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MinMaxScaler()Transform features by scaling each feature to a given range.
This estimator scales and translates each feature individually such that it is in the given range on the training set, e.g. between zero and one.
Methods
MinMaxScaler
MinMaxScaler()Transform features by scaling each feature to a given range.
This estimator scales and translates each feature individually such that it is in the given range on the training set, e.g. between zero and one.
__init__
__init__()API documentation for __init__ method.
fit
fit(X, y=None)Compute the minimum and maximum to be used for later scaling.
| Returns | |
|---|---|
| Type | Description |
MaxAbsScaler |
Fitted scaler. |
fit_transform
fit_transform(X, y=None)Fit to data, then transform it.
| Parameters | |
|---|---|
| Name | Description |
X |
bigframes.dataframe.DataFrame or bigframes.series.Series
Series or DataFrame of shape (n_samples, n_features). Input samples. |
y |
bigframes.dataframe.DataFrame or bigframes.series.Series
Series or DataFrame of shape (n_samples,) or (n_samples, n_outputs). Default None. Target values (None for unsupervised transformations). |
| Returns | |
|---|---|
| Type | Description |
bigframes.dataframe.DataFrame |
DataFrame of shape (n_samples, n_features_new). Transformed DataFrame. |
get_params
get_params(deep=True)Get parameters for this estimator.
| Parameter | |
|---|---|
| Name | Description |
deep |
bool, default True
Default |
| Returns | |
|---|---|
| Type | Description |
Dictionary |
A dictionary of parameter names mapped to their values. |
to_gbq
to_gbq(model_name, replace=False)Save the transformer as a BigQuery model.
| Parameters | |
|---|---|
| Name | Description |
model_name |
str
The name of the model. |
replace |
bool, default False
Determine whether to replace if the model already exists. Default to False. |
transform
transform(X)Scale the data.
| Returns | |
|---|---|
| Type | Description |
bigframes.dataframe.DataFrame |
Transformed result. |