Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z _ __init__() (bigframes._config.BigQueryOptions method) (bigframes._config.ComputeOptions method) (bigframes._config.DisplayOptions method) (bigframes._config.ExperimentOptions method) (bigframes._config.option_context method) (bigframes._config.Options method) (bigframes._config.SamplingOptions method) (bigframes.geopandas.GeoSeries method) (bigframes.ml.cluster.KMeans method) (bigframes.ml.compose.ColumnTransformer method) (bigframes.ml.compose.SQLScalarColumnTransformer method) (bigframes.ml.decomposition.MatrixFactorization method) (bigframes.ml.decomposition.PCA method) (bigframes.ml.ensemble.RandomForestClassifier method) (bigframes.ml.ensemble.RandomForestRegressor method) (bigframes.ml.ensemble.XGBClassifier method) (bigframes.ml.ensemble.XGBRegressor method) (bigframes.ml.forecasting.ARIMAPlus method) (bigframes.ml.imported.ONNXModel method) (bigframes.ml.imported.TensorFlowModel method) (bigframes.ml.imported.XGBoostModel method) (bigframes.ml.impute.SimpleImputer method) (bigframes.ml.linear_model.LinearRegression method) (bigframes.ml.linear_model.LogisticRegression method) (bigframes.ml.llm.Claude3TextGenerator method) (bigframes.ml.llm.GeminiTextGenerator method) (bigframes.ml.llm.MultimodalEmbeddingGenerator method) (bigframes.ml.llm.TextEmbeddingGenerator method) (bigframes.ml.model_selection.chain method) (bigframes.ml.model_selection.KFold method) (bigframes.ml.pipeline.Pipeline method) (bigframes.ml.preprocessing.KBinsDiscretizer method) (bigframes.ml.preprocessing.LabelEncoder method) (bigframes.ml.preprocessing.MaxAbsScaler method) (bigframes.ml.preprocessing.MinMaxScaler method) (bigframes.ml.preprocessing.OneHotEncoder method) (bigframes.ml.preprocessing.PolynomialFeatures method) (bigframes.ml.preprocessing.StandardScaler method) (bigframes.ml.remote.VertexAIModel method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.DatetimeMethods method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.api.typing.StringMethods method) (bigframes.pandas.api.typing.StructAccessor method) (bigframes.pandas.api.typing.StructFrameAccessor method) (bigframes.pandas.api.typing.Window method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.NamedAgg method) (bigframes.pandas.Series method) (bigframes.streaming.StreamingDataFrame method) A abs() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) accuracy_score() (in module bigframes.ml.metrics) add() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) add_prefix() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) add_suffix() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) agg() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.api.typing.Window method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) aggfunc (bigframes.pandas.NamedAgg attribute) aggregate() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.api.typing.Window method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) ai (bigframes.pandas.DataFrame property) ai_operators (bigframes._config.ExperimentOptions property) ai_ops_confirmation_threshold (bigframes._config.ComputeOptions attribute) ai_ops_threshold_autofail (bigframes._config.ComputeOptions attribute) align() (bigframes.pandas.DataFrame method) AlignedExprT (bigframes.geopandas.GeoSeries attribute) (bigframes.pandas.Series attribute) all() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) allow_large_results (bigframes._config.BigQueryOptions property) (bigframes._config.ComputeOptions attribute) AmbiguousWindowWarning any() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) ApiDeprecationWarning application_name (bigframes._config.BigQueryOptions property) apply() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) applymap() (bigframes.pandas.DataFrame method) approx_top_count() (in module bigframes.bigquery) area (bigframes.geopandas.GeoSeries property) area() (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) argmax() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) argmin() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) ARIMAPlus (class in bigframes.ml.forecasting) array_agg() (in module bigframes.bigquery) array_length() (in module bigframes.bigquery) array_to_string() (in module bigframes.bigquery) AS_FLEXNAME_SUFFIX_RX (bigframes.ml.compose.ColumnTransformer attribute) assign() (bigframes.pandas.DataFrame method) assign_extra_query_labels() (bigframes._config.ComputeOptions method) astype() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) at (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.Series property) auc() (in module bigframes.ml.metrics) autocorr() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.Series method) axes (bigframes.pandas.DataFrame property) B BadIndexerKeyWarning bar() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) between() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.Series method) bfill() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) bigframes._config module bigframes.bigquery module bigframes.bigquery.ai module bigframes.bigquery.ml module bigframes.enums module bigframes.exceptions module bigframes.geopandas module bigframes.ml module bigframes.ml.cluster module bigframes.ml.compose module bigframes.ml.decomposition module bigframes.ml.ensemble module bigframes.ml.forecasting module bigframes.ml.imported module bigframes.ml.impute module bigframes.ml.linear_model module bigframes.ml.llm