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37 changes: 37 additions & 0 deletions docs/ExtendedKalmanFilter.md
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# ExtendedKalmanFilter




## Methods


### __init__




#### Parameters
name | description | default
--- | --- | ---
self | |
measurement_covariance | |
model_covariance | |





### calculate




#### Parameters
name | description | default
--- | --- | ---
measurements | |




40 changes: 40 additions & 0 deletions docs/MassBalance.md
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# MassBalance




## Methods


### __init__




#### Parameters
name | description | default
--- | --- | ---
self | |
microbial_kinetics | |
inlet | |
outlet | |





### calculate


Calculates the mass balance for a given kinetic rate list.

#### Parameters
name | description | default
--- | --- | ---
self | |
concentrations | |
time | |




150 changes: 150 additions & 0 deletions docs/PCAReport.md
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# PCAReport




## Methods


### __init__




#### Parameters
name | description | default
--- | --- | ---
self | |
model | |
X_train | |
y_train | |
X_test | | None
y_test | | None
wavenumbers | | None





### plot_data


Plot spectra with optional color coding.
Parameters ---------- color_by : Optional[ArrayLike] Optional array for color coding the points.

#### Parameters
name | description | default
--- | --- | ---
self | |
color_by | | None
title | | "Spectra"
x_label | | "Wavenumber"
y_label | | "Intensity"





### plot_preprocessed_data


Plot preprocessed spectra with optional color coding.
Parameters ---------- color_by : Optional[ArrayLike] Optional array for color coding the points.

#### Parameters
name | description | default
--- | --- | ---
self | |
color_by | | None
title | | "Spectra"
x_label | | "Wavenumber"
y_label | | "Intensity"





### _get_ellipse




#### Parameters
name | description | default
--- | --- | ---
self | |
x | |
y | |
ax | |
n_std | | 3
edgecolor | | "red"





### plot_scores




#### Parameters
name | description | default
--- | --- | ---
self | |
color_by | | None
title | | "PCA Scores"
x_axis | | 1
y_axis | | 2
n_std | | 3





### plot_loadings




#### Parameters
name | description | default
--- | --- | ---
self | |
title | | "PCA Loadings"





### plot_scree




#### Parameters
name | description | default
--- | --- | ---
self | |
title | | "Cumulative Explained Variance"





### plot_residuals




#### Parameters
name | description | default
--- | --- | ---
self | |
color_by | | None
label_by | | None
title | | "Residuals"




118 changes: 118 additions & 0 deletions docs/PLSRegressionReport.md
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# PLSRegressionReport




## Methods


### __init__




#### Parameters
name | description | default
--- | --- | ---
self | |
model | |
X_train | |
y_train | |
X_test | | None
y_test | | None
wavenumbers | | None





### plot_data


Plot spectra with optional color coding.
Parameters ---------- color_by : Optional[ArrayLike] Optional array for color coding the points.

#### Parameters
name | description | default
--- | --- | ---
self | |
color_by | | None
title | | "Spectra"
x_label | | "Wavenumber"
y_label | | "Intensity"





### plot_preprocessed_data


Plot preprocessed spectra with optional color coding.
Parameters ---------- color_by : Optional[ArrayLike] Optional array for color coding the points.

#### Parameters
name | description | default
--- | --- | ---
self | |
color_by | | None
title | | "Spectra"
x_label | | "Wavenumber"
y_label | | "Intensity"





### _get_ellipse




#### Parameters
name | description | default
--- | --- | ---
self | |
x | |
y | |
ax | |
n_std | | 3
edgecolor | | "red"





### plot_residuals




#### Parameters
name | description | default
--- | --- | ---
self | |
color_by | | None
label_by | | None
title | | "Residuals"





### plot_prediction_results


Plot prediction results for the PLS regression model.
Parameters ---------- None
Returns ------- None

#### Parameters
name | description | default
--- | --- | ---
self | |
color_by | | None




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