hts
stable
Contents:
scikit-hts
Installation
Usage
Hierarchical Representation
Supported Models
Geo Handling Capabilities
API Index
Parallelization
How to deploy scikit-hts at scale
Contributing
History
hts
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Index
_
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A
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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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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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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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Y
_
__init__() (hts.core.regressor.HTSRegressor method)
(hts.HTSRegressor method)
(hts.model.base.TimeSeriesModel method)
(hts.utilities.distribution.ClusterDaskDistributor method)
(hts.utilities.distribution.DistributorBaseClass method)
(hts.utilities.distribution.LocalDaskDistributor method)
(hts.utilities.distribution.MapDistributor method)
(hts.utilities.distribution.MultiprocessingDistributor method)
_create_bl_str_col() (in module hts.functions)
_function_with_partly_reduce() (in module hts.utilities.distribution)
_get_bl() (in module hts.functions)
A
add_agg_series_to_df() (in module hts.functions)
add_child() (hts._t.NAryTreeT method)
AHP (hts._t.MethodT attribute)
arima (hts._t.UnivariateModelT attribute)
as_df (hts.viz.geo.HierarchyVisualizer attribute)
auto_arima (hts._t.ModelT attribute)
(hts._t.UnivariateModelT attribute)
AutoArimaModel (class in hts.model)
(class in hts.model.ar)
B
BoxCoxTransformer (class in hts.transforms)
BU (hts._t.MethodT attribute)
C
calculate_best_chunk_size() (hts.utilities.distribution.ClusterDaskDistributor method)
(hts.utilities.distribution.DistributorBaseClass method)
(hts.utilities.distribution.MapDistributor method)
close() (hts.utilities.distribution.ClusterDaskDistributor method)
(hts.utilities.distribution.DistributorBaseClass method)
(hts.utilities.distribution.LocalDaskDistributor method)
(hts.utilities.distribution.MultiprocessingDistributor method)
ClusterDaskDistributor (class in hts.utilities.distribution)
create_map() (hts._t.HierarchyVisualizerT method)
(hts.viz.geo.HierarchyVisualizer method)
create_model() (hts._t.TimeSeriesModelT method)
(hts.model.base.TimeSeriesModel method)
(hts.model.p.FBProphetModel method)
D
distribute() (hts.utilities.distribution.ClusterDaskDistributor method)
(hts.utilities.distribution.DistributorBaseClass method)
(hts.utilities.distribution.LocalDaskDistributor method)
(hts.utilities.distribution.MapDistributor method)
(hts.utilities.distribution.MultiprocessingDistributor method)
DistributorBaseClass (class in hts.utilities.distribution)
E
errors (hts.core.result.HTSResult attribute)
exogenous (hts._t.NAryTreeT attribute)
ExtendedEnum (class in hts._t)
F
FBProphetModel (class in hts.model)
(class in hts.model.p)
fetch_cols() (in module hts.hierarchy.utils)
fit() (hts._t.TimeSeriesModelT method)
(hts.HTSRegressor method)
(hts.core.regressor.HTSRegressor method)
(hts.model.AutoArimaModel method)
(hts.model.FBProphetModel method)
(hts.model.HoltWintersModel method)
(hts.model.SarimaxModel method)
(hts.model.ar.AutoArimaModel method)
,
[1]
(hts.model.ar.SarimaxModel method)
,
[1]
(hts.model.base.TimeSeriesModel method)
(hts.model.es.HoltWintersModel method)
,
[1]
(hts.model.p.FBProphetModel method)
,
[1]
(hts.transforms.BoxCoxTransformer method)
(hts.transforms.FunctionTransformer method)
fit_predict() (hts.model.ar.AutoArimaModel method)
(hts.model.ar.SarimaxModel method)
(hts.model.base.TimeSeriesModel method)
(hts.model.es.HoltWintersModel method)
fit_transform() (hts.transforms.BoxCoxTransformer method)
(hts.transforms.FunctionTransformer method)
forecast_proportions() (in module hts.functions)
forecasts (hts.core.result.HTSResult attribute)
FP (hts._t.MethodT attribute)
from_geo_events() (hts.hierarchy.HierarchyTree class method)
from_nodes() (hts.hierarchy.HierarchyTree class method)
func (hts._t.Transform attribute)
FunctionTransformer (class in hts.transforms)
G
get_agg_series() (in module hts.functions)
get_data_home() (in module hts.utilities.load_data)
get_geos() (hts.viz.geo.HierarchyVisualizer method)
get_height() (hts._t.NAryTreeT method)
get_hierarchichal_df() (in module hts.functions)
get_level_order_labels() (hts._t.NAryTreeT method)
(hts.hierarchy.HierarchyTree method)
get_min_max_ll() (in module hts.viz.geo)
