tsfresh
简介
快速开始
数据格式
scikit-learn 转换器
提取特征概览
特征提取设置
特征过滤
如何添加自定义特征
大输入数据
并行化
滚动/时间序列预测
常见问题解答
tsfresh
作者
许可证
变更日志
如何贡献
特征计算器命名
tsfresh
索引
索引
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A
abs_energy() (在模块 tsfresh.feature_extraction.feature_calculators 中)
absolute_maximum() (在模块 tsfresh.feature_extraction.feature_calculators 中)
absolute_sum_of_changes() (在模块 tsfresh.feature_extraction.feature_calculators 中)
add_sub_time_series_index() (在模块 tsfresh.utilities.dataframe_functions 中)
agg_autocorrelation() (在模块 tsfresh.feature_extraction.feature_calculators 中)
agg_linear_trend() (在模块 tsfresh.feature_extraction.feature_calculators 中)
apply() (tsfresh.feature_extraction.data.DaskTsAdapter 方法)
ApplyDistributor (类在 tsfresh.utilities.distribution 中)
approximate_entropy() (在模块 tsfresh.feature_extraction.feature_calculators 中)
ar_coefficient() (在模块 tsfresh.feature_extraction.feature_calculators 中)
augmented_dickey_fuller() (在模块 tsfresh.feature_extraction.feature_calculators 中)
autocorrelation() (在模块 tsfresh.feature_extraction.feature_calculators 中)
B
benford_correlation() (在模块 tsfresh.feature_extraction.feature_calculators 中)
binned_entropy() (在模块 tsfresh.feature_extraction.feature_calculators 中)
C
c3() (在模块 tsfresh.feature_extraction.feature_calculators 中)
calculate_best_chunk_size() (tsfresh.utilities.distribution.ClusterDaskDistributor 方法)
(tsfresh.utilities.distribution.IterableDistributorBaseClass 方法)
(tsfresh.utilities.distribution.MapDistributor 方法)
calculate_relevance_table() (在模块 tsfresh.feature_selection.relevance 中)
change_quantiles() (在模块 tsfresh.feature_extraction.feature_calculators 中)
check_for_nans_in_columns() (在模块 tsfresh.utilities.dataframe_functions 中)
cid_ce() (在模块 tsfresh.feature_extraction.feature_calculators 中)
close() (tsfresh.utilities.distribution.ClusterDaskDistributor 方法)
(tsfresh.utilities.distribution.IterableDistributorBaseClass 方法)
(tsfresh.utilities.distribution.LocalDaskDistributor 方法)
(tsfresh.utilities.distribution.MultiprocessingDistributor 方法)
ClusterDaskDistributor (类在 tsfresh.utilities.distribution 中)
combine_relevance_tables() (在模块 tsfresh.feature_selection.relevance 中)
CombinerTask (类在 tsfresh.scripts.measure_execution_time 中)
complete() (tsfresh.scripts.measure_execution_time.CombinerTask 方法)
ComprehensiveFCParameters (类在 tsfresh.feature_extraction.settings 中)
convert_to_output_format() (在模块 tsfresh.utilities.string_manipulation 中)
count_above() (在模块 tsfresh.feature_extraction.feature_calculators 中)
count_above_mean() (在模块 tsfresh.feature_extraction.feature_calculators 中)
count_below() (在模块 tsfresh.feature_extraction.feature_calculators 中)
count_below_mean() (在模块 tsfresh.feature_extraction.feature_calculators 中)
cwt_coefficients() (在模块 tsfresh.feature_extraction.feature_calculators 中)
D
dask_feature_extraction_on_chunk() (在模块 tsfresh.convenience.bindings 中)
DaskTsAdapter (类在 tsfresh.feature_extraction.data 中)
DataCreationTask (类在 tsfresh.scripts.measure_execution_time 中)
distribute() (tsfresh.utilities.distribution.ClusterDaskDistributor 方法)
(tsfresh.utilities.distribution.IterableDistributorBaseClass 方法)
(tsfresh.utilities.distribution.LocalDaskDistributor 方法)
(tsfresh.utilities.distribution.MapDistributor 方法)
(tsfresh.utilities.distribution.MultiprocessingDistributor 方法)
