diff --git a/changelog_entry.yaml b/changelog_entry.yaml
index e69de29..a33f181 100644
--- a/changelog_entry.yaml
+++ b/changelog_entry.yaml
@@ -0,0 +1,5 @@
+- bump: minor
+ changes:
+ added:
+ - Predictor correlation and sensitivity analysis tools.
+ - Updated documentation with distributional similarity metrics and predictor analysis.
diff --git a/docs/imputation-benchmarking/benchmarking-methods.ipynb b/docs/imputation-benchmarking/benchmarking-methods.ipynb
index 1784358..33b18c9 100644
--- a/docs/imputation-benchmarking/benchmarking-methods.ipynb
+++ b/docs/imputation-benchmarking/benchmarking-methods.ipynb
@@ -12,18 +12,10 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"id": "45bc35df",
"metadata": {},
"outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "Error importing in API mode: ImportError(\"dlopen(/Users/movil1/envs/pe3.13/lib/python3.13/site-packages/_rinterface_cffi_api.abi3.so, 0x0002): Library not loaded: /Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRblas.dylib\\n Referenced from: <21BE8260-F4D5-3597-9DD0-6953BC4DDF3D> /Users/movil1/envs/pe3.13/lib/python3.13/site-packages/_rinterface_cffi_api.abi3.so\\n Reason: tried: '/Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRblas.dylib' (no such file), '/System/Volumes/Preboot/Cryptexes/OS/Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRblas.dylib' (no such file), '/Library/Frameworks/R.framework/Versions/4.5-arm64/Resources/lib/libRblas.dylib' (no such file)\")\n",
- "Trying to import in ABI mode.\n"
- ]
- },
{
"data": {
"application/vnd.plotly.v1+json": {
@@ -104,8 +96,7 @@
"0.9",
"0.95",
"0.95",
- "0.95",
- "mean_loss"
+ "0.95"
],
"xaxis": "x",
"y": [
@@ -165,8 +156,7 @@
0.011637270360498182,
0.008636036703271307,
0.00613636616812886,
- 0.007386201435700084,
- 0.016239845180267713
+ 0.007386201435700084
],
"yaxis": "y"
},
@@ -243,8 +233,7 @@
"0.9",
"0.95",
"0.95",
- "0.95",
- "mean_loss"
+ "0.95"
],
"xaxis": "x",
"y": [
@@ -304,8 +293,7 @@
0.008994380201344711,
0.005276102694199828,
0.0060429413018583565,
- 0.005659521998029092,
- 0.012657845989966958
+ 0.005659521998029092
],
"yaxis": "y"
},
@@ -382,8 +370,7 @@
"0.9",
"0.95",
"0.95",
- "0.95",
- "mean_loss"
+ "0.95"
],
"xaxis": "x",
"y": [
@@ -443,8 +430,7 @@
0.008998790611306243,
0.005074469570893465,
0.0057338360120991316,
- 0.005404152791496298,
- 0.012669878442164852
+ 0.005404152791496298
],
"yaxis": "y"
},
@@ -521,8 +507,7 @@
"0.9",
"0.95",
"0.95",
- "0.95",
- "mean_loss"
+ "0.95"
],
"xaxis": "x",
"y": [
@@ -582,8 +567,7 @@
0.023577352122469114,
0.0245692615983508,
0.02283723300949577,
- 0.023703247303923286,
- 0.02257019067083573
+ 0.023703247303923286
],
"yaxis": "y"
}
@@ -609,9 +593,9 @@
"name": "QRF Mean",
"type": "line",
"x0": -0.5,
- "x1": 19.5,
- "y0": 0.016239845180267717,
- "y1": 0.016239845180267717
+ "x1": 18.5,
+ "y0": 0.01623984518026772,
+ "y1": 0.01623984518026772
},
{
"line": {
@@ -622,9 +606,9 @@
"name": "OLS Mean",
"type": "line",
"x0": -0.5,
- "x1": 19.5,
- "y0": 0.012657845989966958,
- "y1": 0.012657845989966958
+ "x1": 18.5,
+ "y0": 0.012657845989966957,
+ "y1": 0.012657845989966957
},
{
"line": {
@@ -635,7 +619,7 @@
"name": "QuantReg Mean",
"type": "line",
"x0": -0.5,
- "x1": 19.5,
+ "x1": 18.5,
"y0": 0.01266987844216485,
"y1": 0.01266987844216485
},
@@ -648,7 +632,7 @@
"name": "Matching Mean",
"type": "line",
"x0": -0.5,
- "x1": 19.5,
+ "x1": 18.5,
"y0": 0.022570190670835735,
"y1": 0.022570190670835735
}
@@ -1524,6 +1508,49 @@
"Matching 0.022570\n",
"Name: Loss, dtype: float64\n"
]
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "e96cf34166f04ac780929e9dd307fb37",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Leave-one-out analysis: 0%| | 0/4 [00:00 Dict[str, pd.DataFrame]:
+ """Compute correlation matrices between predictors using multiple methods.
+
+ This function analyzes relationships between predictor variables using
+ Pearson correlation, Spearman correlation, and mutual information.
+ Categorical variables are automatically encoded for correlation analysis.
+
+ If imputed_variables are provided, also computes mutual information
+ between each predictor and each target variable to identify which
+ predictors are most informative for imputation.
+
+ Args:
+ data: DataFrame containing the data.
+ predictors: List of predictor column names to analyze.
+ imputed_variables: Optional list of target variables to compute
+ predictor-target mutual information.
+ method: Type of correlation to compute. Options are:
+ - "all": Compute all correlation types (default)
+ - "pearson": Only Pearson correlation
+ - "spearman": Only Spearman correlation
+ - "mutual_info": Only mutual information
+
+ Returns:
+ Dictionary containing correlation matrices:
+ - "pearson": Pearson correlation matrix (if requested)
+ - "spearman": Spearman correlation matrix (if requested)
+ - "mutual_info": Normalized mutual information matrix (if requested)
+ - "predictor_target_mi": DataFrame of MI between predictors and targets
+ (only if imputed_variables provided and mutual_info requested)
+
+ Raises:
+ ValueError: If predictors are not found in data or method is invalid.
