22
33## Classes
44
5+ ** [ ExtendedKalmanFilter] ( ExtendedKalmanFilter.md ) ** :
6+
7+ ** [ YeastModel] ( YeastModel.md ) ** :
8+
9+ ** [ MassBalance] ( MassBalance.md ) ** :
10+
511** [ RangeCut] ( RangeCut.md ) ** : Cuts a dataframe selecting the wavenumbers between start and end.
612
713** [ Derivative] ( Derivative.md ) ** : Calculates the derivative of a each row in a dataframe using the Savitzky-Golay filter.
@@ -41,37 +47,53 @@ Test the loading of the fermentation data.
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44- ### cross_validation
50+ ### load_training_data
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47- Performs cross-validation on the data. By default it performs a leave-one-out cross-validation.
48- #### Parameters
49- name | description | default
50- --- | --- | ---
51- X | spectra dataframe containing the spectra with the wavenumbers as columns. |
52- y | dataframe containing the reference hplc measurements. |
53+ Loads the training data.
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58+ ### load_fermentation_spectra_data
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58- ### load_train_data
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60-
61- Loads the train data.
61+ Loads the fermentation data.
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66- ### load_fermentation_data
66+ ### load_fermentation_hplc_data
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6969Loads the fermentation data.
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74- ### plot_fermentation
74+ ### load_pls_glucose_model
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81+
82+ ### cross_validation
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85+ Performs cross-validation on the data. By default it performs a leave-one-out cross-validation.
86+ #### Parameters
87+ name | description | default
88+ --- | --- | ---
89+ X | spectra dataframe containing the spectra with the wavenumbers as columns. |
90+ y | dataframe containing the reference hplc measurements. |
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96+ ### plot_pls_fermentation
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7799Plots the predicted concentration and the reference hplc measurements.
@@ -85,6 +107,20 @@ fermentation_hplc | load the reference hplc measurements. |
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110+ ### plot_pls_training
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113+ Plots the PLS predictions and the reference hplc measurements for the training set.
114+ #### Parameters
115+ name | description | default
116+ --- | --- | ---
117+ predictions | predicted concentrations. |
118+ reference | reference hplc measurements. |
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88124### plot_spectra
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@@ -101,15 +137,17 @@ ylabel | y-axis label |
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104- ### plot_predictions
140+ ### plot_mechanistic_fermentation
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107- Plots the PLS predictions and the reference hplc measurements for the training set .
143+ Plots the predicted concentration and the reference hplc measurements.
108144#### Parameters
109145name | description | default
110146--- | --- | ---
111- predictions | predicted concentrations. |
112- reference | reference hplc measurements. |
147+ prediction | load the predictions. |
148+ fermentation_hplc | load the reference hplc measurements. |
149+ time | |
150+ concentrations | |
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