module bigframes.ml.metrics module bigframes.ml.model_selection module bigframes.ml.pipeline module bigframes.ml.preprocessing module bigframes.ml.remote module bigframes.pandas module bigframes.pandas.api.typing module bigframes.streaming module bigquery (bigframes._config.Options property) BigQueryOptions (class in bigframes._config) blob (bigframes._config.ExperimentOptions property) (bigframes.geopandas.GeoSeries property) (bigframes.pandas.Series property) blob_display (bigframes._config.DisplayOptions attribute) (bigframes._config.ExperimentOptions property) blob_display_height (bigframes._config.DisplayOptions attribute) (bigframes._config.ExperimentOptions property) blob_display_width (bigframes._config.DisplayOptions attribute) (bigframes._config.ExperimentOptions property) boundary (bigframes.geopandas.GeoSeries property) bq_connection (bigframes._config.BigQueryOptions property) bqclient (bigframes.pandas.DataFrame property) buffer() (bigframes.geopandas.GeoSeries method) C cache() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) capitalize() (bigframes.pandas.api.typing.StringMethods method) case_when() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.Series method) cast() (in module bigframes.ml.compose) (in module bigframes.ml.imported) (in module bigframes.ml.llm) (in module bigframes.ml.model_selection) (in module bigframes.ml.preprocessing) cat() (bigframes.pandas.api.typing.StringMethods method) center() (bigframes.pandas.api.typing.StringMethods method) centroid (bigframes.geopandas.GeoSeries property) chain (class in bigframes.ml.model_selection) classify() (in module bigframes.bigquery.ai) Claude3TextGenerator (class in bigframes.ml.llm) clean_up_by_session_id() (in module bigframes.pandas) CleanupFailedWarning client_endpoints_override (bigframes._config.BigQueryOptions property) clip() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.Series method) close_session() (in module bigframes.pandas) cluster_centers_ (bigframes.ml.cluster.KMeans property) coef_ (bigframes.ml.forecasting.ARIMAPlus property) column (bigframes.pandas.NamedAgg attribute) columns (bigframes.pandas.DataFrame property) ColumnTransformer (class in bigframes.ml.compose) combine() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) combine_first() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) components_ (bigframes.ml.decomposition.PCA property) compute (bigframes._config.Options property) ComputeOptions (class in bigframes._config) concat() (in module bigframes.pandas) confusion_matrix() (in module bigframes.ml.metrics) contains() (bigframes.pandas.api.typing.StringMethods method) convex_hull (bigframes.geopandas.GeoSeries property) copy() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) corr() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) corrwith() (bigframes.pandas.DataFrame method) count() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.api.typing.Window method) (bigframes.pandas.DataFrame method) (bigframes.pandas.NamedAgg method) (bigframes.pandas.Series method) cov() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) create_model() (in module bigframes.bigquery.ml) create_vector_index() (in module bigframes.bigquery) credentials (bigframes._config.BigQueryOptions property) cross_validate() (in module bigframes.ml.model_selection) crosstab() (in module bigframes.pandas) cumcount() (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) cummax() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) cummin() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) cumprod() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) cumsum() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) cut() (in module bigframes.pandas) D DataFrame (class in bigframes.pandas) DataFrameGroupBy (class in bigframes.pandas.api.typing) date (bigframes.pandas.api.typing.DatetimeMethods property) DatetimeIndex (class in bigframes.pandas) DatetimeMethods (class in bigframes.pandas.api.typing) day (bigframes.pandas.api.typing.DatetimeMethods property) (bigframes.pandas.DatetimeIndex property) day_name() (bigframes.pandas.api.typing.DatetimeMethods method) day_of_week (bigframes.pandas.api.typing.DatetimeMethods property) (bigframes.pandas.DatetimeIndex property) day_of_year (bigframes.pandas.api.typing.DatetimeMethods property) dayofweek (bigframes.pandas.api.typing.DatetimeMethods property) (bigframes.pandas.DatetimeIndex property) dayofyear (bigframes.pandas.api.typing.DatetimeMethods property) days (bigframes.pandas.api.typing.DatetimeMethods property) DefaultIndexKind (class in bigframes.enums) DefaultIndexWarning DefaultLocationWarning deploy_remote_function() (in module bigframes.pandas) deploy_udf() (in module bigframes.pandas) describe() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) detect_anomalies() (bigframes.ml.cluster.KMeans method) (bigframes.ml.decomposition.PCA method) (bigframes.ml.forecasting.ARIMAPlus method) diff() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) difference() (bigframes.geopandas.GeoSeries method) display (bigframes._config.Options property) DisplayOptions (class in bigframes._config) distance() (bigframes.geopandas.GeoSeries method) div() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) divide() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) divmod() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.Series