+
+ Example:
+ >>> data = pd.DataFrame({
+ ... 'age': [25, 30, 35, 40],
+ ... 'income': [30000, 45000, 55000, 70000],
+ ... 'education': ['HS', 'BS', 'MS', 'PhD'],
+ ... 'health_score': [7, 8, 6, 9]
+ ... })
+ >>> correlations = compute_predictor_correlations(
+ ... data,
+ ... predictors=['age', 'income', 'education'],
+ ... imputed_variables=['health_score']
+ ... )
+ >>> print(correlations['predictor_target_mi'])
+ """
+ # Validate inputs
+ missing_predictors = set(predictors) - set(data.columns)
+ if missing_predictors:
+ raise ValueError(f"Predictors not found in data: {missing_predictors}")
+
+ if imputed_variables:
+ missing_targets = set(imputed_variables) - set(data.columns)
+ if missing_targets:
+ raise ValueError(
+ f"Target variables not found in data: {missing_targets}"
+ )
+
+ valid_methods = ["all", "pearson", "spearman", "mutual_info"]
+ if method not in valid_methods:
+ raise ValueError(f"Invalid method. Choose from: {valid_methods}")
+
+ # Prepare data - encode categorical variables
+ detector = VariableTypeDetector()
+ data_encoded = data[predictors].copy()
+
+ # Track which variables are categorical for mutual information
+ categorical_mask = {}
+
+ for col in predictors:
+ var_type, _ = detector.categorize_variable(data[col], col, log)
+ categorical_mask[col] = var_type in [
+ "categorical",
+ "numeric_categorical",
+ "bool",
+ ]
+
+ if categorical_mask[col]:
+ # Use label encoding for correlation computation
+ le = LabelEncoder()
+ # Handle missing values by treating them as a separate category
+ # Convert all to string first to avoid mixed type issues
+ data_str = data[col].astype(str)
+ data_encoded[col] = le.fit_transform(data_str)
+
+ results = {}
+
+ # Compute Pearson correlation
+ if method in ["all", "pearson"]:
+ results["pearson"] = data_encoded.corr(method="pearson")
+
+ # Compute Spearman correlation
+ if method in ["all", "spearman"]:
+ results["spearman"] = data_encoded.corr(method="spearman")
+
+ # Compute mutual information
+ if method in ["all", "mutual_info"]:
+ n_predictors = len(predictors)
+ mi_matrix = pd.DataFrame(
+ np.zeros((n_predictors, n_predictors)),
+ index=predictors,
+ columns=predictors,
+ )
+
+ for i, pred1 in enumerate(predictors):
+ for j, pred2 in enumerate(predictors):
+ if i == j:
+ mi_matrix.iloc[i, j] = 1.0
+ elif j > i:
+ # Compute MI between pred1 and pred2
+ mi_value = _compute_mutual_information(
+ data_encoded[pred1].values,
+ data_encoded[pred2].values,
+ categorical_mask[pred2],
+ )
+ # Normalize by max possible MI (min of entropies)
+ # This makes it comparable to correlation coefficients
+ max_mi = min(
+ _compute_entropy(data_encoded[pred1].values),
+ _compute_entropy(data_encoded[pred2].values),
+ )
+ if max_mi > 0:
+ mi_normalized = mi_value / max_mi
+ else:
+ mi_normalized = 0.0
+
+ mi_matrix.iloc[i, j] = mi_normalized
+ mi_matrix.iloc[j, i] = mi_normalized
+
+ results["mutual_info"] = mi_matrix
+
+ # Compute predictor-target mutual information if requested
+ if imputed_variables and method in ["all", "mutual_info"]:
+ log.info(
+ f"Computing mutual information between {len(predictors)} predictors and {len(imputed_variables)} targets"
+ )
+
+ # Initialize predictor-target MI matrix
+ pred_target_mi = pd.DataFrame(
+ index=predictors, columns=imputed_variables, dtype=float
+ )
+
+ # Prepare target variables - encode if categorical
+ targets_encoded = {}
+ target_is_categorical = {}
+
+ for target in imputed_variables:
+ var_type, _ = detector.categorize_variable(
+ data[target], target, log
+ )
+ target_is_categorical[target] = var_type in [
+ "categorical",
+ "numeric_categorical",
+ "bool",
+ ]
+
+ if target_is_categorical[target]:
+ # Encode categorical targets
+ le = LabelEncoder()
+ targets_encoded[target] = le.fit_transform(
+ data[target].astype(str)
+ )
+ else:
+ targets_encoded[target] = data[target].values
+
+ # Compute MI between each predictor and each target
+ for pred in predictors:
+ for target in imputed_variables:
+ # Use encoded predictor values
+ pred_values = data_encoded[pred].values
+ target_values = targets_encoded[target]
+
+ # Compute mutual information
+ mi_value = _compute_mutual_information(
+ pred_values, target_values, target_is_categorical[target]
+ )
+
+ # Optionally normalize by target entropy for comparability
+ target_entropy = _compute_entropy(target_values)
+ if target_entropy > 0:
+ mi_normalized = mi_value / target_entropy
+ else:
+ mi_normalized = 0.0
+
+ pred_target_mi.loc[pred, target] = mi_normalized
+
+ results["predictor_target_mi"] = pred_target_mi
+
+ log.info(f"Predictor-target MI computation complete")
+
+ return results
+
+
+@validate_call(config=VALIDATE_CONFIG)
+def leave_one_out_analysis(
+ data: pd.DataFrame,
+ predictors: List[str],
+ imputed_variables: List[str],
+ model_class: Type[Imputer],
+ weight_col: Optional[Union[str, np.ndarray, pd.Series]] = None,
+ quantiles: List[float] = QUANTILES,
+ train_size: float = TRAIN_SIZE,
+ n_jobs: int = 1,
+ random_state: int = RANDOM_STATE,
+) -> pd.DataFrame:
+ """Evaluate the impact of removing each predictor one at a time.
+
+ This function assesses the importance of each predictor by measuring
+ the performance degradation when that predictor is removed from the model.
+
+ Args:
+ data: DataFrame containing the data.
+ predictors: List of predictor column names.
+ imputed_variables: List of variables to impute.
+ model_class: The Imputer class to use for evaluation (e.g., OLS, QRF, QuantReg).
+ weight_col: Optional column name or array of sampling weights.
+ quantiles: List of quantiles for evaluation (default: [0.1, 0.5, 0.9]).
+ train_size: Proportion of data to use for training (default: 0.8).
+ n_jobs: Number of parallel jobs (-1 for all CPUs).
+ random_state: Random state for reproducibility.
+
+ Returns:
+ DataFrame with columns:
+ - predictor_removed: Name of the predictor that was removed
+ - avg_quantile_loss: Average quantile loss without this predictor
+ - avg_log_loss: Average log loss for categorical variables
+ - loss_increase: Increase in loss compared to baseline
+ - relative_impact: Percentage increase in loss
+
+ Example:
+ >>> from microimpute.models import QRF
+ >>> results = leave_one_out_analysis(
+ ... data, predictors=['age', 'income'],
+ ... imputed_variables=['health_score'],
+ ... model_class=QRF
+ ... )
+ >>> print(results.sort_values('relative_impact', ascending=False))
+ """
+ # Split data
+ train_data, test_data = train_test_split(
+ data, train_size=train_size, random_state=random_state
+ )
+
+ # Compute baseline performance with all predictors
+ log.info("Computing baseline performance with all predictors")
+ baseline_losses = _evaluate_model_performance(
+ train_data=train_data,
+ test_data=test_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ model_class=model_class,
+ weight_col=weight_col,
+ quantiles=quantiles,
+ random_state=random_state,
+ )
+
+ baseline_total = baseline_losses["quantile_loss"] + baseline_losses.get(
+ "log_loss", 0
+ )
+
+ # Function to process each predictor removal
+ def process_predictor(pred):
+ reduced_predictors = [p for p in predictors if p != pred]
+
+ if len(reduced_predictors) == 0:
+ return {
+ "predictor_removed": pred,
+ "avg_quantile_loss": np.nan,
+ "avg_log_loss": np.nan,
+ "loss_increase": np.nan,
+ "relative_impact": np.nan,
+ }
+
+ try:
+ losses = _evaluate_model_performance(
+ train_data=train_data,
+ test_data=test_data,
+ predictors=reduced_predictors,
+ imputed_variables=imputed_variables,
+ model_class=model_class,
+ weight_col=weight_col,
+ quantiles=quantiles,
+ random_state=random_state,
+ )
+
+ total_loss = losses["quantile_loss"] + losses.get("log_loss", 0)
+ loss_increase = total_loss - baseline_total
+
+ return {
+ "predictor_removed": pred,
+ "avg_quantile_loss": losses["quantile_loss"],
+ "avg_log_loss": losses.get("log_loss", 0),
+ "loss_increase": loss_increase,
+ "relative_impact": (
+ (loss_increase / baseline_total * 100)
+ if baseline_total > 0
+ else 0
+ ),
+ }
+
+ except Exception as e:
+ log.warning(
+ f"Failed to evaluate model without predictor {pred}: {e}"
+ )
+ return {
+ "predictor_removed": pred,
+ "avg_quantile_loss": np.nan,
+ "avg_log_loss": np.nan,
+ "loss_increase": np.nan,
+ "relative_impact": np.nan,
+ }
+
+ # Process all predictors
+ if n_jobs == 1:
+ results = [
+ process_predictor(pred)
+ for pred in tqdm(predictors, desc="Leave-one-out analysis")
+ ]
+ else:
+ results = joblib.Parallel(n_jobs=n_jobs)(
+ joblib.delayed(process_predictor)(pred)
+ for pred in tqdm(predictors, desc="Leave-one-out analysis")
+ )
+
+ results_df = pd.DataFrame(results)
+ results_df["baseline_quantile_loss"] = baseline_losses["quantile_loss"]
+ results_df["baseline_log_loss"] = baseline_losses.get("log_loss", 0)
+
+ # Sort by relative impact (most important predictors first)
+ results_df = results_df.sort_values("relative_impact", ascending=False)
+
+ return results_df
+
+
+@validate_call(config=VALIDATE_CONFIG)
+def progressive_predictor_inclusion(
+ data: pd.DataFrame,
+ predictors: List[str],
+ imputed_variables: List[str],
+ model_class: Type[Imputer],
+ weight_col: Optional[Union[str, np.ndarray, pd.Series]] = None,
+ quantiles: Optional[List[float]] = QUANTILES,
+ train_size: Optional[float] = TRAIN_SIZE,
+ max_predictors: Optional[int] = None,
+ random_state: Optional[int] = RANDOM_STATE,
+) -> Dict[str, Any]:
+ """Add predictors one by one to find the optimal subset and ordering.
+
+ This function starts with no predictors and progressively adds the predictor
+ that provides the greatest performance improvement at each step.
+
+ Args:
+ data: DataFrame containing the data.
+ predictors: List of candidate predictor column names.
+ imputed_variables: List of variables to impute.
+ model_class: The Imputer class to use for evaluation (e.g., OLS, QRF, QuantReg).
+ weight_col: Optional column name or array of sampling weights.
+ quantiles: List of quantiles for evaluation.
