Avoiding undesired imputation of certain missing data

To avoid imputing certain missing datapoints, construct a imputable_matrix(DNI matrix) of the same size and shape as the original dataset. For this matrix, use 1 to represent values in the original dataset that are either missing and viable for imputation or non-missing. Use 0 to represent values in the original dataset that are missing but not viable for imputation (for example, measurements at timepoints occuring after death). To use the cols_ignore argument in run_cissvae or ClusterDataset(), make sure that the imputable_matrix has the same column names/indices as the original dataset.

Example using included dataset

First load the dataset and load or create the DNI matrix. Here we can see that [1, Y12], [2, Y22], and [1, Y52] are marked as non-imputable.

import pandas as pd
from ciss_vae.data import load_example_dataset, load_dni
import ciss_vae

df_missing, _, clusters = load_example_dataset()

dni = load_dni()

dni.columns = df_missing.columns

print(f"Df missing:\n{df_missing.head(3).drop(df_missing.columns[:5].to_list(), axis=1)}, \n\nImputable Matrix:\n{dni.head(3).drop(df_missing.columns[:5].to_list(), axis=1)}")

Df missing: -------------------- -------------------  51% 0:19:59
        Y11  Y12        Y13        Y14        Y15        Y21  Y22        Y23  \
0 -4.049537  NaN        NaN -14.369151 -17.564448        NaN  NaN -35.772630   
1  0.546168  NaN -12.189518  -7.722474        NaN  -7.470250  NaN -25.924360   
2       NaN  NaN -20.358905 -15.126494 -17.251376 -18.448422  NaN -34.400862   

         Y24        Y25  ...       Y41  Y42       Y43       Y44       Y45  \
0 -28.098906 -30.242588  ... -0.904960  NaN       NaN -3.694852 -5.680293   
1 -17.231424 -18.695290  ...  2.624586  NaN -5.776195 -1.379495 -2.329604   
2 -27.250598 -28.839809  ...       NaN  NaN -7.215718 -3.350797 -6.895340   

        Y51  Y52       Y53       Y54       Y55  
0  2.587588  NaN -4.681195 -2.248406 -2.679081  
1  6.080512  NaN -2.290062 -0.887398  0.562532  
2  2.531148  NaN -5.427430 -1.330163 -2.324382  

[3 rows x 25 columns], 

Imputable Matrix:
   Y11  Y12  Y13  Y14  Y15  Y21  Y22  Y23  Y24  Y25  ...  Y41  Y42  Y43  Y44  \
0    1    1    1    1    1    1    1    1    1    1  ...    1    1    1    1   
1    1    0    1    1    1    1    1    1    1    1  ...    1    1    1    1   
2    1    1    1    1    1    1    0    1    1    1  ...    1    1    1    1   

   Y45  Y51  Y52  Y53  Y54  Y55  
0    1    1    1    1    1    1  
1    1    1    0    1    1    1  
2    1    1    1    1    1    1  

[3 rows x 25 columns]------------ -------------------  51% 0:19:59
Refit loops -------------------- -------------------  51% 0:19:59

Using run_cissvae() with DNI matrix

The run_cissvae() function can accept the DNI matrix as an input. Make sure that the column names of the DNI matrix match those of the original dataset.

from ciss_vae.training.run_cissvae import run_cissvae
from ciss_vae.utils.helpers import plot_vae_architecture

imputed_data, vae, ds, history = run_cissvae(data = df_missing,
## Dataset params
    columns_ignore = df_missing.columns[:5], ## columns to ignore when selecting validation dataset (and clustering if you do not provide clusters). For example, demographic columns with no missingness.
    imputable_matrix=dni,
    clusters = clusters,
    print_dataset = False,
    
