pytesmo
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README
Introduction
Validation Framework
Temporal Collocation
Anomaly Computation
Triple Collocation Analysis
Soil Water Index Computation
Example: Validate ASCAT with ISMN
License
Authors
Changelog
Module Reference
pytesmo
Index
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Index
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B
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C
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D
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E
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F
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G
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H
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I
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J
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K
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L
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M
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N
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P
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R
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S
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T
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U
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V
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W
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X
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Y
A
aad() (in module pytesmo.metrics)
(in module pytesmo.metrics.pairwise)
add_metrics_results() (pytesmo.validation_framework.results_manager.PointDataResults method)
add_offset_cumulative() (pytesmo.validation_framework.adapters.TimestampAdapter method)
add_result() (pytesmo.validation_framework.results_manager.PointDataResults method)
add_scaled() (in module pytesmo.scaling)
add_ts_results() (pytesmo.validation_framework.results_manager.PointDataResults method)
AdvancedMaskingAdapter (class in pytesmo.validation_framework.adapters)
AnomalyAdapter (class in pytesmo.validation_framework.adapters)
AnomalyClimAdapter (class in pytesmo.validation_framework.adapters)
args_to_iterable() (in module pytesmo.validation_framework.validation)
array_dropna() (in module pytesmo.utils)
B
BasicAdapter (class in pytesmo.validation_framework.adapters)
BasicMetrics (class in pytesmo.validation_framework.metric_calculators)
BasicMetricsPlusMSE (class in pytesmo.validation_framework.metric_calculators)
BasicTemporalMatching (class in pytesmo.validation_framework.temporal_matchers)
bias() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
bias_ci() (in module pytesmo.metrics.pairwise)
boxcar_filter() (in module pytesmo.time_series.filters)
build_filename() (in module pytesmo.validation_framework.results_manager)
C
calc() (pytesmo.validation_framework.validation.Validation method)
,
[1]
calc_anomaly() (in module pytesmo.time_series.anomaly)
calc_climatology() (in module pytesmo.time_series.anomaly)
calc_metrics() (pytesmo.validation_framework.metric_calculators.BasicMetrics method)
(pytesmo.validation_framework.metric_calculators.BasicMetricsPlusMSE method)
(pytesmo.validation_framework.metric_calculators.FTMetrics method)
(pytesmo.validation_framework.metric_calculators.HSAF_Metrics method)
(pytesmo.validation_framework.metric_calculators.IntercomparisonMetrics method)
(pytesmo.validation_framework.metric_calculators.MetadataMetrics method)
(pytesmo.validation_framework.metric_calculators.PairwiseIntercomparisonMetrics method)
(pytesmo.validation_framework.metric_calculators.RollingMetrics method)
(pytesmo.validation_framework.metric_calculators.TCMetrics method)
(pytesmo.validation_framework.metric_calculators.TripleCollocationMetrics method)
(pytesmo.validation_framework.metric_calculators_adapters.SubsetsMetricsAdapter method)
calc_parameters() (pytesmo.validation_framework.data_scalers.CDFStoreParamsScaler method)
caldat() (in module pytesmo.timedate.julian)
cdf_beta_match() (in module pytesmo.scaling)
cdf_match() (in module pytesmo.scaling)
CDFMatching (class in pytesmo.cdf_matching)
CDFStoreParamsScaler (class in pytesmo.validation_framework.data_scalers)
check_if_biased() (in module pytesmo.metrics.tcol)
colormaps_path() (in module pytesmo.colormaps.load_cmap)
ColumnCombineAdapter (class in pytesmo.validation_framework.adapters)
combinatory_matcher() (pytesmo.validation_framework.temporal_matchers.BasicTemporalMatching method)