+ train_size: Proportion of data to use for training.
+ max_predictors: Maximum number of predictors to include (default: all).
+ random_state: Random state for reproducibility.
+
+ Returns:
+ Dictionary containing:
+ - inclusion_order: List of predictors in order of inclusion
+ - performance_curve: List of losses at each inclusion step
+ - predictor_impacts: List of dicts with detailed impact information
+ - optimal_subset: Predictors in the best performing subset
+ - optimal_loss: Loss of the optimal subset
+
+ Example:
+ >>> from microimpute.models import QRF
+ >>> results = progressive_predictor_inclusion(
+ ... data, predictors=['age', 'income', 'education'],
+ ... imputed_variables=['health_score'],
+ ... model_class=QRF
+ ... )
+ >>> print(f"Optimal order: {results['inclusion_order']}")
+ """
+ if max_predictors is None:
+ max_predictors = len(predictors)
+
+ # Split data
+ train_data, test_data = train_test_split(
+ data, train_size=train_size, random_state=random_state
+ )
+
+ results = {
+ "inclusion_order": [],
+ "performance_curve": [],
+ "predictor_impacts": [],
+ "optimal_subset": [],
+ "optimal_loss": float("inf"),
+ }
+
+ remaining_predictors = predictors.copy()
+ selected_predictors = []
+ previous_loss = float("inf")
+ best_overall_loss = float("inf")
+ best_subset = []
+
+ for step in tqdm(
+ range(min(max_predictors, len(predictors))),
+ desc="Progressive inclusion",
+ ):
+
+ best_predictor = None
+ best_step_loss = float("inf")
+ best_losses_detail = {}
+
+ # Try each remaining predictor
+ for pred in remaining_predictors:
+ test_predictors = selected_predictors + [pred]
+
+ try:
+ losses = _evaluate_model_performance(
+ train_data=train_data,
+ test_data=test_data,
+ predictors=test_predictors,
+ imputed_variables=imputed_variables,
+ model_class=model_class,
+ weight_col=weight_col,
+ quantiles=quantiles,
+ random_state=random_state,
+ )
+
+ total_loss = losses["quantile_loss"] + losses.get(
+ "log_loss", 0
+ )
+
+ if total_loss < best_step_loss:
+ best_step_loss = total_loss
+ best_predictor = pred
+ best_losses_detail = losses
+
+ except Exception as e:
+ log.warning(
+ f"Failed to evaluate model with predictors {test_predictors}: {e}"
+ )
+ continue
+
+ # Add the best predictor if found
+ if best_predictor is not None:
+ selected_predictors.append(best_predictor)
+ remaining_predictors.remove(best_predictor)
+
+ improvement = previous_loss - best_step_loss
+
+ results["inclusion_order"].append(best_predictor)
+ results["performance_curve"].append(best_step_loss)
+ results["predictor_impacts"].append(
+ {
+ "predictor": best_predictor,
+ "step": step + 1,
+ "loss_reduction": improvement,
+ "cumulative_loss": best_step_loss,
+ "quantile_loss": best_losses_detail["quantile_loss"],
+ "log_loss": best_losses_detail.get("log_loss", 0),
+ }
+ )
+
+ # Track best overall subset
+ if best_step_loss < best_overall_loss:
+ best_overall_loss = best_step_loss
+ best_subset = selected_predictors.copy()
+
+ previous_loss = best_step_loss
+
+ log.info(
+ f"Step {step + 1}: Added '{best_predictor}', "
+ f"loss = {best_step_loss:.6f} (improvement: {improvement:.6f})"
+ )
+ else:
+ log.warning(f"No valid predictor found at step {step + 1}")
+ break
+
+ results["optimal_subset"] = best_subset
+ results["optimal_loss"] = best_overall_loss
+
+ return results
+
+
+# Helper functions
+
+
+def _compute_mutual_information(
+ x: np.ndarray, y: np.ndarray, y_is_categorical: bool
+) -> float:
+ """Compute mutual information between two variables."""
+ # Remove any rows where either variable is NaN
+ mask = ~(pd.isna(x) | pd.isna(y))
+ x_clean = x[mask]
+ y_clean = y[mask]
+
+ if len(x_clean) == 0:
+ return 0.0
+
+ # Reshape for sklearn
+ x_clean = x_clean.reshape(-1, 1)
+
+ # Use appropriate MI function based on target type
+ if y_is_categorical:
+ mi = mutual_info_classif(x_clean, y_clean, random_state=RANDOM_STATE)[
+ 0
+ ]
+ else:
+ mi = mutual_info_regression(
+ x_clean, y_clean, random_state=RANDOM_STATE
+ )[0]
+
+ return mi
+
+
+def _compute_entropy(x: np.ndarray) -> float:
+ """Compute entropy of a variable."""
+ # Remove NaN values
+ x_clean = x[~pd.isna(x)]
+
+ if len(x_clean) == 0:
+ return 0.0
+
+ # Compute probability distribution
+ _, counts = np.unique(x_clean, return_counts=True)
+ probs = counts / counts.sum()
+
+ # Compute entropy
+ entropy = -np.sum(probs * np.log2(probs + 1e-10))
+
+ return entropy
+
+
+def _evaluate_model_performance(
+ train_data: pd.DataFrame,
+ test_data: pd.DataFrame,
+ predictors: List[str],
+ imputed_variables: List[str],
+ model_class: Type[Imputer],
+ weight_col: Optional[Union[str, np.ndarray, pd.Series]],
+ quantiles: List[float],
+ random_state: int,
+) -> Dict[str, float]:
+ """Train a model and evaluate its performance."""
+ try:
+ # Initialize and fit the model
+ model = model_class()
+ fitted_model = model.fit(
+ X_train=train_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ weight_col=weight_col,
+ )
+
+ # Get predictions
+ predictions = fitted_model.predict(test_data, quantiles)
+
+ # Compute losses
+ losses = _compute_losses_from_predictions(
+ predictions=predictions,
+ true_data=test_data,
+ imputed_variables=imputed_variables,
+ quantiles=quantiles,
+ )
+
+ return losses
+
+ except Exception as e:
+ log.error(f"Model evaluation failed: {e}")
+ raise
+
+
+def _compute_losses_from_predictions(
+ predictions: Dict[float, pd.DataFrame],
+ true_data: pd.DataFrame,
+ imputed_variables: List[str],
+ quantiles: List[float],
+) -> Dict[str, float]:
+ """Compute losses from model predictions."""
+ quantile_losses = []
+ log_losses = []
+
+ for quantile in quantiles:
+ if quantile not in predictions:
+ continue
+
+ for var in imputed_variables:
+ if var not in predictions[quantile].columns:
+ continue
+
+ # Get true and predicted values
+ true_values = true_data[var]
+ pred_values = predictions[quantile][var]
+
+ # Determine appropriate loss metric
+ metric_type = get_metric_for_variable_type(true_values, var)
+
+ # Compute loss (returns tuple of element-wise losses and mean)
+ _, mean_loss = compute_loss(
+ test_y=true_values.values,
+ imputations=pred_values.values,
+ metric=metric_type,
+ q=quantile,
+ )
+
+ if metric_type == "quantile_loss":
+ quantile_losses.append(mean_loss)
+ else: # log_loss for categorical
+ log_losses.append(mean_loss)
+
+ results = {}
+ if quantile_losses:
+ results["quantile_loss"] = np.mean(quantile_losses)
+ else:
+ results["quantile_loss"] = 0.0
+
+ if log_losses:
+ results["log_loss"] = np.mean(log_losses)
+
+ return results
diff --git a/microimpute/visualizations/comparison_plots.py b/microimpute/visualizations/comparison_plots.py
index 1da27e8..46dbeef 100644
--- a/microimpute/visualizations/comparison_plots.py
+++ b/microimpute/visualizations/comparison_plots.py
@@ -308,29 +308,44 @@ def _plot_quantile_loss_comparison(
"""Plot quantile loss comparison across methods."""