DistributorBaseClass (类在 tsfresh.utilities.distribution 中)
download_har_dataset() (在模块 tsfresh.examples.har_dataset 中)
download_robot_execution_failures() (在模块 tsfresh.examples.robot_execution_failures 中)
E
EfficientFCParameters (类在 tsfresh.feature_extraction.settings 中)
end_profiling() (在模块 tsfresh.utilities.profiling 中)
energy_ratio_by_chunks() (在模块 tsfresh.feature_extraction.feature_calculators 中)
extract_features() (在模块 tsfresh.feature_extraction.extraction 中)
extract_relevant_features() (在模块 tsfresh.convenience.relevant_extraction 中)
F
feature_parameter (tsfresh.scripts.measure_execution_time.TimingTask 属性)
FeatureAugmenter (类在 tsfresh.transformers.feature_augmenter 中)
FeatureSelector (类在 tsfresh.transformers.feature_selector 中)
fft_aggregated() (在模块 tsfresh.feature_extraction.feature_calculators 中)
fft_coefficient() (在模块 tsfresh.feature_extraction.feature_calculators 中)
first_location_of_maximum() (在模块 tsfresh.feature_extraction.feature_calculators 中)
first_location_of_minimum() (在模块 tsfresh.feature_extraction.feature_calculators 中)
fit() (tsfresh.transformers.feature_augmenter.FeatureAugmenter 方法)
(tsfresh.transformers.feature_selector.FeatureSelector 方法)
(tsfresh.transformers.per_column_imputer.PerColumnImputer 方法)
(tsfresh.transformers.relevant_feature_augmenter.RelevantFeatureAugmenter 方法)
fit_transform() (tsfresh.transformers.relevant_feature_augmenter.RelevantFeatureAugmenter 方法)
fourier_entropy() (在模块 tsfresh.feature_extraction.feature_calculators 中)
friedrich_coefficients() (在模块 tsfresh.feature_extraction.feature_calculators 中)
from_columns() (在模块 tsfresh.feature_extraction.settings 中)
FullTimingTask (类在 tsfresh.scripts.measure_execution_time 中)
G
get_config_from_string() (在模块 tsfresh.utilities.string_manipulation 中)
get_feature_type() (在模块 tsfresh.feature_selection.relevance 中)
get_ids() (在模块 tsfresh.utilities.dataframe_functions 中)
get_n_jobs() (在模块 tsfresh.utilities.profiling 中)
get_range_values_per_column() (在模块 tsfresh.utilities.dataframe_functions 中)
H
has_duplicate() (在模块 tsfresh.feature_extraction.feature_calculators 中)
has_duplicate_max() (在模块 tsfresh.feature_extraction.feature_calculators 中)
has_duplicate_min() (在模块 tsfresh.feature_extraction.feature_calculators 中)
I
impute() (在模块 tsfresh.utilities.dataframe_functions 中)
impute_dataframe_range() (在模块 tsfresh.utilities.dataframe_functions 中)
impute_dataframe_zero() (在模块 tsfresh.utilities.dataframe_functions 中)
include_function() (在模块 tsfresh.feature_extraction.settings 中)
index_mass_quantile() (在模块 tsfresh.feature_extraction.feature_calculators 中)
IndexBasedFCParameters (类在 tsfresh.feature_extraction.settings 中)
infer_ml_task() (在模块 tsfresh.feature_selection.relevance 中)
initialize_warnings_in_workers() (在模块 tsfresh.utilities.distribution 中)
IterableDistributorBaseClass (类在 tsfresh.utilities.distribution 中)
K
kurtosis() (在模块 tsfresh.feature_extraction.feature_calculators 中)
L
large_standard_deviation() (在模块 tsfresh.feature_extraction.feature_calculators 中)
last_location_of_maximum() (在模块 tsfresh.feature_extraction.feature_calculators 中)
last_location_of_minimum() (在模块 tsfresh.feature_extraction.feature_calculators 中)
lempel_ziv_complexity() (在模块 tsfresh.feature_extraction.feature_calculators 中)
length() (在模块 tsfresh.feature_extraction.feature_calculators 中)