## VAE model params
    hidden_dims = [150, 120, 60], ## Dimensions of hidden layers, in order. One number per layer. 
    latent_dim = 15, ## Dimensions of latent embedding
    layer_order_enc = ["unshared", "unshared", "unshared"], ## order of shared vs unshared layers for encode (can use u or s instead of unshared, shared)
    layer_order_dec=["shared", "shared",  "shared"],  ## order of shared vs unshared layers for decode
    latent_shared=False, 
    output_shared=False, 
    batch_size = 4000, ## batch size for data loader
    return_model = True, ## if true, outputs imputed dataset and model, otherwise just outputs imputed dataset. Set to true to return model for `plot_vae_architecture`

## Initial Training params
    epochs = 5, ## 1000 is default 

## Other params
    return_history = True, ## if true, will return training MSE history as pandas dataframe
    return_dataset=True
)

print(f"The successfully imputed dataset:\n{imputed_data.head}\n\n")

The successfully imputed dataset:---- -------------------  51% 0:19:59
<bound method NDFrame.head of            Age    Salary  ZipCode10001  
ZipCode20002  ZipCode30003        Y11  \
0     0.406968  0.897112     -0.699428      1.402227     -0.708744  -4.049537  
1    -0.226432  0.153132      1.429729     -0.713145     -0.708744   0.546168  
2     0.569778  1.340350     -0.699428      1.402227     -0.708744  -3.094686  
3     1.617063  0.126396     -0.699428     -0.713145      1.410864 -10.608214  
4    -0.315282  0.506991      1.429729     -0.713145     -0.708744   0.357588  
...        ...       ...           ...           ...           ...        ...  
7995  2.577271  0.628914      1.429729     -0.713145     -0.708744   0.004673  
7996  0.229718  0.778863      1.429729     -0.713145     -0.708744   9.732808  
7997 -0.834963 -0.822289     -0.699428     -0.713145      1.410864  13.310964  
7998  1.788678 -1.257246     -0.699428     -0.713145      1.410864   0.670269  
7999  2.382235 -0.919218      1.429729     -0.713145     -0.708744  -5.307739  

            Y12         Y13         Y14         Y15  ...       Y41        Y42  
\
0    -11.209198    2.389919  -14.369148  -17.564449  ... -0.904960  -2.054455  
1           NaN  -12.189518   -7.722473   12.838623  ...  2.624586  -2.053410  
2    -11.206875  -20.358906  -15.126495  -17.251385  ...  0.509397  -2.055080  
3    -11.366234    2.155396  -14.207619  -21.339748  ... -2.825192        NaN  
4    -16.487694  -11.312771   11.032013         NaN  ...  3.617390  -4.619453  
...         ...         ...         ...         ...  ...       ...        ...  
7995  68.338676  127.004562  166.543167  189.465057  ...  4.190835  37.229931  
7996  58.953075  102.710716  135.753891  152.616577  ...  5.976947  28.959558  
7997  52.694122   84.626495  107.389328  124.735504  ...  6.921663  25.361666  
7998  57.290031  109.489731  143.899231  164.870361  ...  3.977530  30.719467  
7999  58.862980  117.229599  152.684494  178.404663  ...  4.620643  32.284439  

            Y43        Y44        Y45       Y51        Y52        Y53  \
0      4.368118  -3.694853  -5.680294  2.587588   0.546708  -4.681194   
1     -5.776196  -1.379498  -2.329605  6.080512        NaN  -2.290062   
2     -7.215717  -3.350798  -6.895340  2.531148   0.546762  -5.427431   
3     -8.293898  -2.398297   7.809805  0.138556   0.455381  -5.729860   
4     -3.856878   7.395262  -1.495659  2.018287  -3.341181  -1.915190   
...         ...        ...        ...       ...        ...        ...   
7995  66.995651  84.691528  96.805740  6.542590  34.403015  57.426338   
7996  53.110538  67.145432  75.380974  6.311522  26.652737  47.063118   
7997  42.306374  53.189552  59.775707  6.992177  23.954103  37.583347   
7998  57.480671  72.764549  82.690750  5.347935  27.920717  49.049713   
7999  60.907459  79.353737  89.973381  2.795478  30.544744  51.202316   

