = -13.76
groupers = ["ALL", "time.season", "time.month"]

The Mean Estela is calculated for the study site, and the mean and monthly ESTELAs are plotted

As can be observed in the plots below, waves arriving to the study site can be generated anywhere in the Pacific, and can reach locations such as Africa 

years = np.arange(yini, yend)
PATHS = []
for s in glob.glob(datafiles):
    for y in years:
        if y.astype('str') in s:
            PATHS.append(s)
PATHS = np.sort(PATHS)

if do_estela:
    
    # calcualte estela
    est = estela.calc(PATHS, lat0, lon0, "hs.", "tp.", "th.", 20, groupers=groupers, nblocks=6)

    # store estela
    est.to_netcdf(path = p_estela)
else:
    est = xr.open_dataset(p_estela)

20220328 06:59:52 Processing 96 files
20220328 06:59:53 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199301.nc (nblocks=6)
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20220328 07:02:13 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199302.nc (nblocks=6)
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20220328 07:04:23 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199303.nc (nblocks=6)
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20220328 07:06:53 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199304.nc (nblocks=6)
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20220328 07:09:16 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199305.nc (nblocks=6)
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20220328 07:11:45 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199306.nc (nblocks=6)
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20220328 07:14:02 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199307.nc (nblocks=6)
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20220328 07:16:19 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199308.nc (nblocks=6)
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20220328 07:18:50 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199309.nc (nblocks=6)
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20220328 07:21:07 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199310.nc (nblocks=6)
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20220328 07:23:27 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199311.nc (nblocks=6)
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20220328 07:25:55 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199312.nc (nblocks=6)
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20220328 07:28:22 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199401.nc (nblocks=6)
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20220328 07:30:46 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199402.nc (nblocks=6)
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20220328 07:32:55 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199403.nc (nblocks=6)
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20220328 07:35:16 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199404.nc (nblocks=6)
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20220328 07:37:32 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199405.nc (nblocks=6)
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20220328 07:39:54 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199406.nc (nblocks=6)
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20220328 07:42:11 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199407.nc (nblocks=6)
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20220328 07:44:34 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199408.nc (nblocks=6)
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20220328 07:46:59 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199409.nc (nblocks=6)
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20220328 07:49:19 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199410.nc (nblocks=6)
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20220328 07:51:49 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199411.nc (nblocks=6)
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20220328 07:54:14 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199412.nc (nblocks=6)
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20220328 07:56:36 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199501.nc (nblocks=6)
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20220328 07:59:02 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199502.nc (nblocks=6)
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20220328 08:01:15 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199503.nc (nblocks=6)
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20220328 08:03:39 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199504.nc (nblocks=6)
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20220328 08:05:58 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199505.nc (nblocks=6)
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20220328 08:08:20 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199506.nc (nblocks=6)
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20220328 08:10:40 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199507.nc (nblocks=6)
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20220328 08:13:09 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199508.nc (nblocks=6)
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20220328 08:15:35 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199509.nc (nblocks=6)
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20220328 08:17:56 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199510.nc (nblocks=6)
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20220328 08:20:30 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199511.nc (nblocks=6)
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20220328 08:23:02 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199512.nc (nblocks=6)
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20220328 08:25:31 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199601.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:27:59 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199602.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:30:18 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199603.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:32:51 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199604.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:35:12 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199605.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:37:43 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199606.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:40:05 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199607.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:42:37 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199608.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:45:08 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199609.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:47:36 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199610.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:50:03 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199611.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:52:28 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199612.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:55:05 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199701.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:57:34 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199702.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 08:59:48 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199703.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:02:30 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199704.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:05:01 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199705.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:07:30 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199706.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:09:54 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199707.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:12:23 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199708.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:14:54 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199709.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:17:20 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199710.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:19:51 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199711.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:22:16 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199712.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:24:46 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199801.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:27:17 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199802.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:29:32 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199803.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:32:10 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199804.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:34:41 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199805.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:37:14 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199806.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:39:38 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199807.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:42:08 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199808.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:44:37 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199809.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:47:01 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199810.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:49:40 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199811.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:52:13 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199812.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:54:44 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199901.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:57:23 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199902.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 09:59:47 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199903.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 10:02:18 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199904.nc (nblocks=6)
{'hs': ['hs0', 'hs1', 'hs2', 'hs3'], 'tp': ['tp0', 'tp1', 'tp2', 'tp3'], 'dp': ['th0', 'th1', 'th2', 'th3'], 'si': 20}
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20220328 10:19:44 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/199911.nc (nblocks=6)
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20220328 10:24:41 Processing /media/administrador/HD1/DATABASES/csiro-glob24-partitions/200001.nc (nblocks=6)
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# get estela land mask
f0 = glob.glob(datafiles)[0]
xd0 = xr.open_dataset(f0)