try:
- # Filter data for quantile loss only
+ # Filter data for quantile loss only - include only numeric quantiles between 0 and 1
if "Metric" in self.comparison_data.columns:
- melted_df = self.comparison_data[
- (self.comparison_data["Metric"] == "quantile_loss")
- & (
- ~self.comparison_data["Percentile"].isin(
- ["mean_quantile_loss", "mean_log_loss", "log_loss"]
- )
- )
+ # First filter for quantile_loss metric
+ quantile_data = self.comparison_data[
+ self.comparison_data["Metric"] == "quantile_loss"
+ ].copy()
+
+ # Then filter for numeric quantiles only (between 0 and 1)
+ numeric_mask = pd.to_numeric(
+ quantile_data["Percentile"], errors="coerce"
+ ).notna()
+ quantile_data = quantile_data[numeric_mask]
+
+ # Convert to numeric and filter to valid quantile range
+ quantile_data["Percentile"] = pd.to_numeric(
+ quantile_data["Percentile"]
+ )
+ melted_df = quantile_data[
+ (quantile_data["Percentile"] >= 0)
+ & (quantile_data["Percentile"] <= 1)
].copy()
else:
- # Backward compatibility
- melted_df = self.comparison_data[
- (
- ~self.comparison_data["Percentile"].isin(
- [
- "mean_loss",
- "mean_quantile_loss",
- "mean_log_loss",
- "log_loss",
- ]
- )
- )
+ # Backward compatibility - filter for numeric quantiles
+ melted_df = self.comparison_data.copy()
+
+ # Filter for numeric percentiles only
+ numeric_mask = pd.to_numeric(
+ melted_df["Percentile"], errors="coerce"
+ ).notna()
+ melted_df = melted_df[numeric_mask]
+
+ # Convert to numeric and filter to valid quantile range
+ melted_df["Percentile"] = pd.to_numeric(
+ melted_df["Percentile"]
+ )
+ melted_df = melted_df[
+ (melted_df["Percentile"] >= 0)
+ & (melted_df["Percentile"] <= 1)
].copy()
melted_df = melted_df.rename(columns={"Loss": self.metric_name})
@@ -484,21 +499,38 @@ def _plot_combined_metrics(
vertical_spacing=0.15,
)
- # Plot quantile loss
+ # Plot quantile loss - filter for numeric quantiles only
if "Metric" in self.comparison_data.columns:
+ # Filter for quantile_loss metric
ql_df = self.comparison_data[
- (self.comparison_data["Metric"] == "quantile_loss")
- & (
- ~self.comparison_data["Percentile"].isin(
- ["mean_quantile_loss", "mean_log_loss"]
- )
- )
+ self.comparison_data["Metric"] == "quantile_loss"
+ ].copy()
+
+ # Filter for numeric quantiles only (between 0 and 1)
+ numeric_mask = pd.to_numeric(
+ ql_df["Percentile"], errors="coerce"
+ ).notna()
+ ql_df = ql_df[numeric_mask]
+
+ # Convert to numeric and filter to valid quantile range
+ ql_df["Percentile"] = pd.to_numeric(ql_df["Percentile"])
+ ql_df = ql_df[
+ (ql_df["Percentile"] >= 0) & (ql_df["Percentile"] <= 1)
]
else:
- ql_df = self.comparison_data[
- ~self.comparison_data["Percentile"].isin(
- ["mean_loss", "log_loss"]
- )
+ # Backward compatibility
+ ql_df = self.comparison_data.copy()
+
+ # Filter for numeric percentiles only
+ numeric_mask = pd.to_numeric(
+ ql_df["Percentile"], errors="coerce"
+ ).notna()
+ ql_df = ql_df[numeric_mask]
+
+ # Convert to numeric and filter to valid quantile range
+ ql_df["Percentile"] = pd.to_numeric(ql_df["Percentile"])
+ ql_df = ql_df[
+ (ql_df["Percentile"] >= 0) & (ql_df["Percentile"] <= 1)
]
if not ql_df.empty:
diff --git a/paper/imputing-from-scf-to-cps.ipynb b/paper/imputing-from-scf-to-cps.ipynb
index 31add57..9491b78 100644
--- a/paper/imputing-from-scf-to-cps.ipynb
+++ b/paper/imputing-from-scf-to-cps.ipynb
@@ -77,7 +77,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 1/1 [00:01<00:00, 1.06s/it]\n"
+ "100%|██████████| 1/1 [00:01<00:00, 1.85s/it]\n"
]
}
],
@@ -317,7 +317,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "/var/folders/yg/xdp70k_n4qj9ph1_0lm435c00000gp/T/ipykernel_64250/1719285347.py:136: SettingWithCopyWarning: \n",
+ "/var/folders/yg/xdp70k_n4qj9ph1_0lm435c00000gp/T/ipykernel_19823/1719285347.py:136: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
@@ -23500,48517 +23500,48952 @@
"opacity": 0.7,
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- "weights_col = scf_data[\"wgt\"].values\n",
- "weights_normalized = weights_col / weights_col.sum()\n",
- "scf_data_weighted = scf_data.sample(\n",
- " n=len(scf_data),\n",
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- "unweighted_mean = np.mean(scf_log)\n",
- "weighted_mean = np.mean(scf_weighted_log)\n",
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- "fig.add_trace(\n",
- " go.Scatter(\n",
- " x=[unweighted_median, unweighted_median],\n",
- " y=[0, 8],\n",
- " mode=\"lines\",\n",
- " line=dict(color=\"#1f77b4\", width=2, dash=\"dash\"),\n",
- " name=f\"Unweighted Median: ${10**unweighted_median:,.0f}\",\n",
- " )\n",
- ")\n",
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- "fig.add_trace(\n",
- " go.Scatter(\n",
- " x=[weighted_median, weighted_median],\n",
- " y=[0, 8],\n",
- " mode=\"lines\",\n",
- " line=dict(color=\"#ff7f0e\", width=2, dash=\"dash\"),\n",
- " name=f\"Weighted Median: ${10**weighted_median:,.0f}\",\n",
- " )\n",
- ")\n",
- "\n",
- "# Update layout\n",
- "fig.update_layout(\n",
- " title=\"SCF Net Worth Distribution: Weighted vs Unweighted (Log Scale)\",\n",
- " xaxis_title=\"Net Worth (log10 scale)\",\n",
- " yaxis_title=\"Percentage\",\n",
- " height=600,\n",
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- " xanchor=\"left\",\n",
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- "tick_values = [-6, -4, -2, 0, 2, 4, 6, 8, 10]\n",
- "tick_labels = []\n",
- "for x in tick_values:\n",
- " if x >= 0:\n",
- " tick_labels.append(f\"${10**x:,.0f}\")\n",
- " else:\n",
- " tick_labels.append(f\"-${10**abs(x):,.0f}\")\n",
- "\n",
- "fig.update_xaxes(tickvals=tick_values, ticktext=tick_labels)\n",
- "\n",
- "# Add annotations with statistics\n",
- "fig.add_annotation(\n",
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- " y=0.95,\n",
- " xref=\"paper\",\n",
- " yref=\"paper\",\n",
- " text=(\n",
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- " f\"Median: ${10**unweighted_median:,.0f}
\"\n",
- " f\"Mean: ${10**unweighted_mean:,.0f}
\"\n",
- " f\"Weighted:
\"\n",
- " f\"Median: ${10**weighted_median:,.0f}
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- "## Running wealth imputation with autoimpute\n",
- "\n",
- "After harmonizing the two datasets, the `autoimpute` function from `microimpute` can be used to transfer wealth information from the SCF to the CPS. This powerful function streamlines the imputation process by automating hyperparameter tuning, method selection, validation, and application.\n",
- "\n",
- "Behind the scenes, `autoimpute` evaluates multiple statistical approaches, including Quantile Random Forest, Ordinary Least Squares, Quantile Regression, and Statistical Matching. It performs cross-validation to determine which method most accurately captures the relationship between the predictor variables and wealth measures in the SCF data. The function then applies the best-performing method to generate synthetic wealth values for CPS households.\n",
- "\n",
- "By enabling hyperparameter tuning, the function can optimize each method's parameters, further improving imputation accuracy. This automated approach saves considerable time and effort compared to manually testing different imputation strategies, while ensuring the selection of the most appropriate method for this specific imputation task."
