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Refactor area_mean_time_series and add ccb slice flag feature (#750)
Co-authored-by: Tom Vo <tomvothecoder@gmail.com>
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auxiliary_tools/cdat_regression_testing/662-area-mean-time-series/annual_avgs.py
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# %% | ||
import cdms2 | ||
import cdutil | ||
import xcdat as xc | ||
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# %% | ||
# CDAT | ||
# Time coordinates at the first day of the month (1850-01-01) | ||
fn1 = "/global/cfs/cdirs/e3sm/e3sm_diags/test_model_data_for_acme_diags/time-series/E3SM_v1/FSNS_185001_201312.nc" | ||
var_key = "FSNS" | ||
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ds_cdat2 = cdms2.open(fn1) | ||
var = ds_cdat2(var_key) | ||
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var_avg = cdutil.averager(var, axis="xy") | ||
var_avg_year = cdutil.YEAR(var_avg) | ||
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print(var_avg_year.getTime().asComponentTime()[-3:-1]) | ||
# [2011-7-2 12:0:0.0, 2012-7-2 12:0:0.0] | ||
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# %% | ||
# xCDAT | ||
ds_xcdat = xc.open_dataset(fn1, decode_times=True) | ||
ds_xcdat_avg = ds_xcdat.spatial.average(var_key, axis=["X", "Y"]) | ||
ds_xcdat_avg_year = ds_xcdat_avg.temporal.group_average(var_key, freq="year") | ||
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var_avg_year_xc = ds_xcdat_avg_year[var_key] | ||
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print(var_avg_year_xc.time.values[-3:-1]) | ||
# [cftime.DatetimeNoLeap(2012, 1, 1, 0, 0, 0, 0, has_year_zero=True) | ||
# cftime.DatetimeNoLeap(2013, 1, 1, 0, 0, 0, 0, has_year_zero=True)] |
154 changes: 154 additions & 0 deletions
154
...liary_tools/cdat_regression_testing/662-area-mean-time-series/debug/759_slice_flag_ccb.py
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""" | ||
https://github.com/E3SM-Project/e3sm_diags/blob/633b52c314325e605fe7f62687cc4d00e5a0a3d5/e3sm_diags/driver/utils/dataset.py#L665-L672 | ||
if sub_monthly: | ||
start_time = "{}-01-01".format(start_year) | ||
end_time = "{}-01-01".format(str(int(end_year) + 1)) | ||
slice_flag = "co" | ||
else: | ||
start_time = "{}-01-15".format(start_year) | ||
end_time = "{}-12-15".format(end_year) | ||
slice_flag = "ccb" | ||
var_time = fin(var, time=(start_time, end_time, slice_flag))(squeeze=1) | ||
""" | ||
# %% | ||
import cdms2 | ||
import xcdat as xc | ||
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# Parameters | ||
# Time coordinates at the first day of the month (1850-01-01) | ||
fn1 = "/global/cfs/cdirs/e3sm/e3sm_diags/test_model_data_for_acme_diags/time-series/E3SM_v1/FSNS_185001_201312.nc" | ||
var = "FSNS" | ||
start_time = "2011-01-15" | ||
end_time = "2013-12-15" | ||
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slice_flag = "ccb" | ||
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ds_cdat2 = cdms2.open(fn1) | ||
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# "ccb" slice | ||
# RESULT: Adds a coordinate to the end because the end time of the dataset is | ||
# 2013-12-01, and "ccb" only allows the right side to be closed. It will use | ||
# bounds to determine the right bound value to add the coordinate point. | ||
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# Example: | ||
# 1. Actual end time: 2013-12-01 | ||
# 2. Slice end time: 2013-12-15 | ||
# 3. Bound values: [2013-12-01, 2014-1-1] | ||
# 4. Use 2014-1-1 as last coordinate point. | ||
# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ | ||
var_s = ds_cdat2(var, time=(start_time, end_time, slice_flag))(squeeze=1) | ||
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time_s = var_s.getTime() | ||