linear_trend() (在模块 tsfresh.feature_extraction.feature_calculators 中)
linear_trend_timewise() (在模块 tsfresh.feature_extraction.feature_calculators 中)
load_driftbif() (在模块 tsfresh.examples.driftbif_simulation 中)
load_har_classes() (在模块 tsfresh.examples.har_dataset 中)
load_har_dataset() (在模块 tsfresh.examples.har_dataset 中)
load_robot_execution_failures() (在模块 tsfresh.examples.robot_execution_failures 中)
LocalDaskDistributor (类在 tsfresh.utilities.distribution 中)
longest_strike_above_mean() (在模块 tsfresh.feature_extraction.feature_calculators 中)
longest_strike_below_mean() (在模块 tsfresh.feature_extraction.feature_calculators 中)
LongTsFrameAdapter (类在 tsfresh.feature_extraction.data 中)
M
main() (在模块 tsfresh.scripts.run_tsfresh 中)
make_forecasting_frame() (在模块 tsfresh.utilities.dataframe_functions 中)
map_reduce() (tsfresh.utilities.distribution.ApplyDistributor 方法)
(tsfresh.utilities.distribution.DistributorBaseClass 方法)
(tsfresh.utilities.distribution.IterableDistributorBaseClass 方法)
MapDistributor (类在 tsfresh.utilities.distribution 中)
matrix_profile() (在模块 tsfresh.feature_extraction.feature_calculators 中)
max_langevin_fixed_point() (在模块 tsfresh.feature_extraction.feature_calculators 中)
maximum() (在模块 tsfresh.feature_extraction.feature_calculators 中)
mean() (在模块 tsfresh.feature_extraction.feature_calculators 中)
mean_abs_change() (在模块 tsfresh.feature_extraction.feature_calculators 中)
mean_change() (在模块 tsfresh.feature_extraction.feature_calculators 中)
mean_n_absolute_max() (在模块 tsfresh.feature_extraction.feature_calculators 中)
mean_second_derivative_central() (在模块 tsfresh.feature_extraction.feature_calculators 中)
measure_temporal_complexity() (在模块 tsfresh.scripts.test_timing 中)
median() (在模块 tsfresh.feature_extraction.feature_calculators 中)
MinimalFCParameters (类在 tsfresh.feature_extraction.settings 中)
minimum() (在模块 tsfresh.feature_extraction.feature_calculators 中)
模块
tsfresh
tsfresh.convenience
tsfresh.convenience.bindings
tsfresh.convenience.relevant_extraction
tsfresh.defaults
tsfresh.examples
tsfresh.examples.driftbif_simulation
tsfresh.examples.har_dataset
tsfresh.examples.robot_execution_failures
tsfresh.feature_extraction
tsfresh.feature_extraction.data
tsfresh.feature_extraction.extraction
tsfresh.feature_extraction.feature_calculators
tsfresh.feature_extraction.settings
tsfresh.feature_selection
tsfresh.feature_selection.relevance
tsfresh.feature_selection.selection
tsfresh.feature_selection.significance_tests
tsfresh.scripts
tsfresh.scripts.measure_execution_time
tsfresh.scripts.run_tsfresh
tsfresh.scripts.test_timing
tsfresh.transformers
tsfresh.transformers.feature_augmenter
tsfresh.transformers.feature_selector
tsfresh.transformers.per_column_imputer
tsfresh.transformers.relevant_feature_augmenter
tsfresh.utilities
tsfresh.utilities.dataframe_functions
tsfresh.utilities.distribution
tsfresh.utilities.profiling
tsfresh.utilities.string_manipulation
MultiprocessingDistributor (类在 tsfresh.utilities.distribution 中)
N
n_jobs (tsfresh.scripts.measure_execution_time.FullTimingTask 属性)
(tsfresh.scripts.measure_execution_time.TimingTask 属性)
num_ids (tsfresh.scripts.measure_execution_time.DataCreationTask 属性)
(tsfresh.scripts.measure_execution_time.FullTimingTask 属性)
(tsfresh.scripts.measure_execution_time.TimingTask 属性)
number_crossing_m() (在模块 tsfresh.feature_extraction.feature_calculators 中)