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- "source": [
- "from microimpute.visualizations.comparison_plots import method_comparison_results\n",
- "\n",
- "comparison_viz = method_comparison_results(\n",
- " data=autoimpute_results.cv_results,\n",
- " metric_name=\"quantile loss\",\n",
- " data_format=\"wide\",\n",
- ")\n",
- "fig = comparison_viz.plot(\n",
- " title=\"Autoimpute method comparison\",\n",
- " show_mean=True,\n",
- ")\n",
- "fig.show()"
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- "text": [
- "Model: best_method, distribution similarity: \n",
- " Variable Metric Distance\n",
- "0 networth wasserstein_distance 1.589601e+07\n",
- "Model: OLS, distribution similarity: \n",
- " Variable Metric Distance\n",
- "0 networth wasserstein_distance 7.211268e+07\n",
- "Model: QuantReg, distribution similarity: \n",
- " Variable Metric Distance\n",
- "0 networth wasserstein_distance 5.352203e+07\n",
- "Model: Matching, distribution similarity: \n",
- " Variable Metric Distance\n",
- "0 networth wasserstein_distance 1.440297e+07\n"
- ]
- }
- ],
- "source": [
- "from microimpute.comparisons.metrics import compare_distributions\n",
- "\n",
- "for model, imputations in autoimpute_results.imputations.items():\n",
- " print(f\"Model: {model}, distribution similarity: \\n{compare_distributions(\n",
- " donor_data=pd.DataFrame(scf_data[\"networth\"]),\n",
- " receiver_data=pd.DataFrame(imputations[\"networth\"]),\n",
- " imputed_variables=imputed_variables,\n",
- ")}\")"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "62ef14a3",
- "metadata": {},
- "source": [
- "## Evaluating wealth imputations\n",
- "\n",
- "To assess the imputation results, a comparison of the distribution of wealth in the original SCF data with the imputed values in the CPS allows examining how well the imputation preserves important characteristics of the wealth distribution, such as its shape, central tendency, and dispersion.\n",
- "\n",
- "Wealth distributions are typically highly skewed, with a long right tail representing a small number of households with very high net worth. A successful imputation should preserve this characteristic skewness while maintaining realistic values across the entire distribution. Examining both the raw distributions and log-transformed versions of wealth values can better capture important information for evaluation."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 10,
- "id": "ca8d5faf",
- "metadata": {},
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- "source": [
- "def plot_log_transformed_distributions(\n",
- " scf_data: pd.DataFrame,\n",
- " imputed_data: pd.DataFrame,\n",
- " title: Optional[str] = None,\n",
- ") -> go.Figure:\n",
- " \"\"\"Plot the log-transformed distribution of net worth in SCF and imputed CPS data.\"\"\"\n",
- "\n",
- " palette = px.colors.qualitative.Plotly\n",
- " scf_color = \"#1f77b4\" # palette[0]\n",
- " cps_color = \"#9467bd\" # palette[1]\n",
- " scf_median_color = scf_color\n",
- " cps_median_color = cps_color\n",
- " scf_mean_color = scf_color\n",
- " cps_mean_color = cps_color\n",
- "\n",
- " def safe_log(x):\n",
- " sign = np.sign(x)\n",
- " log_x = np.log10(np.maximum(np.abs(x), 1e-10))\n",
- " return sign * log_x\n",
- "\n",
- " scf_log = safe_log(scf_data[\"networth\"])\n",
- " cps_log = safe_log(imputed_data[\"networth\"])\n",
- "\n",
- " scf_log_median, cps_log_median = np.median(scf_log), np.median(cps_log)\n",
- " scf_log_mean, cps_log_mean = np.mean(scf_log), np.mean(cps_log)\n",
- "\n",
- " fig = go.Figure()\n",
- "\n",
- " # histograms\n",
- " fig.add_trace(\n",
- " go.Histogram(\n",
- " x=scf_log,\n",
- " nbinsx=150,\n",
- " opacity=0.7,\n",
- " name=\"SCF (weighted) log net worth\",\n",
- " marker_color=scf_color,\n",
- " )\n",
- " )\n",
- " fig.add_trace(\n",
- " go.Histogram(\n",
- " x=cps_log,\n",
- " nbinsx=150,\n",
- " opacity=0.7,\n",
- " name=\"CPS imputed log net worth\",\n",
- " marker_color=cps_color,\n",
- " )\n",
- " )\n",
- "\n",
- " # medians (dashed)\n",
- " fig.add_trace(\n",
- " go.Scatter(\n",
- " x=[scf_log_median, scf_log_median],\n",
- " y=[0, 20],\n",
- " mode=\"lines\",\n",
- " line=dict(color=scf_median_color, width=2, dash=\"dash\"),\n",
- " name=f\"SCF median: ${10**scf_log_median:,.0f}\",\n",
- " )\n",
- " )\n",
- " fig.add_trace(\n",
- " go.Scatter(\n",
- " x=[cps_log_median, cps_log_median],\n",
- " y=[0, 20],\n",
- " mode=\"lines\",\n",
- " line=dict(color=cps_median_color, width=2, dash=\"dash\"),\n",
- " name=f\"CPS median: ${10**cps_log_median:,.0f}\",\n",
- " )\n",
- " )\n",
- "\n",
- " # means (dotted)\n",
- " fig.add_trace(\n",
- " go.Scatter(\n",
- " x=[scf_log_mean, scf_log_mean],\n",
- " y=[0, 20],\n",
- " mode=\"lines\",\n",
- " line=dict(color=scf_mean_color, width=2, dash=\"dot\"),\n",
- " name=f\"SCF mean: ${10**scf_log_mean:,.0f}\",\n",
- " )\n",
- " )\n",
- " fig.add_trace(\n",
- " go.Scatter(\n",
- " x=[cps_log_mean, cps_log_mean],\n",
- " y=[0, 20],\n",
- " mode=\"lines\",\n",
- " line=dict(color=cps_mean_color, width=2, dash=\"dot\"),\n",
- " name=f\"CPS mean: ${10**cps_log_mean:,.0f}\",\n",
- " )\n",
- " )\n",
- "\n",
- " # layout\n",
- " fig.update_layout(\n",
- " title=(\n",
- " title\n",
- " if title\n",
- " else \"Log-transformed net worth distribution comparison\"\n",
- " ),\n",
- " xaxis_title=\"Net worth\",\n",
- " yaxis_title=\"Frequency\",\n",
- " height=PLOT_CONFIG[\"height\"],\n",
- " width=PLOT_CONFIG[\"width\"],\n",
- " barmode=\"overlay\",\n",
- " bargap=0.1,\n",
- " paper_bgcolor=\"#F0F0F0\",\n",
- " plot_bgcolor=\"#F0F0F0\",\n",
- " legend=dict(\n",
- " x=0.01,\n",
- " y=0.99,\n",
- " bgcolor=\"rgba(255,255,255,0.8)\",\n",
- " bordercolor=\"rgba(0,0,0,0.3)\",\n",
- " borderwidth=1,\n",
- " orientation=\"v\",\n",
- " xanchor=\"left\",\n",
- " yanchor=\"top\",\n",
- " ),\n",
- " )\n",
- "\n",
- " # custom ticks\n",
- " tick_values = [-6, -4, -2, 0, 2, 4, 6, 8]\n",
- " tick_labels = [\n",
- " \"$\" + format(10**x if x >= 0 else -(10 ** abs(x)), \",.0f\")\n",
- " for x in tick_values\n",
- " ]\n",
- " fig.update_xaxes(\n",
- " showgrid=False,\n",
- " zeroline=False,\n",
- " tickvals=tick_values,\n",
- " ticktext=tick_labels,\n",
- " )\n",
- " fig.update_yaxes(showgrid=False, zeroline=False)\n",
- "\n",
- " return fig"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "id": "7f501fd2",
- "metadata": {},
- "outputs": [
- {
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+ "weights_col = scf_data[\"wgt\"].values\n",
+ "weights_normalized = weights_col / weights_col.sum()\n",
+ "scf_data_weighted = scf_data.sample(\n",
+ " n=len(scf_data),\n",
+ " replace=True,\n",
+ " weights=weights_normalized,\n",
+ ").reset_index(drop=True)\n",
+ "\n",
+ "\n",
+ "# Create a combined plot comparing weighted and unweighted SCF distributions\n",
+ "def safe_log10(x):\n",
+ " \"\"\"Apply log10 to absolute values, preserving sign.\"\"\"\n",
+ " sign = np.sign(x)\n",
+ " log_x = np.log10(np.maximum(np.abs(x), 1e-10))\n",
+ " return sign * log_x\n",
+ "\n",
+ "\n",
+ "# Apply safe log transformation to both datasets\n",
+ "scf_log = safe_log10(scf_data[\"networth\"])\n",
+ "scf_weighted_log = safe_log10(scf_data_weighted[\"networth\"])\n",
+ "\n",
+ "# Create the figure\n",
+ "fig = go.Figure()\n",
+ "\n",
+ "# Add unweighted SCF histogram\n",