            Y54        Y55  
0     -2.248405  -2.679079  
1     -0.887398   0.562532  
2     -1.330162  -2.324381  
3     -1.639587  -4.445707  
4      7.500751   0.103451  
...         ...        ...  
7995  74.096107  83.017654  
7996  58.854687  65.740067  
7997  48.980991  52.618183  
7998  63.465149  73.865051  
7999  67.612328  76.804909  

[8000 rows x 30 columns]>

t loops -------------------- -------------------  51% 0:19:59
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ds

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ClusterDataset(n_samples=8000, n_features=30, n_clusters=4)
  • Original missing: 61800 / 200000 (30.90%)
  • Validation held-out: 13783 (9.97% of non-missing)
  • .data shape:     (8000, 30)
  • .masks shape:    (8000, 30)
  • .val_data shape: (8000, 30)
  • Non-imputable entries: 6180
  • Validation units: {'Y11': {'kind': 'continuous', 'cols': ['Y11']}, 'Y12': {'kind': 'continuous', 'cols': ['Y12']}, 'Y13': {'kind': 'continuous', 'cols': ['Y13']}, 'Y14': {'kind': 'continuous', 'cols': ['Y14']}, 'Y15': {'kind': 'continuous', 'cols': ['Y15']}, 'Y21': {'kind': 'continuous', 'cols': ['Y21']}, 'Y22': {'kind': 'continuous', 'cols': ['Y22']}, 'Y23': {'kind': 'continuous', 'cols': ['Y23']}, 'Y24': {'kind': 'continuous', 'cols': ['Y24']}, 'Y25': {'kind': 'continuous', 'cols': ['Y25']}, 'Y31': {'kind': 'continuous', 'cols': ['Y31']}, 'Y32': {'kind': 'continuous', 'cols': ['Y32']}, 'Y33': {'kind': 'continuous', 'cols': ['Y33']}, 'Y34': {'kind': 'continuous', 'cols': ['Y34']}, 'Y35': {'kind': 'continuous', 'cols': ['Y35']}, 'Y41': {'kind': 'continuous', 'cols': ['Y41']}, 'Y42': {'kind': 'continuous', 'cols': ['Y42']}, 'Y43': {'kind': 'continuous', 'cols': ['Y43']}, 'Y44': {'kind': 'continuous', 'cols': ['Y44']}, 'Y45': {'kind': 'continuous', 'cols': ['Y45']}, 'Y51': {'kind': 'continuous', 'cols': ['Y51']}, 'Y52': {'kind': 'continuous', 'cols': ['Y52']}, 'Y53': {'kind': 'continuous', 'cols': ['Y53']}, 'Y54': {'kind': 'continuous', 'cols': ['Y54']}, 'Y55': {'kind': 'continuous', 'cols': ['Y55']}}

Below, we can see that [1, Y12], [2, Y22], and [1, Y52] are still NaN, even though other missing entries have been imputed.

print(f"Imputed dataset:\n{imputed_data.drop(df_missing.columns[:5].to_list(), axis=1).head(3)}")

Imputed dataset:m-------------------- -------------------  51% 0:19:59
        Y11        Y12        Y13        Y14        Y15        Y21        Y22  
\
0 -4.049537 -11.209198   2.389919 -14.369148 -17.564449 -12.210165 -19.170258  
1  0.546168        NaN -12.189518  -7.722473  12.838623  -7.470250 -19.169792  
2 -3.094686 -11.206875 -20.358906 -15.126495 -17.251385 -18.448421        NaN  

         Y23        Y24        Y25  ...       Y41       Y42       Y43  \
0 -35.772629 -28.098907 -30.242588  ... -0.904960 -2.054455  4.368118   
1 -25.924362 -17.231422 -18.695286  ...  2.624586 -2.053410 -5.776196   
2 -34.400864 -27.250603 -28.839817  ...  0.509397 -2.055080 -7.215717   