number_cwt_peaks() (在模块 tsfresh.feature_extraction.feature_calculators 中)
number_peaks() (在模块 tsfresh.feature_extraction.feature_calculators 中)
O
output() (tsfresh.scripts.measure_execution_time.CombinerTask 方法)
(tsfresh.scripts.measure_execution_time.DataCreationTask 方法)
(tsfresh.scripts.measure_execution_time.FullTimingTask 方法)
(tsfresh.scripts.measure_execution_time.TimingTask 方法)
P
partial_autocorrelation() (在模块 tsfresh.feature_extraction.feature_calculators 中)
partition() (tsfresh.utilities.distribution.IterableDistributorBaseClass 静态方法)
PartitionedTsData (类在 tsfresh.feature_extraction.data 中)
percentage_of_reoccurring_datapoints_to_all_datapoints() (在模块 tsfresh.feature_extraction.feature_calculators 中)
percentage_of_reoccurring_values_to_all_values() (在模块 tsfresh.feature_extraction.feature_calculators 中)
PerColumnImputer (类在 tsfresh.transformers.per_column_imputer 中)
permutation_entropy() (在模块 tsfresh.feature_extraction.feature_calculators 中)
PickableSettings (类在 tsfresh.feature_extraction.settings 中)
pivot() (tsfresh.feature_extraction.data.DaskTsAdapter 方法)
(tsfresh.feature_extraction.data.PartitionedTsData 方法)
plot_results() (在模块 tsfresh.scripts.test_timing 中)
Q
quantile() (在模块 tsfresh.feature_extraction.feature_calculators 中)
query_similarity_count() (在模块 tsfresh.feature_extraction.feature_calculators 中)
R
random_seed (tsfresh.scripts.measure_execution_time.DataCreationTask 属性)
(tsfresh.scripts.measure_execution_time.FullTimingTask 属性)
(tsfresh.scripts.measure_execution_time.TimingTask 属性)
range_count() (在模块 tsfresh.feature_extraction.feature_calculators 中)
ratio_beyond_r_sigma() (在模块 tsfresh.feature_extraction.feature_calculators 中)
ratio_value_number_to_time_series_length() (在模块 tsfresh.feature_extraction.feature_calculators 中)
RelevantFeatureAugmenter (类在 tsfresh.transformers.relevant_feature_augmenter 中)
requires() (tsfresh.scripts.measure_execution_time.CombinerTask 方法)
(tsfresh.scripts.measure_execution_time.FullTimingTask 方法)
(tsfresh.scripts.measure_execution_time.TimingTask 方法)
restrict_input_to_index() (在模块 tsfresh.utilities.dataframe_functions 中)
roll_time_series() (在模块 tsfresh.utilities.dataframe_functions 中)
root_mean_square() (在模块 tsfresh.feature_extraction.feature_calculators 中)
run() (tsfresh.scripts.measure_execution_time.CombinerTask 方法)
(tsfresh.scripts.measure_execution_time.DataCreationTask 方法)
(tsfresh.scripts.measure_execution_time.FullTimingTask 方法)
(tsfresh.scripts.measure_execution_time.TimingTask 方法)
S
sample_entropy() (在模块 tsfresh.feature_extraction.feature_calculators 中)
sample_tau() (在模块 tsfresh.examples.driftbif_simulation 中)
select_features() (在模块 tsfresh.feature_selection.selection 中)
set_n_jobs() (在模块 tsfresh.utilities.profiling 中)
set_property() (在模块 tsfresh.feature_extraction.feature_calculators 中)
set_timeseries_container() (tsfresh.transformers.feature_augmenter.FeatureAugmenter 方法)
(tsfresh.transformers.relevant_feature_augmenter.RelevantFeatureAugmenter 方法)
simulate() (tsfresh.examples.driftbif_simulation.velocity 方法)
simulate_with_length() (在模块 tsfresh.scripts.test_timing 中)
skewness() (在模块 tsfresh.feature_extraction.feature_calculators 中)
spark_feature_extraction_on_chunk() (在模块 tsfresh.convenience.bindings 中)
spkt_welch_density() (在模块 tsfresh.feature_extraction.feature_calculators 中)