+ "fig.add_trace(\n",
+ " go.Histogram(\n",
+ " x=scf_log,\n",
+ " nbinsx=150,\n",
+ " opacity=0.7,\n",
+ " name=\"SCF Unweighted\",\n",
+ " marker_color=\"#1f77b4\",\n",
+ " histnorm=\"percent\", # Normalize to percentages for better comparison\n",
+ " )\n",
+ ")\n",
+ "\n",
+ "# Add weighted SCF histogram\n",
+ "fig.add_trace(\n",
+ " go.Histogram(\n",
+ " x=scf_weighted_log,\n",
+ " nbinsx=150,\n",
+ " opacity=0.7,\n",
+ " name=\"SCF Weighted (through sampling)\",\n",
+ " marker_color=\"#ff7f0e\",\n",
+ " histnorm=\"percent\", # Normalize to percentages for better comparison\n",
+ " )\n",
+ ")\n",
+ "\n",
+ "# Calculate statistics for both distributions\n",
+ "unweighted_median = np.median(scf_log)\n",
+ "weighted_median = np.median(scf_weighted_log)\n",
+ "unweighted_mean = np.mean(scf_log)\n",
+ "weighted_mean = np.mean(scf_weighted_log)\n",
+ "\n",
+ "# Add median lines\n",
+ "fig.add_trace(\n",
+ " go.Scatter(\n",
+ " x=[unweighted_median, unweighted_median],\n",
+ " y=[0, 8],\n",
+ " mode=\"lines\",\n",
+ " line=dict(color=\"#1f77b4\", width=2, dash=\"dash\"),\n",
+ " name=f\"Unweighted Median: ${10**unweighted_median:,.0f}\",\n",
+ " )\n",
+ ")\n",
+ "\n",
+ "fig.add_trace(\n",
+ " go.Scatter(\n",
+ " x=[weighted_median, weighted_median],\n",
+ " y=[0, 8],\n",
+ " mode=\"lines\",\n",
+ " line=dict(color=\"#ff7f0e\", width=2, dash=\"dash\"),\n",
+ " name=f\"Weighted Median: ${10**weighted_median:,.0f}\",\n",
+ " )\n",
+ ")\n",
+ "\n",
+ "# Update layout\n",
+ "fig.update_layout(\n",
+ " title=\"SCF Net Worth Distribution: Weighted vs Unweighted (Log Scale)\",\n",
+ " xaxis_title=\"Net Worth (log10 scale)\",\n",
+ " yaxis_title=\"Percentage\",\n",
+ " height=600,\n",
+ " width=900,\n",
+ " barmode=\"overlay\",\n",
+ " bargap=0.1,\n",
+ " paper_bgcolor=\"#F0F0F0\",\n",
+ " plot_bgcolor=\"#F0F0F0\",\n",
+ " legend=dict(\n",
+ " x=0.01,\n",
+ " y=0.99,\n",
+ " bgcolor=\"rgba(255,255,255,0.8)\",\n",
+ " bordercolor=\"rgba(0,0,0,0.3)\",\n",
+ " borderwidth=1,\n",
+ " orientation=\"v\",\n",
+ " xanchor=\"left\",\n",
+ " yanchor=\"top\",\n",
+ " ),\n",
+ ")\n",
+ "\n",
+ "# Custom tick formatting for x-axis\n",
+ "tick_values = [-6, -4, -2, 0, 2, 4, 6, 8, 10]\n",
+ "tick_labels = []\n",
+ "for x in tick_values:\n",
+ " if x >= 0:\n",
+ " tick_labels.append(f\"${10**x:,.0f}\")\n",
+ " else:\n",
+ " tick_labels.append(f\"-${10**abs(x):,.0f}\")\n",
+ "\n",
+ "fig.update_xaxes(tickvals=tick_values, ticktext=tick_labels)\n",
+ "\n",
+ "# Add annotations with statistics\n",
+ "fig.add_annotation(\n",
+ " x=0.98,\n",
+ " y=0.95,\n",
+ " xref=\"paper\",\n",
+ " yref=\"paper\",\n",
+ " text=(\n",
+ " f\"Unweighted:
\"\n",
+ " f\"Median: ${10**unweighted_median:,.0f}
\"\n",
+ " f\"Mean: ${10**unweighted_mean:,.0f}
\"\n",
+ " f\"Weighted:
\"\n",
+ " f\"Median: ${10**weighted_median:,.0f}
\"\n",
+ " f\"Mean: ${10**weighted_mean:,.0f}\"\n",
+ " ),\n",
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+ " borderwidth=1,\n",
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+ " xanchor=\"right\",\n",
+ " yanchor=\"top\",\n",
+ ")\n",
+ "\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f9c19660",
+ "metadata": {},
+ "source": [
+ "## Running wealth imputation with autoimpute\n",
+ "\n",
+ "After harmonizing the two datasets, the `autoimpute` function from `microimpute` can be used to transfer wealth information from the SCF to the CPS. This powerful function streamlines the imputation process by automating hyperparameter tuning, method selection, validation, and application.\n",
+ "\n",
+ "Behind the scenes, `autoimpute` evaluates multiple statistical approaches, including Quantile Random Forest, Ordinary Least Squares, Quantile Regression, and Statistical Matching. It performs cross-validation to determine which method most accurately captures the relationship between the predictor variables and wealth measures in the SCF data. The function then applies the best-performing method to generate synthetic wealth values for CPS households.\n",
+ "\n",
+ "By enabling hyperparameter tuning, the function can optimize each method's parameters, further improving imputation accuracy. This automated approach saves considerable time and effort compared to manually testing different imputation strategies, while ensuring the selection of the most appropriate method for this specific imputation task."
+ ]
+ },
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Test Quantile loss=%{y}",
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+ "yaxis": {
+ "automargin": true,
+ "gridcolor": "white",
+ "linecolor": "white",
+ "ticks": "",
+ "title": {
+ "standoff": 15
+ },
+ "zerolinecolor": "white",
+ "zerolinewidth": 2
+ }
+ }
+ },
+ "title": {
+ "font": {
+ "size": 14
+ },
+ "text": "Autoimpute method comparison"
+ },
+ "width": 750,
+ "xaxis": {
+ "anchor": "y",
+ "domain": [
+ 0,
+ 1
+ ],
+ "showgrid": false,
+ "title": {
+ "font": {
+ "size": 12
+ },
+ "text": "Quantiles"
+ },
+ "zeroline": false
+ },
+ "yaxis": {
+ "anchor": "x",
+ "domain": [
+ 0,
+ 1
+ ],
+ "showgrid": false,
+ "title": {
+ "font": {
+ "size": 12
+ },
+ "text": "Test Quantile loss"
+ },
+ "zeroline": false
+ }
+ }
+ }
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from microimpute.visualizations.comparison_plots import method_comparison_results\n",
+ "\n",
+ "comparison_viz = method_comparison_results(\n",
+ " data=autoimpute_results.cv_results,\n",
+ " metric_name=\"quantile loss\",\n",
+ " data_format=\"wide\",\n",
+ ")\n",
+ "fig = comparison_viz.plot(\n",
+ " title=\"Autoimpute method comparison\",\n",
+ " show_mean=True,\n",
+ ")\n",
+ "fig.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7e92e41c",
+ "metadata": {},
+ "source": [
+ "## Evaluating predictors' influence on the imputation results\n",
+ "\n",
+ "To understand the relationship between the variables we have selected as predictors and the imputation results obtained, we can assess correlation between predictors, and the sensitivity that our results demonstrate to a different number or sequence of predictors used."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8ee36de3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from microimpute.evaluations.predictor_analysis import compute_predictor_correlations\n",
+ "\n",
+ "correlations = compute_predictor_correlations(scf_data, predictors, imputed_variables)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "7a6a13b6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " is_female | \n",
+ " age | \n",
+ " race | \n",
+ " employment_income | \n",
+ " interest_dividend_income | \n",
+ " pension_income | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | is_female | \n",
+ " 1.000000 | \n",
+ " -0.018881 | \n",
+ " 0.057994 | \n",
+ " -0.085917 | \n",
+ " -0.037146 | \n",
+ " -0.055694 | \n",
+ "
\n",
+ " \n",
+ " | age | \n",
+ " -0.018881 | \n",
+ " 1.000000 | \n",
+ " -0.204776 | \n",
+ " 0.018204 | \n",
+ " 0.093807 | \n",
+ " 0.283672 | \n",
+ "
\n",
+ " \n",
+ " | race | \n",
+ " 0.057994 | \n",
+ " -0.204776 | \n",
+ " 1.000000 | \n",
+ " -0.046325 | \n",
+ " -0.036117 | \n",
+ " -0.111804 | \n",
+ "
\n",
+ " \n",
+ " | employment_income | \n",
+ " -0.085917 | \n",
+ " 0.018204 | \n",
+ " -0.046325 | \n",
+ " 1.000000 | \n",
+ " 0.056797 | \n",
+ " 0.040700 | \n",
+ "
\n",
+ " \n",