time_s_dt = time_s.asComponentTime() | ||
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""" | ||
[2011-2-1 0:0:0.0, | ||
2011-3-1 0:0:0.0, | ||
2011-4-1 0:0:0.0, | ||
2011-5-1 0:0:0.0, | ||
2011-6-1 0:0:0.0, | ||
2011-7-1 0:0:0.0, | ||
2011-8-1 0:0:0.0, | ||
2011-9-1 0:0:0.0, | ||
2011-10-1 0:0:0.0, | ||
2011-11-1 0:0:0.0, | ||
2011-12-1 0:0:0.0, | ||
2012-1-1 0:0:0.0, | ||
2012-2-1 0:0:0.0, | ||
2012-3-1 0:0:0.0, | ||
2012-4-1 0:0:0.0, | ||
2012-5-1 0:0:0.0, | ||
2012-6-1 0:0:0.0, | ||
2012-7-1 0:0:0.0, | ||
2012-8-1 0:0:0.0, | ||
2012-9-1 0:0:0.0, | ||
2012-10-1 0:0:0.0, | ||
2012-11-1 0:0:0.0, | ||
2012-12-1 0:0:0.0, | ||
2013-1-1 0:0:0.0, | ||
2013-2-1 0:0:0.0, | ||
2013-3-1 0:0:0.0, | ||
2013-4-1 0:0:0.0, | ||
2013-5-1 0:0:0.0, | ||
2013-6-1 0:0:0.0, | ||
2013-7-1 0:0:0.0, | ||
2013-8-1 0:0:0.0, | ||
2013-9-1 0:0:0.0, | ||
2013-10-1 0:0:0.0, | ||
2013-11-1 0:0:0.0, | ||
2013-12-1 0:0:0.0, | ||
2014-1-1 0:0:0.0] | ||
""" | ||
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# 36 2014-1-1 0:0:0.0 | ||
print(len(time_s), time_s_dt[-1]) | ||
# [59829. 59860.] | ||
print(time_s.getBounds()[-1]) | ||
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# ~~~~~~~ | ||
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# xCDAT | ||
ds_xcdat = xc.open_dataset(fn1, decode_times=True) | ||
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ds_xcdat_s = ds_xcdat.sel(time=slice(start_time, end_time)) | ||
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# 35 2013-12-01 00:00:00 | ||
print(len(ds_xcdat_s.time), ds_xcdat_s.time.values[-1]) | ||
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# [cftime.DatetimeNoLeap(2013, 11, 1, 0, 0, 0, 0, has_year_zero=True) | ||
# cftime.DatetimeNoLeap(2013, 12, 1, 0, 0, 0, 0, has_year_zero=True)] | ||
print(ds_xcdat_s.time_bnds.values[-1]) | ||
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# No slice | ||
# ~~~~~~~ | ||
var_ns = ds_cdat2(var, time=(start_time, end_time))(squeeze=1) | ||
time_ns = var_ns.getTime() | ||
time_ns_dt = time_ns.asComponentTime() | ||
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""" | ||
[2011-2-1 0:0:0.0, | ||
2011-3-1 0:0:0.0, | ||
2011-4-1 0:0:0.0, | ||
2011-5-1 0:0:0.0, | ||
2011-6-1 0:0:0.0, | ||
2011-7-1 0:0:0.0, | ||
2011-8-1 0:0:0.0, | ||
2011-9-1 0:0:0.0, | ||
2011-10-1 0:0:0.0, | ||
2011-11-1 0:0:0.0, | ||
2011-12-1 0:0:0.0, | ||
2012-1-1 0:0:0.0, | ||
2012-2-1 0:0:0.0, | ||
2012-3-1 0:0:0.0, | ||
2012-4-1 0:0:0.0, | ||
2012-5-1 0:0:0.0, | ||
2012-6-1 0:0:0.0, | ||
2012-7-1 0:0:0.0, | ||
2012-8-1 0:0:0.0, | ||
2012-9-1 0:0:0.0, | ||
2012-10-1 0:0:0.0, | ||
2012-11-1 0:0:0.0, | ||
2012-12-1 0:0:0.0, | ||
2013-1-1 0:0:0.0, | ||
2013-2-1 0:0:0.0, | ||
2013-3-1 0:0:0.0, | ||
2013-4-1 0:0:0.0, | ||
2013-5-1 0:0:0.0, | ||
2013-6-1 0:0:0.0, | ||
2013-7-1 0:0:0.0, | ||
2013-8-1 0:0:0.0, | ||
2013-9-1 0:0:0.0, | ||
2013-10-1 0:0:0.0, | ||
2013-11-1 0:0:0.0, | ||
2013-12-1 0:0:0.0] | ||
""" | ||
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# 35 2013-12-1 0:0:0.0 | ||
print(len(time_ns), time_ns_dt[-1]) | ||
# [59799. 59829.] | ||
print(time_ns.getBounds()[-1]) |
137 changes: 137 additions & 0 deletions
137
auxiliary_tools/cdat_regression_testing/662-area-mean-time-series/debug/759_slice_flag_co.py
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# %% | ||
import cdms2 | ||
import xcdat as xc | ||
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# Parameters | ||
# Time coordinates at the first day of the month (1850-01-01) | ||
fn1 = "/global/cfs/cdirs/e3sm/e3sm_diags/test_model_data_for_acme_diags/time-series/E3SM_v1/FSNS_185001_201312.nc" | ||
var = "FSNS" | ||
start_time = "2011-01-01" | ||
end_time = "2014-01-01" | ||
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# "co" - YYYY-01-01 +1 for the end year | ||
slice_flag = "co" | ||