method) dot() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) drop() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) drop_duplicates() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) droplevel() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) dropna() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) dt (bigframes.geopandas.GeoSeries property) (bigframes.pandas.Series property) dtype (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) dtypes (bigframes.geopandas.GeoSeries property) (bigframes.pandas.api.typing.StructAccessor property) (bigframes.pandas.DataFrame property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) duplicated() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) E empty (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) enable_downsampling (bigframes._config.SamplingOptions attribute) enable_multi_query_execution (bigframes._config.ComputeOptions attribute) enable_polars_execution (bigframes._config.BigQueryOptions property) endswith() (bigframes.pandas.api.typing.StringMethods method) eq() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) equals() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) eval() (bigframes.pandas.DataFrame method) evaluate() (in module bigframes.bigquery.ml) expanding() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) ExperimentOptions (class in bigframes._config) experiments (bigframes._config.Options property) explain_predict() (in module bigframes.bigquery.ml) explained_variance_ (bigframes.ml.decomposition.PCA property) explained_variance_ratio_ (bigframes.ml.decomposition.PCA property) explode() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.StructAccessor method) (bigframes.pandas.api.typing.StructFrameAccessor method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) extra_query_labels (bigframes._config.ComputeOptions attribute) extract() (bigframes.pandas.api.typing.StringMethods method) F f1_score() (in module bigframes.ml.metrics) ffill() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) field() (bigframes.pandas.api.typing.StructAccessor method) fillna() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) filter() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) find() (bigframes.pandas.api.typing.StringMethods method) first() (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) first_valid_index() (bigframes.pandas.DataFrame method) fit() (bigframes.ml.cluster.KMeans method) (bigframes.ml.compose.ColumnTransformer method) (bigframes.ml.decomposition.MatrixFactorization method) (bigframes.ml.decomposition.PCA method) (bigframes.ml.ensemble.RandomForestClassifier method) (bigframes.ml.ensemble.RandomForestRegressor method) (bigframes.ml.ensemble.XGBClassifier method) (bigframes.ml.ensemble.XGBRegressor method) (bigframes.ml.forecasting.ARIMAPlus method) (bigframes.ml.impute.SimpleImputer method) (bigframes.ml.linear_model.LinearRegression method) (bigframes.ml.linear_model.LogisticRegression method) (bigframes.ml.llm.GeminiTextGenerator method) (bigframes.ml.pipeline.Pipeline method) (bigframes.ml.preprocessing.KBinsDiscretizer method) (bigframes.ml.preprocessing.LabelEncoder method) (bigframes.ml.preprocessing.MaxAbsScaler method) (bigframes.ml.preprocessing.MinMaxScaler method) (bigframes.ml.preprocessing.OneHotEncoder method) (bigframes.ml.preprocessing.PolynomialFeatures method) (bigframes.ml.preprocessing.StandardScaler method) fit_predict() (bigframes.ml.cluster.KMeans method) (bigframes.ml.decomposition.MatrixFactorization method) (bigframes.ml.decomposition.PCA method) fit_transform() (bigframes.ml.compose.ColumnTransformer method) (bigframes.ml.impute.SimpleImputer method) (bigframes.ml.preprocessing.KBinsDiscretizer method) (bigframes.ml.preprocessing.LabelEncoder method) (bigframes.ml.preprocessing.MaxAbsScaler method) (bigframes.ml.preprocessing.MinMaxScaler method) (bigframes.ml.preprocessing.OneHotEncoder method) (bigframes.ml.preprocessing.PolynomialFeatures method) (bigframes.ml.preprocessing.StandardScaler method) floor() (bigframes.pandas.api.typing.DatetimeMethods method) floordiv() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) forecast() (in module bigframes.bigquery.ai) format_message() (in module bigframes.exceptions) FREQUENCY_THRESHOLD_DEFAULT (bigframes.ml.preprocessing.LabelEncoder attribute) (bigframes.ml.preprocessing.OneHotEncoder attribute) from_arrays() (bigframes.pandas.MultiIndex class method) from_dict() (bigframes.pandas.DataFrame class method) from_frame() (bigframes.pandas.DatetimeIndex class method) (bigframes.pandas.Index class method) (bigframes.pandas.MultiIndex class method) from_glob_path() (in module bigframes.pandas) from_iterable() (bigframes.ml.model_selection.chain class method) from_records() (bigframes.pandas.DataFrame class method) from_tuples() (bigframes.pandas.MultiIndex class method) from_wkt() (bigframes.geopandas.GeoSeries class method) from_xy() (bigframes.geopandas.GeoSeries class method) fullmatch() (bigframes.pandas.api.typing.StringMethods method) FunctionAxisOnePreviewWarning FunctionConflictTypeHintWarning FunctionPackageVersionWarning G ge() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) GeminiTextGenerator (class in bigframes.ml.llm) generate() (in module bigframes.bigquery.ai) generate_bool() (in module bigframes.bigquery.ai) generate_double() (in module bigframes.bigquery.ai) generate_int() (in module bigframes.bigquery.ai) geo (bigframes.geopandas.GeoSeries property) (bigframes.pandas.Series