+ " | interest_dividend_income | \n",
+ " -0.037146 | \n",
+ " 0.093807 | \n",
+ " -0.036117 | \n",
+ " 0.056797 | \n",
+ " 1.000000 | \n",
+ " 0.121772 | \n",
+ "
\n",
+ " \n",
+ " | pension_income | \n",
+ " -0.055694 | \n",
+ " 0.283672 | \n",
+ " -0.111804 | \n",
+ " 0.040700 | \n",
+ " 0.121772 | \n",
+ " 1.000000 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " networth | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | is_female | \n",
+ " 0.014095 | \n",
+ "
\n",
+ " \n",
+ " | age | \n",
+ " 0.119553 | \n",
+ "
\n",
+ " \n",
+ " | race | \n",
+ " 0.027996 | \n",
+ "
\n",
+ " \n",
+ " | employment_income | \n",
+ " 0.121915 | \n",
+ "
\n",
+ " \n",
+ " | interest_dividend_income | \n",
+ " 0.085286 | \n",
+ "
\n",
+ " \n",
+ " | pension_income | \n",
+ " 0.059902 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " predictor_removed | \n",
+ " avg_quantile_loss | \n",
+ " avg_log_loss | \n",
+ " loss_increase | \n",
+ " relative_impact | \n",
+ " baseline_quantile_loss | \n",
+ " baseline_log_loss | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 4 | \n",
+ " interest_dividend_income | \n",
+ " 3.413499e+06 | \n",
+ " 0 | \n",
+ " 1.865978e+06 | \n",
+ " 120.578572 | \n",
+ " 1.547521e+06 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " employment_income | \n",
+ " 2.073023e+06 | \n",
+ " 0 | \n",
+ " 5.255021e+05 | \n",
+ " 33.957678 | \n",
+ " 1.547521e+06 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " age | \n",
+ " 2.051171e+06 | \n",
+ " 0 | \n",
+ " 5.036499e+05 | \n",
+ " 32.545597 | \n",
+ " 1.547521e+06 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 5 | \n",
+ " pension_income | \n",
+ " 1.724660e+06 | \n",
+ " 0 | \n",
+ " 1.771395e+05 | \n",
+ " 11.446667 | \n",
+ " 1.547521e+06 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " race | \n",
+ " 1.586420e+06 | \n",
+ " 0 | \n",
+ " 3.889930e+04 | \n",
+ " 2.513653 | \n",
+ " 1.547521e+06 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ " | 0 | \n",
+ " is_female | \n",
+ " 1.579172e+06 | \n",
+ " 0 | \n",
+ " 3.165105e+04 | \n",
+ " 2.045275 | \n",
+ " 1.547521e+06 | \n",
+ " 0 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ ""
+ ],
+ "text/plain": [
+ " predictor_removed avg_quantile_loss avg_log_loss loss_increase \\\n",
+ "4 interest_dividend_income 3.413499e+06 0 1.865978e+06 \n",
+ "3 employment_income 2.073023e+06 0 5.255021e+05 \n",
+ "1 age 2.051171e+06 0 5.036499e+05 \n",
+ "5 pension_income 1.724660e+06 0 1.771395e+05 \n",
+ "2 race 1.586420e+06 0 3.889930e+04 \n",
+ "0 is_female 1.579172e+06 0 3.165105e+04 \n",
+ "\n",
+ " relative_impact baseline_quantile_loss baseline_log_loss \n",
+ "4 120.578572 1.547521e+06 0 \n",
+ "3 33.957678 1.547521e+06 0 \n",
+ "1 32.545597 1.547521e+06 0 \n",
+ "5 11.446667 1.547521e+06 0 \n",
+ "2 2.513653 1.547521e+06 0 \n",
+ "0 2.045275 1.547521e+06 0 "
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "leave_one_out_results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "3581c6a8",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Inclusion order: ['interest_dividend_income', 'age', 'employment_income', 'pension_income', 'race', 'is_female']\n",
+ "Predictor: interest_dividend_income \n",
+ "Loss reduction: inf\n",
+ "Predictor: age \n",
+ "Loss reduction: 2060406.080826412\n",
+ "Predictor: employment_income \n",
+ "Loss reduction: 805506.5277186302\n",
+ "Predictor: pension_income \n",
+ "Loss reduction: 179712.68249378656\n",
+ "Predictor: race \n",
+ "Loss reduction: 32655.528693717206\n",
+ "Predictor: is_female \n",
+ "Loss reduction: 29449.27407725784\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(f\"Inclusion order: {predictor_inclusion_results['inclusion_order']}\")\n",
+ "for element in predictor_inclusion_results[\"predictor_impacts\"]:\n",
+ " print(f\"Predictor: {element['predictor']} \\nLoss reduction: {element['loss_reduction']}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "62ef14a3",
+ "metadata": {},
+ "source": [
+ "## Evaluating wealth imputations\n",
+ "\n",
+ "To assess the imputation results, a comparison of the distribution of wealth in the original SCF data with the imputed values in the CPS allows examining how well the imputation preserves important characteristics of the wealth distribution, such as its shape, central tendency, and dispersion.\n",
+ "\n",
+ "Wealth distributions are typically highly skewed, with a long right tail representing a small number of households with very high net worth. A successful imputation should preserve this characteristic skewness while maintaining realistic values across the entire distribution. Examining both the raw distributions and log-transformed versions of wealth values can better capture important information for evaluation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "db073e13",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Model: best_method, distribution similarity: \n",
+ " Variable Metric Distance\n",
+ "0 networth wasserstein_distance 1.589601e+07\n",
+ "Model: OLS, distribution similarity: \n",
+ " Variable Metric Distance\n",
+ "0 networth wasserstein_distance 7.211268e+07\n",
+ "Model: QuantReg, distribution similarity: \n",
+ " Variable Metric Distance\n",
+ "0 networth wasserstein_distance 5.352203e+07\n",
+ "Model: Matching, distribution similarity: \n",
+ " Variable Metric Distance\n",
+ "0 networth wasserstein_distance 1.440218e+07\n"
+ ]
+ }
+ ],
+ "source": [
+ "from microimpute.comparisons.metrics import compare_distributions\n",
+ "\n",
+ "for model, imputations in autoimpute_results.imputations.items():\n",
+ " print(f\"Model: {model}, distribution similarity: \\n{compare_distributions(\n",
+ " donor_data=pd.DataFrame(scf_data[\"networth\"]),\n",
+ " receiver_data=pd.DataFrame(imputations[\"networth\"]),\n",
+ " imputed_variables=imputed_variables,\n",
+ ")}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "ca8d5faf",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def plot_log_transformed_distributions(\n",
+ " scf_data: pd.DataFrame,\n",
+ " imputed_data: pd.DataFrame,\n",
+ " title: Optional[str] = None,\n",
+ ") -> go.Figure:\n",
+ " \"\"\"Plot the log-transformed distribution of net worth in SCF and imputed CPS data.\"\"\"\n",
+ "\n",
+ " palette = px.colors.qualitative.Plotly\n",
+ " scf_color = \"#1f77b4\" # palette[0]\n",
+ " cps_color = \"#9467bd\" # palette[1]\n",
+ " scf_median_color = scf_color\n",
+ " cps_median_color = cps_color\n",
+ " scf_mean_color = scf_color\n",
+ " cps_mean_color = cps_color\n",
+ "\n",
+ " def safe_log(x):\n",
+ " sign = np.sign(x)\n",
+ " log_x = np.log10(np.maximum(np.abs(x), 1e-10))\n",
+ " return sign * log_x\n",
+ "\n",
+ " scf_log = safe_log(scf_data[\"networth\"])\n",
+ " cps_log = safe_log(imputed_data[\"networth\"])\n",
+ "\n",
+ " scf_log_median, cps_log_median = np.median(scf_log), np.median(cps_log)\n",
+ " scf_log_mean, cps_log_mean = np.mean(scf_log), np.mean(cps_log)\n",
+ "\n",
+ " fig = go.Figure()\n",
+ "\n",
+ " # histograms\n",
+ " fig.add_trace(\n",
+ " go.Histogram(\n",
+ " x=scf_log,\n",
+ " nbinsx=150,\n",
+ " opacity=0.7,\n",
+ " name=\"SCF (weighted) log net worth\",\n",
+ " marker_color=scf_color,\n",
+ " )\n",
+ " )\n",
+ " fig.add_trace(\n",
+ " go.Histogram(\n",
+ " x=cps_log,\n",
+ " nbinsx=150,\n",
+ " opacity=0.7,\n",