combined_temporal_collocation() (in module pytesmo.temporal_matching)
convert_generic() (pytesmo.validation_framework.adapters.TimestampAdapter method)
D
DataManager (class in pytesmo.validation_framework.data_manager)
DataManagerError
day (pytesmo.time_series.grouping.YearlessDatetime attribute)
days_in_month() (in module pytesmo.validation_framework.metric_calculators_adapters)
DefaultScaler (class in pytesmo.validation_framework.data_scalers)
deprecated() (in module pytesmo.utils)
df_name_multiindex() (in module pytesmo.validation_framework.temporal_matchers)
dfdict_combined_temporal_collocation() (in module pytesmo.validation_framework.temporal_matchers)
doy (pytesmo.time_series.grouping.YearlessDatetime property)
doy() (in module pytesmo.timedate.julian)
ds_dict (pytesmo.validation_framework.data_manager.DataManager property)
dummy_validation_result() (pytesmo.validation_framework.validation.Validation method)
E
ecol() (in module pytesmo.metrics)
(in module pytesmo.metrics.tcol)
element_iterable() (in module pytesmo.utils)
ensure_iterable() (in module pytesmo.utils)
exp_filter() (in module pytesmo.time_series.filters)
F
filter() (pytesmo.time_series.grouping.TsDistributor method)
fit() (pytesmo.cdf_matching.CDFMatching method)
flatten() (in module pytesmo.validation_framework.data_manager)
from_datetime() (pytesmo.time_series.grouping.YearlessDatetime class method)
FTMetrics (class in pytesmo.validation_framework.metric_calculators)
func() (in module pytesmo.validation_framework.start_validation)
G
get_data() (pytesmo.validation_framework.data_manager.DataManager method)
get_data_for_result_tuple() (pytesmo.validation_framework.validation.Validation method)
get_dataset_names() (in module pytesmo.validation_framework.metric_calculators)
get_luts() (pytesmo.validation_framework.data_manager.DataManager method)
get_other_data() (pytesmo.validation_framework.data_manager.DataManager method)
get_parameters() (pytesmo.validation_framework.data_scalers.CDFStoreParamsScaler method)
get_processing_jobs() (pytesmo.validation_framework.validation.Validation method)
,
[1]
get_result_combinations() (in module pytesmo.validation_framework.data_manager)
get_result_names() (in module pytesmo.validation_framework.data_manager)
(pytesmo.validation_framework.data_manager.DataManager method)
get_results_names() (pytesmo.validation_framework.data_manager.DataManager method)
get_scaling_function() (in module pytesmo.scaling)
get_scaling_method_lut() (in module pytesmo.scaling)
get_system_colormaps() (in module pytesmo.colormaps.load_cmap)
get_upscaled_ts() (pytesmo.validation_framework.upscaling.Upscaling method)
get_user_colormaps() (in module pytesmo.colormaps.load_cmap)
grid (pytesmo.validation_framework.adapters.BasicAdapter property)
group_by_day_bin() (in module pytesmo.time_series.grouping)
grouped_dates_between() (in module pytesmo.time_series.grouping)
grp_to_datetimeindex() (in module pytesmo.time_series.grouping)
H
has_analytical_ci() (in module pytesmo.metrics)
(in module pytesmo.metrics.confidence_intervals)
hour (pytesmo.time_series.grouping.YearlessDatetime attribute)
HSAF_Metrics (class in pytesmo.validation_framework.metric_calculators)
I
index_of_agreement() (in module pytesmo.metrics)
(in module pytesmo.metrics.pairwise)
IntercomparisonMetrics (class in pytesmo.validation_framework.metric_calculators)
interp_uniq() (in module pytesmo.utils)
is_leap_year() (in module pytesmo.timedate.julian)
J
julday() (in module pytesmo.timedate.julian)
julian2datetime() (in module pytesmo.timedate.julian)
julian2num() (in module pytesmo.timedate.julian)
K
k_datasets_from() (pytesmo.validation_framework.validation.Validation method)
kendall_tau() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
(in module pytesmo.metrics.pairwise)
kendall_tau_ci() (in module pytesmo.metrics.pairwise)
kendalltau() (in module pytesmo.df_metrics)
L
linreg() (in module pytesmo.scaling)
linreg_params() (in module pytesmo.scaling)
linreg_stored_params() (in module pytesmo.scaling)
load() (in module pytesmo.colormaps.load_cmap)
load_colormap() (in module pytesmo.colormaps.load_cmap)
load_parameters() (pytesmo.validation_framework.data_scalers.CDFStoreParamsScaler method)
M
mad() (in module pytesmo.metrics)
(in module pytesmo.metrics.pairwise)
make_combined_temporal_matcher() (in module pytesmo.validation_framework.temporal_matchers)
mask_dataset() (pytesmo.validation_framework.validation.Validation method)