property) GeoSeries (class in bigframes.geopandas) get() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.StringMethods method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) get_default_session_id() (in module bigframes.pandas) get_dummies() (in module bigframes.pandas) get_global_session() (in module bigframes.pandas) get_level_values() (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) get_loc() (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) get_n_splits() (bigframes.ml.model_selection.KFold method) get_params() (bigframes.ml.cluster.KMeans method) (bigframes.ml.compose.ColumnTransformer method) (bigframes.ml.decomposition.MatrixFactorization method) (bigframes.ml.decomposition.PCA method) (bigframes.ml.ensemble.RandomForestClassifier method) (bigframes.ml.ensemble.RandomForestRegressor method) (bigframes.ml.ensemble.XGBClassifier method) (bigframes.ml.ensemble.XGBRegressor method) (bigframes.ml.forecasting.ARIMAPlus method) (bigframes.ml.imported.ONNXModel method) (bigframes.ml.imported.TensorFlowModel method) (bigframes.ml.imported.XGBoostModel method) (bigframes.ml.impute.SimpleImputer method) (bigframes.ml.linear_model.LinearRegression method) (bigframes.ml.linear_model.LogisticRegression method) (bigframes.ml.llm.Claude3TextGenerator method) (bigframes.ml.llm.GeminiTextGenerator method) (bigframes.ml.llm.MultimodalEmbeddingGenerator method) (bigframes.ml.llm.TextEmbeddingGenerator method) (bigframes.ml.pipeline.Pipeline method) (bigframes.ml.preprocessing.KBinsDiscretizer method) (bigframes.ml.preprocessing.LabelEncoder method) (bigframes.ml.preprocessing.MaxAbsScaler method) (bigframes.ml.preprocessing.MinMaxScaler method) (bigframes.ml.preprocessing.OneHotEncoder method) (bigframes.ml.preprocessing.PolynomialFeatures method) (bigframes.ml.preprocessing.StandardScaler method) (bigframes.ml.remote.VertexAIModel method) global_explain() (bigframes.ml.linear_model.LinearRegression method) (in module bigframes.bigquery.ml) groupby() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) gt() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) H has_duplicates (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) hasnans (bigframes.geopandas.GeoSeries property) (bigframes.pandas.Series property) head() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) hist() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) hour (bigframes.pandas.api.typing.DatetimeMethods property) I iat (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.Series property) idxmax() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) idxmin() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) if_() (in module bigframes.bigquery.ai) iloc (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.Series property) index (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.Series property) Index (class in bigframes.pandas) index() (bigframes.pandas.NamedAgg method) info() (bigframes.pandas.DataFrame method) insert() (bigframes.pandas.DataFrame method) interpolate() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) intersection() (bigframes.geopandas.GeoSeries method) is_bigquery_thread_local (bigframes._config.Options property) is_closed (bigframes.geopandas.GeoSeries property) is_monotonic_decreasing (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) is_monotonic_increasing (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) is_unique (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) isalnum() (bigframes.pandas.api.typing.StringMethods method) isalpha() (bigframes.pandas.api.typing.StringMethods method) isdecimal() (bigframes.pandas.api.typing.StringMethods method) isdigit() (bigframes.pandas.api.typing.StringMethods method) isin() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) islower() (bigframes.pandas.api.typing.StringMethods method) isna() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) isnull() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) isnumeric() (bigframes.pandas.api.typing.StringMethods method) isocalendar() (bigframes.pandas.api.typing.DatetimeMethods method) isspace() (bigframes.pandas.api.typing.StringMethods method) isupper() (bigframes.pandas.api.typing.StringMethods method) item() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) items() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) iterrows() (bigframes.pandas.DataFrame method) itertuples() (bigframes.pandas.DataFrame method) J join() (bigframes.pandas.api.typing.StringMethods method) (bigframes.pandas.DataFrame method) json_extract() (in module bigframes.bigquery) json_extract_array() (in module bigframes.bigquery) json_extract_string_array() (in module bigframes.bigquery) json_keys() (in module bigframes.bigquery) json_query() (in module bigframes.bigquery) json_query_array() (in module bigframes.bigquery) json_set() (in module bigframes.bigquery) json_value() (in module bigframes.bigquery) json_value_array() (in module bigframes.bigquery) JSONDtypeWarning K KBinsDiscretizer (class in bigframes.ml.preprocessing) keys() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) KFold (class in bigframes.ml.model_selection) KMeans (class in bigframes.ml.cluster) kms_key_name (bigframes._config.BigQueryOptions property) kurt() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) kurtosis() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) L LabelEncoder (class in