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Contents:
Data formats
Examples
Data Sources
Data Sets
Preprocessing
Exploration
Feature Engineering
Metrics
Models
Visualization
Data Validation
Utils
sam
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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K
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L
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M
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N
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O
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P
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Q
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R
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S
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T
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V
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W
A
add() (sam.data_sources.MongoWrapper method)
assert_contains_nans() (in module sam.utils)
AutomaticRollingEngineering (class in sam.feature_engineering)
average_winter_time() (in module sam.preprocessing)
B
BaseFeatureEngineer (class in sam.feature_engineering)
BaseValidator (class in sam.validation)
benchmark_model() (in module sam.models)
benchmark_wrapper() (in module sam.models)
BuildRollingFeatures (class in sam.feature_engineering)
C
ClipTransformer (class in sam.preprocessing)
component_function (sam.feature_engineering.SimpleFeatureEngineer attribute)
component_range (sam.feature_engineering.SimpleFeatureEngineer attribute)
compute_diagnostics() (sam.feature_engineering.AutomaticRollingEngineering method)
compute_quantile_ratios() (in module sam.metrics)
configure() (sam.feature_engineering.SPEITransformer method)
ConstantTimeseriesRegressor (class in sam.models)
contains_nans() (in module sam.utils)
correct_above_threshold() (in module sam.preprocessing)
correct_below_threshold() (in module sam.preprocessing)
correct_outside_range() (in module sam.preprocessing)
create_keras_autoencoder_mlp() (in module sam.models)
create_keras_autoencoder_rnn() (in module sam.models)
create_keras_quantile_mlp() (in module sam.models)
create_keras_quantile_rnn() (in module sam.models)
create_validation_pipe() (in module sam.validation)
D
decompose_datetime() (in module sam.feature_engineering)
diagnostic_extreme_removal() (in module sam.visualization)
diagnostic_flatline_removal() (in module sam.visualization)
dump() (sam.models.ConstantTimeseriesRegressor method)
(sam.models.MLPTimeseriesRegressor method)
E
empty() (sam.data_sources.MongoWrapper method)
F
feature_engineer_() (sam.feature_engineering.BaseFeatureEngineer method)
(sam.feature_engineering.FeatureEngineer method)
(sam.feature_engineering.IdentityFeatureEngineer method)
(sam.feature_engineering.SimpleFeatureEngineer method)
FeatureEngineer (class in sam.feature_engineering)
fit() (sam.feature_engineering.AutomaticRollingEngineering method)
(sam.feature_engineering.BaseFeatureEngineer method)
(sam.feature_engineering.BuildRollingFeatures method)
(sam.feature_engineering.SPEITransformer method)
(sam.models.ConstantTimeseriesRegressor method)
(sam.models.LinearQuantileRegression method)
(sam.models.MLPTimeseriesRegressor method)
(sam.preprocessing.ClipTransformer method)
(sam.validation.BaseValidator method)
(sam.validation.FlatlineValidator method)
(sam.validation.MADValidator method)
(sam.validation.OutsideRangeValidator method)
FlatlineValidator (class in sam.validation)
FunctionTransformerWithNames (class in sam.utils)
G
get() (sam.data_sources.MongoWrapper method)
get_explainer() (sam.models.MLPTimeseriesRegressor method)
get_feature_names_out() (sam.feature_engineering.AutomaticRollingEngineering method)
(sam.feature_engineering.BaseFeatureEngineer method)
(sam.feature_engineering.BuildRollingFeatures method)
(sam.preprocessing.ClipTransformer method)
(sam.utils.FunctionTransformerWithNames method)