standard_deviation() (在模块 tsfresh.feature_extraction.feature_calculators 中)
start_profiling() (在模块 tsfresh.utilities.profiling 中)
sum_of_reoccurring_data_points() (在模块 tsfresh.feature_extraction.feature_calculators 中)
sum_of_reoccurring_values() (在模块 tsfresh.feature_extraction.feature_calculators 中)
sum_values() (在模块 tsfresh.feature_extraction.feature_calculators 中)
symmetry_looking() (在模块 tsfresh.feature_extraction.feature_calculators 中)
T
target_binary_feature_binary_test() (在模块 tsfresh.feature_selection.significance_tests 中)
target_binary_feature_real_test() (在模块 tsfresh.feature_selection.significance_tests 中)
target_real_feature_binary_test() (在模块 tsfresh.feature_selection.significance_tests 中)
target_real_feature_real_test() (在模块 tsfresh.feature_selection.significance_tests 中)
time_reversal_asymmetry_statistic() (在模块 tsfresh.feature_extraction.feature_calculators 中)
time_series_length (tsfresh.scripts.measure_execution_time.DataCreationTask 属性)
(tsfresh.scripts.measure_execution_time.FullTimingTask 属性)
(tsfresh.scripts.measure_execution_time.TimingTask 属性)
TimeBasedFCParameters (类在 tsfresh.feature_extraction.settings 中)
Timeseries (类在 tsfresh.feature_extraction.data 中)
TimingTask (类在 tsfresh.scripts.measure_execution_time 中)
to_tsdata() (在模块 tsfresh.feature_extraction.data 中)
transform() (tsfresh.transformers.feature_augmenter.FeatureAugmenter 方法)
(tsfresh.transformers.feature_selector.FeatureSelector 方法)
(tsfresh.transformers.per_column_imputer.PerColumnImputer 方法)
(tsfresh.transformers.relevant_feature_augmenter.RelevantFeatureAugmenter 方法)
try_number (tsfresh.scripts.measure_execution_time.TimingTask 属性)
TsData (类在 tsfresh.feature_extraction.data 中)
TsDictAdapter (类在 tsfresh.feature_extraction.data 中)
tsfresh
模块
tsfresh.convenience
模块
tsfresh.convenience.bindings
模块
tsfresh.convenience.relevant_extraction
模块
tsfresh.defaults
模块
tsfresh.examples
模块
tsfresh.examples.driftbif_simulation
模块
tsfresh.examples.har_dataset
模块
tsfresh.examples.robot_execution_failures
模块
tsfresh.feature_extraction
模块
tsfresh.feature_extraction.data
模块
tsfresh.feature_extraction.extraction
模块
tsfresh.feature_extraction.feature_calculators
模块
tsfresh.feature_extraction.settings
模块
tsfresh.feature_selection
模块
tsfresh.feature_selection.relevance
模块
tsfresh.feature_selection.selection
模块
tsfresh.feature_selection.significance_tests
模块
tsfresh.scripts
模块
tsfresh.scripts.measure_execution_time
模块
tsfresh.scripts.run_tsfresh
模块
tsfresh.scripts.test_timing
模块
tsfresh.transformers
模块
tsfresh.transformers.feature_augmenter
模块
tsfresh.transformers.feature_selector
模块
tsfresh.transformers.per_column_imputer
模块
tsfresh.transformers.relevant_feature_augmenter
模块
tsfresh.utilities
模块
tsfresh.utilities.dataframe_functions
模块
tsfresh.utilities.distribution
模块
tsfresh.utilities.profiling
模块
tsfresh.utilities.string_manipulation
模块
V
value_count() (在模块 tsfresh.feature_extraction.feature_calculators 中)
variance() (在模块 tsfresh.feature_extraction.feature_calculators 中)
variance_larger_than_standard_deviation() (在模块 tsfresh.feature_extraction.feature_calculators 中)
variation_coefficient() (在模块 tsfresh.feature_extraction.feature_calculators 中)
velocity (类在 tsfresh.examples.driftbif_simulation 中)
W
WideTsFrameAdapter (类在 tsfresh.feature_extraction.data 中)