bigframes.ml.preprocessing) last() (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) le() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) len() (bigframes.pandas.api.typing.StringMethods method) length (bigframes.geopandas.GeoSeries property) line() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) LinearRegression (class in bigframes.ml.linear_model) list (bigframes.geopandas.GeoSeries property) (bigframes.pandas.Series property) ljust() (bigframes.pandas.api.typing.StringMethods method) loc (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.Series property) location (bigframes._config.BigQueryOptions property) LogisticRegression (class in bigframes.ml.linear_model) lower() (bigframes.pandas.api.typing.StringMethods method) lstrip() (bigframes.pandas.api.typing.StringMethods method) lt() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) M map() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) mask() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) match() (bigframes.pandas.api.typing.StringMethods method) MatrixFactorization (class in bigframes.ml.decomposition) max() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.api.typing.Window method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) max_columns (bigframes._config.DisplayOptions attribute) max_colwidth (bigframes._config.DisplayOptions attribute) max_download_size (bigframes._config.SamplingOptions attribute) max_info_columns (bigframes._config.DisplayOptions attribute) max_info_rows (bigframes._config.DisplayOptions attribute) max_rows (bigframes._config.DisplayOptions attribute) MaxAbsScaler (class in bigframes.ml.preprocessing) maximum_bytes_billed (bigframes._config.ComputeOptions attribute) maximum_result_rows (bigframes._config.ComputeOptions attribute) MaximumResultRowsExceeded mean() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.api.typing.Window method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) mean_absolute_error() (in module bigframes.ml.metrics) mean_squared_error() (in module bigframes.ml.metrics) median() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) melt() (bigframes.pandas.DataFrame method) memory_usage (bigframes._config.DisplayOptions attribute) memory_usage() (bigframes.pandas.DataFrame method) merge() (bigframes.pandas.DataFrame method) (in module bigframes.pandas) microseconds (bigframes.pandas.api.typing.DatetimeMethods property) min() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.api.typing.Window method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) MinMaxScaler (class in bigframes.ml.preprocessing) minute (bigframes.pandas.api.typing.DatetimeMethods property) mod() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) mode() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.Series method) module bigframes._config bigframes.bigquery bigframes.bigquery.ai bigframes.bigquery.ml bigframes.enums bigframes.exceptions bigframes.geopandas bigframes.ml bigframes.ml.cluster bigframes.ml.compose bigframes.ml.decomposition bigframes.ml.ensemble bigframes.ml.forecasting bigframes.ml.imported bigframes.ml.impute bigframes.ml.linear_model bigframes.ml.llm bigframes.ml.metrics bigframes.ml.model_selection bigframes.ml.pipeline bigframes.ml.preprocessing bigframes.ml.remote bigframes.pandas bigframes.pandas.api.typing bigframes.streaming month (bigframes.pandas.api.typing.DatetimeMethods property) (bigframes.pandas.DatetimeIndex property) mul() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) MultiIndex (class in bigframes.pandas) MultimodalEmbeddingGenerator (class in bigframes.ml.llm) multiply() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) N name (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) NamedAgg (class in bigframes.pandas) names (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) ndim (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) ne() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) nlargest() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) nlevels (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) normalize() (bigframes.pandas.api.typing.DatetimeMethods method) notna() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) notnull() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) nsmallest() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) NULL (bigframes.enums.DefaultIndexKind attribute) NullIndexError NullIndexPreviewWarning nunique() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) O ObsoleteVersionWarning OneHotEncoder (class in bigframes.ml.preprocessing) ONNXModel (class in bigframes.ml.imported) OperationAbortedError option_context (class in bigframes._config) Options (class in bigframes._config) ordering_mode (bigframes._config.BigQueryOptions property) OrderingMode (class in bigframes.enums) OrderingModePartialPreviewWarning OrderRequiredError P pad() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.StringMethods method) (bigframes.pandas.Series method) parse_json() (in module bigframes.bigquery) PARTIAL (bigframes.enums.OrderingMode attribute) PCA (class in bigframes.ml.decomposition) pct_change() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) peek() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) pipe() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) Pipeline (class in bigframes.ml.pipeline) pivot() (bigframes.pandas.DataFrame method) pivot_table() (bigframes.pandas.DataFrame method) plot (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.Series