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ds_cdat = cdms2.open(fn1) | ||
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# With slice -- nothing changes because "co" allows the right side to be open, | ||
# The actual end time (2013-12-01) is within the slice end time (2014-01-01). | ||
# ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ | ||
var_s = ds_cdat(var, time=(start_time, end_time, slice_flag))(squeeze=1) | ||
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time_s = var_s.getTime() | ||
time_s_dt = time_s.asComponentTime() | ||
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""" | ||
[2011-1-1 0:0:0.0, | ||
2011-2-1 0:0:0.0, | ||
2011-3-1 0:0:0.0, | ||
2011-4-1 0:0:0.0, | ||
2011-5-1 0:0:0.0, | ||
2011-6-1 0:0:0.0, | ||
2011-7-1 0:0:0.0, | ||
2011-8-1 0:0:0.0, | ||
2011-9-1 0:0:0.0, | ||
2011-10-1 0:0:0.0, | ||
2011-11-1 0:0:0.0, | ||
2011-12-1 0:0:0.0, | ||
2012-1-1 0:0:0.0, | ||
2012-2-1 0:0:0.0, | ||
2012-3-1 0:0:0.0, | ||
2012-4-1 0:0:0.0, | ||
2012-5-1 0:0:0.0, | ||
2012-6-1 0:0:0.0, | ||
2012-7-1 0:0:0.0, | ||
2012-8-1 0:0:0.0, | ||
2012-9-1 0:0:0.0, | ||
2012-10-1 0:0:0.0, | ||
2012-11-1 0:0:0.0, | ||
2012-12-1 0:0:0.0, | ||
2013-1-1 0:0:0.0, | ||
2013-2-1 0:0:0.0, | ||
2013-3-1 0:0:0.0, | ||
2013-4-1 0:0:0.0, | ||
2013-5-1 0:0:0.0, | ||
2013-6-1 0:0:0.0, | ||
2013-7-1 0:0:0.0, | ||
2013-8-1 0:0:0.0, | ||
2013-9-1 0:0:0.0, | ||
2013-10-1 0:0:0.0, | ||
2013-11-1 0:0:0.0, | ||
2013-12-1 0:0:0.0] | ||
""" | ||
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# 36 2013-12-1 0:0:0.0 | ||
print(len(time_s), time_s_dt[-1]) | ||
# [59799. 59829.] | ||
print(time_s.getBounds()[-1]) | ||
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# ~~~~~~~ | ||
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# xCDAT | ||
ds_xcdat = xc.open_dataset(fn1, decode_times=True) | ||
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ds_xcdat_s = ds_xcdat.sel(time=slice(start_time, end_time)) | ||
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# 35 2013-12-01 00:00:00 | ||
print(len(ds_xcdat_s.time), ds_xcdat_s.time.values[-1]) | ||
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# [cftime.DatetimeNoLeap(2013, 11, 1, 0, 0, 0, 0, has_year_zero=True) | ||
# cftime.DatetimeNoLeap(2013, 12, 1, 0, 0, 0, 0, has_year_zero=True)] | ||
print(ds_xcdat_s.time_bnds.values[-1]) | ||
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# No slice | ||
# RESULT: Adds a coordinate to the end ("ccn" is default) | ||
# ~~~~~~~ | ||
var_ns = ds_cdat(var, time=(start_time, end_time))(squeeze=1) | ||
time_ns = var_ns.getTime() | ||
time_ns_dt = time_ns.asComponentTime() | ||
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""" | ||
[2011-1-1 0:0:0.0, | ||
2011-2-1 0:0:0.0, | ||
2011-3-1 0:0:0.0, | ||
2011-4-1 0:0:0.0, | ||
2011-5-1 0:0:0.0, | ||
2011-6-1 0:0:0.0, | ||
2011-7-1 0:0:0.0, | ||
2011-8-1 0:0:0.0, | ||
2011-9-1 0:0:0.0, | ||
2011-10-1 0:0:0.0, | ||
2011-11-1 0:0:0.0, | ||
2011-12-1 0:0:0.0, | ||
2012-1-1 0:0:0.0, | ||
2012-2-1 0:0:0.0, | ||
2012-3-1 0:0:0.0, | ||
2012-4-1 0:0:0.0, | ||
2012-5-1 0:0:0.0, | ||
2012-6-1 0:0:0.0, | ||
2012-7-1 0:0:0.0, | ||
2012-8-1 0:0:0.0, | ||
2012-9-1 0:0:0.0, | ||
2012-10-1 0:0:0.0, | ||
2012-11-1 0:0:0.0, | ||
2012-12-1 0:0:0.0, | ||
2013-1-1 0:0:0.0, | ||
2013-2-1 0:0:0.0, | ||
2013-3-1 0:0:0.0, | ||
2013-4-1 0:0:0.0, | ||
2013-5-1 0:0:0.0, | ||
2013-6-1 0:0:0.0, | ||
2013-7-1 0:0:0.0, | ||
2013-8-1 0:0:0.0, | ||
2013-9-1 0:0:0.0, | ||
2013-10-1 0:0:0.0, | ||
2013-11-1 0:0:0.0, | ||
2013-12-1 0:0:0.0, | ||
2014-1-1 0:0:0.0] | ||
""" | ||
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# 37 2014-1-1 0:0:0.0 | ||
print(len(time_ns), time_ns_dt[-1]) | ||
# [59829. 59860.] | ||
print(time_ns.getBounds()[-1]) |
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