MaskingAdapter (class in pytesmo.validation_framework.adapters)
match() (pytesmo.validation_framework.temporal_matchers.BasicTemporalMatching method)
mean_std() (in module pytesmo.scaling)
MetadataMetrics (class in pytesmo.validation_framework.metric_calculators)
MetricsCalculationError
min_max() (in module pytesmo.scaling)
minute (pytesmo.time_series.grouping.YearlessDatetime attribute)
MixinReadTs (class in pytesmo.validation_framework.upscaling)
module
pytesmo
pytesmo.cdf_matching
pytesmo.colormaps
pytesmo.colormaps.load_cmap
pytesmo.df_metrics
pytesmo.grid
pytesmo.grid.resample
pytesmo.metrics
pytesmo.metrics.confidence_intervals
pytesmo.metrics.deprecated
pytesmo.metrics.pairwise
pytesmo.metrics.tcol
pytesmo.scaling
pytesmo.temporal_matching
pytesmo.time_series
pytesmo.time_series.anomaly
pytesmo.time_series.filtering
pytesmo.time_series.filters
pytesmo.time_series.grouping
pytesmo.time_series.plotting
pytesmo.timedate
pytesmo.timedate.dekad
pytesmo.timedate.julian
pytesmo.utils
pytesmo.validation_framework
pytesmo.validation_framework.adapters
pytesmo.validation_framework.data_manager
pytesmo.validation_framework.data_scalers
pytesmo.validation_framework.error_handling
pytesmo.validation_framework.metric_calculators
pytesmo.validation_framework.metric_calculators_adapters
pytesmo.validation_framework.results_manager
pytesmo.validation_framework.start_validation
pytesmo.validation_framework.temporal_matchers
pytesmo.validation_framework.upscaling
pytesmo.validation_framework.validation
month (pytesmo.time_series.grouping.YearlessDatetime attribute)
MonthsMetricsAdapter (class in pytesmo.validation_framework.metric_calculators_adapters)
moving_average() (in module pytesmo.time_series.filtering)
msd() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
(in module pytesmo.metrics.pairwise)
mse() (in module pytesmo.df_metrics)
mse_bias() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
mse_corr() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
mse_decomposition() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
mse_var() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
N
n_combinations() (in module pytesmo.df_metrics)
nash_sutcliffe() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
(in module pytesmo.metrics.pairwise)
netcdf_results_manager() (in module pytesmo.validation_framework.results_manager)
NoGpiDataError
NoTempMatchedDataError
nrmsd() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
(in module pytesmo.metrics.pairwise)
num2julian() (in module pytesmo.timedate.julian)
nwise_apply() (in module pytesmo.df_metrics)
P
pairwise_apply() (in module pytesmo.df_metrics)
PairwiseIntercomparisonMetrics (class in pytesmo.validation_framework.metric_calculators)
PairwiseMetricsMixin (class in pytesmo.validation_framework.metric_calculators)
pearson_r() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
(in module pytesmo.metrics.pairwise)
pearson_r_ci() (in module pytesmo.metrics.pairwise)
pearsonr() (in module pytesmo.df_metrics)
perform_validation() (pytesmo.validation_framework.validation.Validation method)
plot_clim_anom() (in module pytesmo.time_series.plotting)
PointDataResults (class in pytesmo.validation_framework.results_manager)
predict() (pytesmo.cdf_matching.CDFMatching method)
pytesmo
module
pytesmo.cdf_matching
module
pytesmo.colormaps
module
pytesmo.colormaps.load_cmap
module
pytesmo.df_metrics
module
pytesmo.grid
module
pytesmo.grid.resample
module
pytesmo.metrics
module
pytesmo.metrics.confidence_intervals
module
pytesmo.metrics.deprecated
module
pytesmo.metrics.pairwise
module
pytesmo.metrics.tcol
module
pytesmo.scaling
module
pytesmo.temporal_matching
module
pytesmo.time_series
module
pytesmo.time_series.anomaly
module
pytesmo.time_series.filtering
module
pytesmo.time_series.filters
module
pytesmo.time_series.grouping
module
pytesmo.time_series.plotting
module
pytesmo.timedate
module
pytesmo.timedate.dekad
module
pytesmo.timedate.julian
module
pytesmo.utils
module
pytesmo.validation_framework
module
pytesmo.validation_framework.adapters
module
pytesmo.validation_framework.data_manager
module
pytesmo.validation_framework.data_scalers
module
pytesmo.validation_framework.error_handling
module
pytesmo.validation_framework.metric_calculators
module
pytesmo.validation_framework.metric_calculators_adapters
module
pytesmo.validation_framework.results_manager
module
pytesmo.validation_framework.start_validation
module
pytesmo.validation_framework.temporal_matchers