property) PolynomialFeatures (class in bigframes.ml.preprocessing) pow() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) precision (bigframes._config.DisplayOptions attribute) precision_score() (in module bigframes.ml.metrics) predict() (bigframes.ml.cluster.KMeans method) (bigframes.ml.decomposition.MatrixFactorization method) (bigframes.ml.decomposition.PCA method) (bigframes.ml.ensemble.RandomForestClassifier method) (bigframes.ml.ensemble.RandomForestRegressor method) (bigframes.ml.ensemble.XGBClassifier method) (bigframes.ml.ensemble.XGBRegressor method) (bigframes.ml.forecasting.ARIMAPlus method) (bigframes.ml.imported.ONNXModel method) (bigframes.ml.imported.TensorFlowModel method) (bigframes.ml.imported.XGBoostModel method) (bigframes.ml.linear_model.LinearRegression method) (bigframes.ml.linear_model.LogisticRegression method) (bigframes.ml.llm.Claude3TextGenerator method) (bigframes.ml.llm.GeminiTextGenerator method) (bigframes.ml.llm.MultimodalEmbeddingGenerator method) (bigframes.ml.llm.TextEmbeddingGenerator method) (bigframes.ml.pipeline.Pipeline method) (bigframes.ml.remote.VertexAIModel method) (in module bigframes.bigquery.ml) predict_explain() (bigframes.ml.forecasting.ARIMAPlus method) (bigframes.ml.linear_model.LinearRegression method) (bigframes.ml.linear_model.LogisticRegression method) PreviewWarning prod() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) product() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) progress_bar (bigframes._config.DisplayOptions attribute) project (bigframes._config.BigQueryOptions property) Q qcut() (in module bigframes.pandas) quantile() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) quarter (bigframes.pandas.api.typing.DatetimeMethods property) query() (bigframes.pandas.DataFrame method) query_job (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) QueryComplexityError R r2_score() (in module bigframes.ml.metrics) radd() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) random_state (bigframes._config.SamplingOptions attribute) RandomForestClassifier (class in bigframes.ml.ensemble) RandomForestRegressor (class in bigframes.ml.ensemble) rank() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) rating_col (bigframes.ml.decomposition.MatrixFactorization property) rdiv() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) rdivmod() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.Series method) read_arrow() (in module bigframes.pandas) read_csv() (in module bigframes.pandas) read_gbq() (in module bigframes.pandas) read_gbq_function() (in module bigframes.pandas) read_gbq_model() (in module bigframes.pandas) read_gbq_object_table() (in module bigframes.pandas) read_gbq_query() (in module bigframes.pandas) read_gbq_table() (in module bigframes.pandas) (in module bigframes.streaming) read_json() (in module bigframes.pandas) read_pandas() (in module bigframes.pandas) read_parquet() (in module bigframes.pandas) read_pickle() (in module bigframes.pandas) recall_score() (in module bigframes.ml.metrics) register() (bigframes.ml.cluster.KMeans method) (bigframes.ml.decomposition.MatrixFactorization method) (bigframes.ml.decomposition.PCA method) (bigframes.ml.ensemble.RandomForestClassifier method) (bigframes.ml.ensemble.RandomForestRegressor method) (bigframes.ml.ensemble.XGBClassifier method) (bigframes.ml.ensemble.XGBRegressor method) (bigframes.ml.forecasting.ARIMAPlus method) (bigframes.ml.imported.ONNXModel method) (bigframes.ml.imported.TensorFlowModel method) (bigframes.ml.imported.XGBoostModel method) (bigframes.ml.linear_model.LinearRegression method) (bigframes.ml.linear_model.LogisticRegression method) reindex() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) reindex_like() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) remote_function() (in module bigframes.pandas) rename() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) (bigframes.streaming.StreamingDataFrame method) rename_axis() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) reorder_levels() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) repeat() (bigframes.pandas.api.typing.StringMethods method) replace() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.StringMethods method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) repr_mode (bigframes._config.DisplayOptions attribute) requests_transport_adapters (bigframes._config.BigQueryOptions property) resample() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) reset() (bigframes._config.Options method) reset_index() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) reset_session() (in module bigframes.pandas) reverse() (bigframes.pandas.api.typing.StringMethods method) rfloordiv() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) rjust() (bigframes.pandas.api.typing.StringMethods method) rmod() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) rmul() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) roc_auc_score() (in module bigframes.ml.metrics) roc_curve() (in module bigframes.ml.metrics) rolling() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) round() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) rpow() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) rstrip() (bigframes.pandas.api.typing.StringMethods method) rsub() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) rtruediv() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) S sample() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) sampling (bigframes._config.Options property) sampling_method (bigframes._config.SamplingOptions attribute) SamplingOptions (class in bigframes._config) scatter() (bigframes.pandas.DataFrame method) score() (bigframes.ml.cluster.KMeans method) (bigframes.ml.decomposition.MatrixFactorization method) (bigframes.ml.decomposition.PCA method) (bigframes.ml.ensemble.RandomForestClassifier method) (bigframes.ml.ensemble.RandomForestRegressor method) (bigframes.ml.ensemble.XGBClassifier method) (bigframes.ml.ensemble.XGBRegressor method) (bigframes.ml.forecasting.ARIMAPlus method) (bigframes.ml.linear_model.LinearRegression method) (bigframes.ml.linear_model.LogisticRegression method) (bigframes.ml.llm.GeminiTextGenerator method) (bigframes.ml.pipeline.Pipeline method) (in module bigframes.bigquery.ai) second (bigframes.pandas.api.typing.DatetimeMethods property) seconds (bigframes.pandas.api.typing.DatetimeMethods property) select_dtypes() (bigframes.pandas.DataFrame method) semantic_operators (bigframes._config.ExperimentOptions property) semantic_ops_confirmation_threshold (bigframes._config.ComputeOptions attribute) semantic_ops_threshold_autofail (bigframes._config.ComputeOptions attribute) semantics (bigframes.pandas.DataFrame property) SEQUENTIAL_INT64 (bigframes.enums.DefaultIndexKind attribute) Series (class in bigframes.pandas) SeriesGroupBy (class in bigframes.pandas.api.typing) set_index() (bigframes.pandas.DataFrame method) shape (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) shift() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) SimpleImputer (class in bigframes.ml.impute) simplify() (bigframes.geopandas.GeoSeries method) size (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) size() (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) skew() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) skip_bq_connection_check (bigframes._config.BigQueryOptions property) slice() (bigframes.pandas.api.typing.StringMethods method) sort_index() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) sort_values() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) split() (bigframes.ml.model_selection.KFold method) (bigframes.pandas.api.typing.StringMethods method) sql (bigframes.pandas.DataFrame property) (bigframes.streaming.StreamingDataFrame property) sql_scalar() (in module bigframes.bigquery) SQLScalarColumnTransformer (class in bigframes.ml.compose) st_area() (in module bigframes.bigquery) st_buffer() (in module bigframes.bigquery) st_centroid() (in module bigframes.bigquery) st_convexhull() (in module bigframes.bigquery) st_difference() (in module bigframes.bigquery) st_distance() (in module bigframes.bigquery) st_intersection() (in module bigframes.bigquery) st_isclosed() (in module bigframes.bigquery) st_length() (in module bigframes.bigquery) st_regionstats() (in module bigframes.bigquery) st_simplify() (in module bigframes.bigquery) stack() (bigframes.pandas.DataFrame method) StandardScaler (class in bigframes.ml.preprocessing) startswith() (bigframes.pandas.api.typing.StringMethods method) std() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.api.typing.Window method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) str (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) StreamingDataFrame (class in bigframes.streaming) strftime() (bigframes.pandas.api.typing.DatetimeMethods method) STRICT (bigframes.enums.OrderingMode attribute) StringMethods (class in bigframes.pandas.api.typing) strip() (bigframes.pandas.api.typing.StringMethods method) struct (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.Series property) struct() (in module bigframes.bigquery) StructAccessor (class in bigframes.pandas.api.typing) StructFrameAccessor (class in bigframes.pandas.api.typing) sub() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) subtract() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) sum() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.api.typing.Window method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) summary() (bigframes.ml.forecasting.ARIMAPlus method) swaplevel() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) T T (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) tail() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) take() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) TensorFlowModel (class in bigframes.ml.imported) TextEmbeddingGenerator (class in bigframes.ml.llm) time (bigframes.pandas.api.typing.DatetimeMethods property) TimeTravelCacheWarning TimeTravelDisabledWarning to_arrow() (bigframes.pandas.DataFrame method) to_bigtable() (bigframes.streaming.StreamingDataFrame method) to_blob() (bigframes.pandas.api.typing.StringMethods method) to_csv() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) to_datetime() (in module bigframes.pandas) to_dict() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) to_excel() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) to_frame() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.Series method) to_gbq() (bigframes.ml.cluster.KMeans method) (bigframes.ml.compose.ColumnTransformer method) (bigframes.ml.decomposition.MatrixFactorization method) (bigframes.ml.decomposition.PCA method) (bigframes.ml.ensemble.RandomForestClassifier method) (bigframes.ml.ensemble.RandomForestRegressor method) (bigframes.ml.ensemble.XGBClassifier method) (bigframes.ml.ensemble.XGBRegressor