(sam.validation.BaseValidator method)
get_keras_forecasting_metrics() (in module sam.metrics)
get_untrained_model() (sam.models.ConstantTimeseriesRegressor method)
(sam.models.MLPTimeseriesRegressor method)
H
has_strictly_increasing_index() (in module sam.utils)
I
IdentityFeatureEngineer (class in sam.feature_engineering)
incident_curves() (in module sam.exploration)
incident_curves_information() (in module sam.exploration)
incident_recall() (in module sam.metrics)
inverse_differenced_target() (in module sam.preprocessing)
K
keras_joint_mse_tilted_loss() (in module sam.metrics)
keras_rmse() (in module sam.metrics)
keras_tilted_loss() (in module sam.metrics)
L
label_dst() (in module sam.preprocessing)
lag_correlation() (in module sam.exploration)
LinearQuantileRegression (class in sam.models)
load() (sam.models.ConstantTimeseriesRegressor class method)
(sam.models.MLPTimeseriesRegressor class method)
load_rainbow_beach() (in module sam.datasets)
load_sewage_data() (in module sam.datasets)
M
MADValidator (class in sam.validation)
make_differenced_target() (in module sam.preprocessing)
make_incident_recall_scorer() (in module sam.metrics)
mean_absolute_scaled_error() (in module sam.metrics)
MLPTimeseriesRegressor (class in sam.models)
MongoWrapper (class in sam.data_sources)
N
normalize_timestamps() (in module sam.preprocessing)
O
OutsideRangeValidator (class in sam.validation)
P
performance_evaluation_fixed_predict_ahead() (in module sam.visualization)
plot() (sam.feature_engineering.SPEITransformer method)
plot_feature_importances() (in module sam.visualization)
plot_incident_heatmap() (in module sam.visualization)
plot_lag_correlation() (in module sam.visualization)
plot_precision_recall_curve() (in module sam.visualization)
plot_score_dicts() (in module sam.models)
plot_threshold_curve() (in module sam.visualization)
precision_incident_recall_curve() (in module sam.metrics)
predict() (sam.models.ConstantTimeseriesRegressor method)
(sam.models.LinearQuantileRegression method)
(sam.models.MLPTimeseriesRegressor method)
preprocess_data_for_benchmarking() (in module sam.models)
Q
quantile_feature_importances() (sam.models.MLPTimeseriesRegressor method)
R
range_lag_column() (in module sam.feature_engineering)
read_knmi() (in module sam.data_sources)
read_knmi_station_data() (in module sam.data_sources)
read_knmi_stations() (in module sam.data_sources)
read_openweathermap() (in module sam.data_sources)
read_regenradar() (in module sam.data_sources)
recode_cyclical_features() (in module sam.feature_engineering)
RecurrentReshaper() (in module sam.preprocessing)
S
sam_format_to_wide() (in module sam.preprocessing)
sam_quantile_plot() (in module sam.visualization)
score() (sam.models.LinearQuantileRegression method)
SimpleFeatureEngineer (class in sam.feature_engineering)
SPEITransformer (class in sam.feature_engineering)
sum_grouped_columns() (in module sam.utils)
summary() (sam.models.MLPTimeseriesRegressor method)
synthetic_date_range() (in module sam.data_sources)
synthetic_timeseries() (in module sam.data_sources)
T
tilted_loss() (in module sam.metrics)
top_n_correlations() (in module sam.exploration)
top_score_correlations() (in module sam.exploration)
train_r2() (in module sam.metrics)
transform() (sam.feature_engineering.AutomaticRollingEngineering method)
(sam.feature_engineering.BaseFeatureEngineer method)
(sam.feature_engineering.BuildRollingFeatures method)
(sam.feature_engineering.SPEITransformer method)
(sam.preprocessing.ClipTransformer method)
(sam.utils.FunctionTransformerWithNames method)
(sam.validation.BaseValidator method)
V
valid_components (sam.feature_engineering.SimpleFeatureEngineer attribute)
validate() (sam.validation.BaseValidator method)
(sam.validation.FlatlineValidator method)
(sam.validation.MADValidator method)
(sam.validation.OutsideRangeValidator method)
W
wide_to_sam_format() (in module sam.preprocessing)
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