        Y44       Y45       Y51       Y52       Y53       Y54       Y55  
0 -3.694853 -5.680294  2.587588  0.546708 -4.681194 -2.248405 -2.679079  
1 -1.379498 -2.329605  6.080512       NaN -2.290062 -0.887398  0.562532  
2 -3.350798 -6.895340  2.531148  0.546762 -5.427431 -1.330162 -2.324381  

[3 rows x 25 columns]------------ -------------------  51% 0:19:59
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As always, the vae architecture can be printed.

plot_vae_architecture(model = vae,
                        title = None, ## Set title of plot
                        ## Colors below are default
                        color_shared = "skyblue", 
                        color_unshared ="lightcoral",
                        color_latent = "gold", # xx fix
                        color_input = "lightgreen",
                        color_output = "lightgreen",
                        figsize=(16, 8),
                        return_fig = False)

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We can also use the imputable matrix with the autotune function.

import pandas as pd
from ciss_vae.data import load_example_dataset, load_dni
from ciss_vae.classes.cluster_dataset import ClusterDataset
from ciss_vae.training.autotune import SearchSpace, autotune

df_missing, _, clusters = load_example_dataset()

dni = load_dni()

dataset = ClusterDataset(
    data = df_missing,
    cluster_labels = clusters,
    imputable = dni,

)

dataset

Refit loops -------------------- -------------------  51% 0:19:59

ClusterDataset(n_samples=8000, n_features=30, n_clusters=4)
  • Original missing: 61800 / 240000 (25.75%)
  • Validation held-out: 17783 (9.98% of non-missing)
  • .data shape:     (8000, 30)
  • .masks shape:    (8000, 30)
  • .val_data shape: (8000, 30)
  • Non-imputable entries: 6180
  • Validation units: {'Age': {'kind': 'continuous', 'cols': ['Age']}, 'Salary': {'kind': 'continuous', 'cols': ['Salary']}, 'ZipCode10001': {'kind': 'continuous', 'cols': ['ZipCode10001']}, 'ZipCode20002': {'kind': 'continuous', 'cols': ['ZipCode20002']}, 'ZipCode30003': {'kind': 'continuous', 'cols': ['ZipCode30003']}, 'Y11': {'kind': 'continuous', 'cols': ['Y11']}, 'Y12': {'kind': 'continuous', 'cols': ['Y12']}, 'Y13': {'kind': 'continuous', 'cols': ['Y13']}, 'Y14': {'kind': 'continuous', 'cols': ['Y14']}, 'Y15': {'kind': 'continuous', 'cols': ['Y15']}, 'Y21': {'kind': 'continuous', 'cols': ['Y21']}, 'Y22': {'kind': 'continuous', 'cols': ['Y22']}, 'Y23': {'kind': 'continuous', 'cols': ['Y23']}, 'Y24': {'kind': 'continuous', 'cols': ['Y24']}, 'Y25': {'kind': 'continuous', 'cols': ['Y25']}, 'Y31': {'kind': 'continuous', 'cols': ['Y31']}, 'Y32': {'kind': 'continuous', 'cols': ['Y32']}, 'Y33': {'kind': 'continuous', 'cols': ['Y33']}, 'Y34': {'kind': 'continuous', 'cols': ['Y34']}, 'Y35': {'kind': 'continuous', 'cols': ['Y35']}, 'Y41': {'kind': 'continuous', 'cols': ['Y41']}, 'Y42': {'kind': 'continuous', 'cols': ['Y42']}, 'Y43': {'kind': 'continuous', 'cols': ['Y43']}, 'Y44': {'kind': 'continuous', 'cols': ['Y44']}, 'Y45': {'kind': 'continuous', 'cols': ['Y45']}, 'Y51': {'kind': 'continuous', 'cols': ['Y51']}, 'Y52': {'kind': 'continuous', 'cols': ['Y52']}, 'Y53': {'kind': 'continuous', 'cols': ['Y53']}, 'Y54': {'kind': 'continuous', 'cols': ['Y54']}, 'Y55': {'kind': 'continuous', 'cols': ['Y55']}}