method) (bigframes.ml.forecasting.ARIMAPlus method) (bigframes.ml.imported.ONNXModel method) (bigframes.ml.imported.TensorFlowModel method) (bigframes.ml.imported.XGBoostModel method) (bigframes.ml.impute.SimpleImputer method) (bigframes.ml.linear_model.LinearRegression method) (bigframes.ml.linear_model.LogisticRegression method) (bigframes.ml.llm.Claude3TextGenerator method) (bigframes.ml.llm.GeminiTextGenerator method) (bigframes.ml.llm.MultimodalEmbeddingGenerator method) (bigframes.ml.llm.TextEmbeddingGenerator method) (bigframes.ml.pipeline.Pipeline method) (bigframes.ml.preprocessing.KBinsDiscretizer method) (bigframes.ml.preprocessing.LabelEncoder method) (bigframes.ml.preprocessing.MaxAbsScaler method) (bigframes.ml.preprocessing.MinMaxScaler method) (bigframes.ml.preprocessing.OneHotEncoder method) (bigframes.ml.preprocessing.PolynomialFeatures method) (bigframes.ml.preprocessing.StandardScaler method) (bigframes.pandas.DataFrame method) to_html() (bigframes.pandas.DataFrame method) to_json() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) (in module bigframes.bigquery) to_json_string() (in module bigframes.bigquery) to_latex() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) to_list() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) to_markdown() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) to_numpy() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) to_orc() (bigframes.pandas.DataFrame method) to_pandas() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) to_pandas_batches() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) to_parquet() (bigframes.pandas.DataFrame method) to_pickle() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) to_pubsub() (bigframes.streaming.StreamingDataFrame method) to_records() (bigframes.pandas.DataFrame method) to_series() (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) to_string() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) to_timedelta() (in module bigframes.pandas) to_wkt() (bigframes.geopandas.GeoSeries method) to_xarray() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.Series method) tolist() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.Series method) TOP_K_DEFAULT (bigframes.ml.preprocessing.LabelEncoder attribute) (bigframes.ml.preprocessing.OneHotEncoder attribute) total_seconds() (bigframes.pandas.api.typing.DatetimeMethods method) train_test_split() (in module bigframes.ml.model_selection) transform() (bigframes.ml.compose.ColumnTransformer method) (bigframes.ml.impute.SimpleImputer method) (bigframes.ml.preprocessing.KBinsDiscretizer method) (bigframes.ml.preprocessing.LabelEncoder method) (bigframes.ml.preprocessing.MaxAbsScaler method) (bigframes.ml.preprocessing.MinMaxScaler method) (bigframes.ml.preprocessing.OneHotEncoder method) (bigframes.ml.preprocessing.PolynomialFeatures method) (bigframes.ml.preprocessing.StandardScaler method) transformers_ (bigframes.ml.compose.ColumnTransformer property) transpose() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) truediv() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) tz (bigframes.pandas.api.typing.DatetimeMethods property) U udf() (in module bigframes.pandas) unique() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) unit (bigframes.pandas.api.typing.DatetimeMethods property) unix_micros() (in module bigframes.bigquery) unix_millis() (in module bigframes.bigquery) unix_seconds() (in module bigframes.bigquery) UnknownDataTypeWarning UnknownLocationWarning unstack() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) update() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) upper() (bigframes.pandas.api.typing.StringMethods method) use_regional_endpoints (bigframes._config.BigQueryOptions property) V value_counts() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.DataFrame method) (bigframes.pandas.DatetimeIndex method) (bigframes.pandas.Index method) (bigframes.pandas.MultiIndex method) (bigframes.pandas.Series method) values (bigframes.geopandas.GeoSeries property) (bigframes.pandas.DataFrame property) (bigframes.pandas.DatetimeIndex property) (bigframes.pandas.Index property) (bigframes.pandas.MultiIndex property) (bigframes.pandas.Series property) var() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.api.typing.DataFrameGroupBy method) (bigframes.pandas.api.typing.SeriesGroupBy method) (bigframes.pandas.api.typing.Window method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) vector_search() (in module bigframes.bigquery) VertexAIModel (class in bigframes.ml.remote) W weekday (bigframes.pandas.api.typing.DatetimeMethods property) (bigframes.pandas.DatetimeIndex property) where() (bigframes.geopandas.GeoSeries method) (bigframes.pandas.DataFrame method) (bigframes.pandas.Series method) Window (class in bigframes.pandas.api.typing) with_disabled() (bigframes._config.SamplingOptions method) with_max_download_size() (bigframes._config.SamplingOptions method) with_method() (bigframes._config.SamplingOptions method) with_random_state() (bigframes._config.SamplingOptions method) X x (bigframes.geopandas.GeoSeries property) XGBClassifier (class in bigframes.ml.ensemble) XGBoostModel (class in bigframes.ml.imported) XGBRegressor (class in bigframes.ml.ensemble) Y y (bigframes.geopandas.GeoSeries property) year (bigframes.pandas.api.typing.DatetimeMethods property) (bigframes.pandas.DatetimeIndex property) Z zfill() (bigframes.pandas.api.typing.StringMethods method)