get_node() (hts.hierarchy.HierarchyTree method)
get_node_height() (hts._t.NAryTreeT method)
get_series() (hts._t.NAryTreeT method)
groupify() (in module hts.hierarchy.utils)
H
h3_to_lat_long() (hts.viz.geo.HierarchyVisualizer method)
hexify() (in module hts.hierarchy.utils)
HierarchyTree (class in hts.hierarchy)
HierarchyVisualizer (class in hts.viz.geo)
HierarchyVisualizerT (class in hts._t)
holt_winters (hts._t.ModelT attribute)
(hts._t.UnivariateModelT attribute)
HoltWintersModel (class in hts.model)
(class in hts.model.es)
hts (module)
hts._t (module)
hts.convenience (module)
hts.core.exceptions (module)
hts.core.regressor (module)
hts.core.result (module)
hts.core.utils (module)
hts.defaults (module)
hts.functions (module)
hts.hierarchy (module)
hts.hierarchy.utils (module)
hts.model (module)
hts.model.ar (module)
hts.model.base (module)
hts.model.es (module)
hts.model.p (module)
hts.revision (module)
hts.transforms (module)
hts.utilities.distribution (module)
hts.utilities.load_data (module)
hts.utilities.utils (module)
hts.viz.geo (module)
HTSException
HTSRegressor (class in hts)
(class in hts.core.regressor)
HTSResult (class in hts.core.result)
I
initialize_warnings_in_workers() (in module hts.utilities.distribution)
inv_func (hts._t.Transform attribute)
InvalidArgumentException
inverse_transform() (hts.transforms.BoxCoxTransformer method)
(hts.transforms.FunctionTransformer method)
is_leaf() (hts._t.NAryTreeT method)
(hts.hierarchy.HierarchyTree method)
L
leaf_sum() (hts._t.NAryTreeT method)
level_order_traversal() (hts._t.NAryTreeT method)
(hts.hierarchy.HierarchyTree method)
list (hts._t.ExtendedEnum attribute)
load_geo_events_data() (in module hts.utilities.load_data)
load_hierarchical_sine_data() (in module hts.utilities.load_data)
load_mobility_data() (in module hts.utilities.load_data)
LocalDaskDistributor (class in hts.utilities.distribution)
M
make_iterable() (in module hts.hierarchy.utils)
map_reduce() (hts.utilities.distribution.DistributorBaseClass method)
MapDistributor (class in hts.utilities.distribution)
MethodT (class in hts._t)
MissingRegressorException
models (hts.core.result.HTSResult attribute)
ModelT (class in hts._t)
MultiprocessingDistributor (class in hts.utilities.distribution)
N
names (hts._t.ExtendedEnum attribute)
NAryTreeT (class in hts._t)
NONE (hts._t.MethodT attribute)
num_nodes() (hts._t.NAryTreeT method)
(hts.hierarchy.HierarchyTree method)
O
OLS (hts._t.MethodT attribute)
optimal_combination() (in module hts.functions)
P
parent (hts._t.NAryTreeT attribute)
partition() (hts.utilities.distribution.DistributorBaseClass static method)
partition_column() (in module hts.utilities.load_data)
PHA (hts._t.MethodT attribute)
predict() (hts._t.TimeSeriesModelT method)
(hts.HTSRegressor method)
(hts.core.regressor.HTSRegressor method)
(hts.model.AutoArimaModel method)
(hts.model.FBProphetModel method)
(hts.model.HoltWintersModel method)
(hts.model.SarimaxModel method)
(hts.model.ar.AutoArimaModel method)
,
[1]
(hts.model.ar.SarimaxModel method)
,
[1]
(hts.model.base.TimeSeriesModel method)
(hts.model.es.HoltWintersModel method)
,
[1]
(hts.model.p.FBProphetModel method)
,
[1]
project() (in module hts.functions)
prophet (hts._t.ModelT attribute)
(hts._t.UnivariateModelT attribute)
proportions() (in module hts.functions)
R
resample_count() (in module hts.hierarchy.utils)
residuals (hts.core.result.HTSResult attribute)
revise() (hts.revision.RevisionMethod method)
(hts.RevisionMethod method)
revise_forecasts() (in module hts.convenience)
RevisionMethod (class in hts)
(class in hts.revision)
S
sarimax (hts._t.ModelT attribute)
(hts._t.UnivariateModelT attribute)
SarimaxModel (class in hts.model)
(class in hts.model.ar)
string_repr() (hts._t.NAryTreeT method)
sum_at_height() (hts._t.NAryTreeT method)
suppress_stdout_stderr (class in hts.utilities.utils)
T
TimeSeriesModel (class in hts.model.base)
TimeSeriesModelT (class in hts._t)
to_pandas() (hts._t.NAryTreeT method)
(hts.hierarchy.HierarchyTree method)
to_sum_mat() (in module hts.functions)
Transform (class in hts._t)
transform() (hts.transforms.BoxCoxTransformer method)
(hts.transforms.FunctionTransformer method)
traversal_level() (hts._t.NAryTreeT method)
(hts.hierarchy.HierarchyTree method)
U
UnivariateModelT (class in hts._t)
V
value_at_height() (hts._t.NAryTreeT method)
W
WLSS (hts._t.MethodT attribute)
WLSV (hts._t.MethodT attribute)
Y
y_hat_matrix() (in module hts.functions)
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