searchspace = SearchSpace(
                 num_hidden_layers=(1, 4), ## Set number of hidden layers
                 hidden_dims=[64, 512], ## Allowable dimensions of hidden layers
                 latent_dim=[10, 100],
                 latent_shared=[True, False],
                 output_shared=[True,False],
                 lr=(1e-4, 1e-3),
                 decay_factor=(0.9, 0.999),
                 beta=0.01,
                 num_epochs=10,
                 batch_size=64,
                 num_shared_encode=[0, 1, 3],
                 num_shared_decode=[0, 1, 3],
                 encoder_shared_placement = ["at_end", "at_start", "alternating", "random"], ## where should the shared layers be placed in the encoder
                 decoder_shared_placement = ["at_end", "at_start", "alternating", "random"], ## where should the shared layers be placed in the decoder
                 refit_patience=2,
                 refit_loops=10,
                 epochs_per_loop = 10,
                 reset_lr_refit = [True, False])

results = autotune(
    search_space = searchspace,
    train_dataset = dataset,                   # ClusterDataset object
    save_model_path=None,
    save_search_space_path=None,
    n_trials=2,
    study_name="vae_autotune",                 # Default study name
    device_preference="cuda",
    show_progress=True,                       # Show progress bar for training
    optuna_dashboard_db="sqlite:///test_imp_python.sqlite3",                  # If using optuna dashboard set db location here
    load_if_exists=True,                       # If using optuna dashboard, if study by 'study_name' already exists, will load that study
    seed = 42,     
)

[Warning] CUDA requested but not available. Falling back to CPU.-----------  51% 0:19:59
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[I 2026-04-01 15:38:22,613] Using an existing study with name 'vae_autotune' instead of creating a new one.

\\VPensBST\BstShared\Biostatistics\Danielle\Repos\CISS_VAE\CISS-VAE-python\src\
ciss_vae\training\autotune.py:652: ExperimentalWarning: 
optuna.study.study.Study.set_metric_names is experimental (supported from 
v3.2.0). The interface can change in the future.
  study.set_metric_names(["Total Imputation Error"])
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Trial 2/2
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Refit loops ---------------------------------------   99% 0:00:02
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Refit loops -------------------- -------------------  51% 0:19:599:59✓ Trial 3 complete - Total Imputation Error: 7.9257
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[I 2026-04-01 15:41:04,198] Trial 2 finished with value: {'Total Imputation Error': 7.925668239593506} and parameters: {'num_hidden_layers': 2, 'hidden_dim_0': 64, 'hidden_dim_1': 64, 'latent_dim': 10, 'latent_shared': True, 'output_shared': True, 'lr': 0.0009330606024425672, 'decay_factor': 0.9816830436117746, 'num_shared_encode': 0, 'num_shared_decode': 1, 'encoder_shared_placement': 'at_start', 'decoder_shared_placement': 'alternating', 'reset_lr_refit': False}. Best is trial 2 with value: 7.925668239593506.

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Trial 3/2
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Initial training ---------------------------------------- 100% 0:00:09
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Refit loops -------------------- -------------------  51% 0:19:599:59✓ Trial 4 complete - Total Imputation Error: 28.9899
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[I 2026-04-01 15:42:52,067] Trial 3 finished with value: {'Total Imputation Error': 28.98993682861328} and parameters: {'num_hidden_layers': 1, 'hidden_dim_0': 64, 'latent_dim': 100, 'latent_shared': True, 'output_shared': True, 'lr': 0.0004833180632488466, 'decay_factor': 0.9423050781656934, 'num_shared_encode': 1, 'num_shared_decode': 0, 'encoder_shared_placement': 'alternating', 'decoder_shared_placement': 'at_end', 'reset_lr_refit': False}. Best is trial 2 with value: 7.925668239593506.

✓ Optimization complete!
Best trial: 2 (Total Imputation Error: 7.925668)

Training final model with best parameters...
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Final refit loops ---------------------------------------   99% 0:00:01✓ Final model training complete!
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