dists, bearings = estela.dist_and_bearing(lat0, xd0.latitude, lon0, xd0.longitude)
land = estela.geographic_mask(lat0, lon0, dists, bearings)

# store land mask
land.to_netcdf(path = p_estela_land)

# load estela and land mask
#est = xr.open_dataset(p_estela, decode_timedelta=False)
#land = xr.open_dataset(p_estela_land)

# plot estela
f1 = estela.plot(est)

Plotting estelas for time=['ALL'] from <xarray.Dataset>
Dimensions:     (latitude: 391, longitude: 900, site: 1, time: 1)
Coordinates:
  * latitude    (latitude) float32 -78.0 -77.6 -77.2 -76.8 ... 77.2 77.6 78.0
  * longitude   (longitude) float32 0.0 0.4 0.8 1.2 ... 358.4 358.8 359.2 359.6
  * time        (time) <U3 'ALL'
Dimensions without coordinates: site
Data variables:
    F           (time, latitude, longitude) float64 nan nan nan ... nan nan nan
    traveltime  (time, latitude, longitude) float64 nan nan nan ... nan nan nan
    lat0        (site) float64 -13.76
    lon0        (site) float64 187.9
Attributes:
    start_time:  1993-01-01T00:00:00.000000000
    end_time:    2000-12-31T23:00:00.000013440

Plotting estelas for time=['DJF', 'MAM', 'JJA', 'SON'] from <xarray.Dataset>
Dimensions:     (latitude: 391, longitude: 900, site: 1, time: 4)
Coordinates:
  * latitude    (latitude) float32 -78.0 -77.6 -77.2 -76.8 ... 77.2 77.6 78.0
  * longitude   (longitude) float32 0.0 0.4 0.8 1.2 ... 358.4 358.8 359.2 359.6
  * time        (time) <U3 'DJF' 'MAM' 'JJA' 'SON'
Dimensions without coordinates: site
Data variables:
    F           (time, latitude, longitude) float64 nan nan nan ... nan nan nan
    traveltime  (time, latitude, longitude) float64 nan nan nan ... nan nan nan
    lat0        (site) float64 -13.76
    lon0        (site) float64 187.9
Attributes:
    start_time:  1993-01-01T00:00:00.000000000
    end_time:    2000-12-31T23:00:00.000013440

Plotting estelas for time=['m01', 'm02', 'm03', 'm04', 'm05', 'm06', 'm07', 'm08', 'm09', 'm10', 'm11', 'm12'] from <xarray.Dataset>
Dimensions:     (latitude: 391, longitude: 900, site: 1, time: 12)
Coordinates:
  * latitude    (latitude) float32 -78.0 -77.6 -77.2 -76.8 ... 77.2 77.6 78.0
  * longitude   (longitude) float32 0.0 0.4 0.8 1.2 ... 358.4 358.8 359.2 359.6
  * time        (time) <U3 'm01' 'm02' 'm03' 'm04' ... 'm09' 'm10' 'm11' 'm12'
Dimensions without coordinates: site
Data variables:
    F           (time, latitude, longitude) float64 nan nan nan ... nan nan nan
    traveltime  (time, latitude, longitude) float64 nan nan nan ... nan nan nan
    lat0        (site) float64 -13.76
    lon0        (site) float64 187.9
Attributes:
    start_time:  1993-01-01T00:00:00.000000000
    end_time:    2000-12-31T23:00:00.000013440
_images/03_Estela_14_1.png _images/03_Estela_14_2.png _images/03_Estela_14_3.png