module
pytesmo.validation_framework.upscaling
module
pytesmo.validation_framework.validation
module
R
read() (pytesmo.validation_framework.adapters.BasicAdapter method)
read_ds() (pytesmo.validation_framework.upscaling.MixinReadTs method)
read_loc() (pytesmo.validation_framework.results_manager.PointDataResults method)
read_other() (pytesmo.validation_framework.data_manager.DataManager method)
,
[1]
read_reference() (pytesmo.validation_framework.data_manager.DataManager method)
,
[1]
read_ts() (pytesmo.validation_framework.adapters.BasicAdapter method)
(pytesmo.validation_framework.results_manager.PointDataResults method)
return_code (pytesmo.validation_framework.error_handling.DataManagerError attribute)
(pytesmo.validation_framework.error_handling.MetricsCalculationError attribute)
(pytesmo.validation_framework.error_handling.NoGpiDataError attribute)
(pytesmo.validation_framework.error_handling.NoTempMatchedDataError attribute)
(pytesmo.validation_framework.error_handling.ScalingError attribute)
(pytesmo.validation_framework.error_handling.TemporalMatchingError attribute)
(pytesmo.validation_framework.error_handling.ValidationError attribute)
(pytesmo.validation_framework.error_handling.ValidationFailedError attribute)
rmsd() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
(in module pytesmo.metrics.pairwise)
rolling_pr_rmsd() (in module pytesmo.metrics)
RollingMetrics (class in pytesmo.validation_framework.metric_calculators)
rootdir() (in module pytesmo.utils)
RSS() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
S
scale() (in module pytesmo.scaling)
(pytesmo.validation_framework.data_scalers.CDFStoreParamsScaler method)
(pytesmo.validation_framework.data_scalers.DefaultScaler method)
ScalingError
second (pytesmo.time_series.grouping.YearlessDatetime attribute)
select() (pytesmo.time_series.grouping.TsDistributor method)
SelfMaskingAdapter (class in pytesmo.validation_framework.adapters)
set_score_request() (pytesmo.cdf_matching.CDFMatching method)
spearman_r() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
(in module pytesmo.metrics.pairwise)
spearman_r_ci() (in module pytesmo.metrics.pairwise)
spearmanr() (in module pytesmo.df_metrics)
start_validation() (in module pytesmo.validation_framework.start_validation)
store_parameters() (pytesmo.validation_framework.data_scalers.CDFStoreParamsScaler method)
SubsetsMetricsAdapter (class in pytesmo.validation_framework.metric_calculators_adapters)
T
TCMetrics (class in pytesmo.validation_framework.metric_calculators)
tcol_error() (in module pytesmo.df_metrics)
tcol_metrics() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
(in module pytesmo.metrics.tcol)
tcol_metrics_with_bootstrapped_ci() (in module pytesmo.metrics)
(in module pytesmo.metrics.confidence_intervals)
tcol_snr() (in module pytesmo.df_metrics)
temporal_collocation() (in module pytesmo.temporal_matching)
temporal_match() (pytesmo.validation_framework.upscaling.Upscaling static method)
temporal_match_datasets() (pytesmo.validation_framework.validation.Validation method)
temporal_match_masking_data() (pytesmo.validation_framework.validation.Validation method)
TemporalMatchingError
TimestampAdapter (class in pytesmo.validation_framework.adapters)
to_datetime() (pytesmo.time_series.grouping.YearlessDatetime method)
TripleCollocationMetrics (class in pytesmo.validation_framework.metric_calculators)
TsDistributor (class in pytesmo.time_series.grouping)
tstability_filter() (pytesmo.validation_framework.upscaling.Upscaling static method)
U
ubrmsd() (in module pytesmo.df_metrics)
(in module pytesmo.metrics)
(in module pytesmo.metrics.pairwise)
ubrmsd_ci() (in module pytesmo.metrics.pairwise)
upscale() (pytesmo.validation_framework.upscaling.Upscaling method)
Upscaling (class in pytesmo.validation_framework.upscaling)
use_lut() (pytesmo.validation_framework.data_manager.DataManager method)
V
Validation (class in pytesmo.validation_framework.validation)
ValidationError
ValidationFailedError
variables (pytesmo.validation_framework.results_manager.PointDataResults property)
W
with_analytical_ci() (in module pytesmo.metrics)
(in module pytesmo.metrics.confidence_intervals)
with_bootstrapped_ci() (in module pytesmo.metrics)
(in module pytesmo.metrics.confidence_intervals)
X
x_perc_ (pytesmo.cdf_matching.CDFMatching attribute)
Y
y_perc_ (pytesmo.cdf_matching.CDFMatching attribute)
YearlessDatetime (class in pytesmo.time_series.grouping)
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