+ " name=\"CPS imputed log net worth\",\n",
+ " marker_color=cps_color,\n",
+ " )\n",
+ " )\n",
+ "\n",
+ " # medians (dashed)\n",
+ " fig.add_trace(\n",
+ " go.Scatter(\n",
+ " x=[scf_log_median, scf_log_median],\n",
+ " y=[0, 20],\n",
+ " mode=\"lines\",\n",
+ " line=dict(color=scf_median_color, width=2, dash=\"dash\"),\n",
+ " name=f\"SCF median: ${10**scf_log_median:,.0f}\",\n",
+ " )\n",
+ " )\n",
+ " fig.add_trace(\n",
+ " go.Scatter(\n",
+ " x=[cps_log_median, cps_log_median],\n",
+ " y=[0, 20],\n",
+ " mode=\"lines\",\n",
+ " line=dict(color=cps_median_color, width=2, dash=\"dash\"),\n",
+ " name=f\"CPS median: ${10**cps_log_median:,.0f}\",\n",
+ " )\n",
+ " )\n",
+ "\n",
+ " # means (dotted)\n",
+ " fig.add_trace(\n",
+ " go.Scatter(\n",
+ " x=[scf_log_mean, scf_log_mean],\n",
+ " y=[0, 20],\n",
+ " mode=\"lines\",\n",
+ " line=dict(color=scf_mean_color, width=2, dash=\"dot\"),\n",
+ " name=f\"SCF mean: ${10**scf_log_mean:,.0f}\",\n",
+ " )\n",
+ " )\n",
+ " fig.add_trace(\n",
+ " go.Scatter(\n",
+ " x=[cps_log_mean, cps_log_mean],\n",
+ " y=[0, 20],\n",
+ " mode=\"lines\",\n",
+ " line=dict(color=cps_mean_color, width=2, dash=\"dot\"),\n",
+ " name=f\"CPS mean: ${10**cps_log_mean:,.0f}\",\n",
+ " )\n",
+ " )\n",
+ "\n",
+ " # layout\n",
+ " fig.update_layout(\n",
+ " title=(\n",
+ " title\n",
+ " if title\n",
+ " else \"Log-transformed net worth distribution comparison\"\n",
+ " ),\n",
+ " xaxis_title=\"Net worth\",\n",
+ " yaxis_title=\"Frequency\",\n",
+ " height=PLOT_CONFIG[\"height\"],\n",
+ " width=PLOT_CONFIG[\"width\"],\n",
+ " barmode=\"overlay\",\n",
+ " bargap=0.1,\n",
+ " paper_bgcolor=\"#F0F0F0\",\n",
+ " plot_bgcolor=\"#F0F0F0\",\n",
+ " legend=dict(\n",
+ " x=0.01,\n",
+ " y=0.99,\n",
+ " bgcolor=\"rgba(255,255,255,0.8)\",\n",
+ " bordercolor=\"rgba(0,0,0,0.3)\",\n",
+ " borderwidth=1,\n",
+ " orientation=\"v\",\n",
+ " xanchor=\"left\",\n",
+ " yanchor=\"top\",\n",
+ " ),\n",
+ " )\n",
+ "\n",
+ " # custom ticks\n",
+ " tick_values = [-6, -4, -2, 0, 2, 4, 6, 8]\n",
+ " tick_labels = [\n",
+ " \"$\" + format(10**x if x >= 0 else -(10 ** abs(x)), \",.0f\")\n",
+ " for x in tick_values\n",
+ " ]\n",
+ " fig.update_xaxes(\n",
+ " showgrid=False,\n",
+ " zeroline=False,\n",
+ " tickvals=tick_values,\n",
+ " ticktext=tick_labels,\n",
+ " )\n",
+ " fig.update_yaxes(showgrid=False, zeroline=False)\n",
+ "\n",
+ " return fig"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "7f501fd2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.plotly.v1+json": {
+ "config": {
+ "plotlyServerURL": "https://plot.ly"
+ },
+ "data": [
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+ "marker": {
+ "color": "#1f77b4"
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{
@@ -92686,11 +93121,11 @@
"width": 2
},
"mode": "lines",
- "name": "SCF median: $194,590",
+ "name": "SCF median: $195,300",
"type": "scatter",
"x": [
- 5.289120518067948,
- 5.289120518067948
+ 5.290702243287854,
+ 5.290702243287854
],
"y": [
0,
@@ -92722,11 +93157,11 @@
"width": 2
},
"mode": "lines",
- "name": "SCF mean: $31,132",
+ "name": "SCF mean: $31,264",
"type": "scatter",
"x": [
- 4.493203429324508,
- 4.493203429324508
+ 4.4950508348492475,
+ 4.4950508348492475
],
"y": [
0,
@@ -93661,7 +94096,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 17,
"id": "d0194bd2",
"metadata": {},
"outputs": [
@@ -93672,7 +94107,7 @@
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
- "Cell \u001b[0;32mIn[12], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m donor_data \u001b[38;5;241m=\u001b[39m scf_data[predictors \u001b[38;5;241m+\u001b[39m imputed_variables \u001b[38;5;241m+\u001b[39m weights]\n\u001b[1;32m 2\u001b[0m receiver_data \u001b[38;5;241m=\u001b[39m cps_data[predictors \u001b[38;5;241m+\u001b[39m household_weights]\n\u001b[0;32m----> 4\u001b[0m donor_data, dummy_info, normalizing_params \u001b[38;5;241m=\u001b[39m preprocess_data(\n\u001b[1;32m 5\u001b[0m donor_data[predictors \u001b[38;5;241m+\u001b[39m imputed_variables], normalize\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, full_data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 6\u001b[0m )\n\u001b[1;32m 7\u001b[0m donor_data[weights[\u001b[38;5;241m0\u001b[39m]] \u001b[38;5;241m=\u001b[39m scf_data[weights[\u001b[38;5;241m0\u001b[39m]]\n\u001b[1;32m 8\u001b[0m receiver_data, dummy_info_cps, _ \u001b[38;5;241m=\u001b[39m preprocess_data(\n\u001b[1;32m 9\u001b[0m receiver_data[predictors], normalize\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, full_data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 10\u001b[0m )\n",
+ "Cell \u001b[0;32mIn[17], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m donor_data \u001b[38;5;241m=\u001b[39m scf_data[predictors \u001b[38;5;241m+\u001b[39m imputed_variables \u001b[38;5;241m+\u001b[39m weights]\n\u001b[1;32m 2\u001b[0m receiver_data \u001b[38;5;241m=\u001b[39m cps_data[predictors \u001b[38;5;241m+\u001b[39m household_weights]\n\u001b[0;32m----> 4\u001b[0m donor_data, dummy_info, normalizing_params \u001b[38;5;241m=\u001b[39m preprocess_data(\n\u001b[1;32m 5\u001b[0m donor_data[predictors \u001b[38;5;241m+\u001b[39m imputed_variables], normalize\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, full_data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 6\u001b[0m )\n\u001b[1;32m 7\u001b[0m donor_data[weights[\u001b[38;5;241m0\u001b[39m]] \u001b[38;5;241m=\u001b[39m scf_data[weights[\u001b[38;5;241m0\u001b[39m]]\n\u001b[1;32m 8\u001b[0m receiver_data, dummy_info_cps, _ \u001b[38;5;241m=\u001b[39m preprocess_data(\n\u001b[1;32m 9\u001b[0m receiver_data[predictors], normalize\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, full_data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[1;32m 10\u001b[0m )\n",
"\u001b[0;31mValueError\u001b[0m: not enough values to unpack (expected 3, got 2)"
]
}
diff --git a/tests/test_predictor_analysis.py b/tests/test_predictor_analysis.py
new file mode 100644
index 0000000..7b813e3
--- /dev/null
+++ b/tests/test_predictor_analysis.py
@@ -0,0 +1,578 @@
+"""Comprehensive tests for predictor analysis functions.
+
+This module tests all functions in the predictor_analysis module including:
+- compute_predictor_correlations
+- leave_one_out_analysis
+- progressive_predictor_inclusion
+"""
+
+import numpy as np
+import pandas as pd
+import pytest
+from sklearn.datasets import make_classification, make_regression
+
+from microimpute.evaluations.predictor_analysis import (
+ compute_predictor_correlations,
+ leave_one_out_analysis,
+ progressive_predictor_inclusion,
+)
+from microimpute.models import OLS, QRF, QuantReg
+
+
+@pytest.fixture
+def sample_regression_data():
+ """Create sample regression data for testing."""
+ np.random.seed(42)
+ n_samples = 200
+
+ # Create correlated features
+ X, y = make_regression(
+ n_samples=n_samples,
+ n_features=5,
+ n_informative=3,
+ noise=10,
+ random_state=42,
+ )
+
+ # Create DataFrame with meaningful names
+ feature_names = [
+ "feature_1",
+ "feature_2",
+ "feature_3",
+ "feature_4",
+ "feature_5",
+ ]
+ df = pd.DataFrame(X, columns=feature_names)
+
+ # Add target variable
+ df["target"] = y
+
+ # Add a categorical predictor
+ df["category"] = np.random.choice(["A", "B", "C"], size=n_samples)
+
+ # Add a binary predictor
+ df["binary"] = np.random.choice([0, 1], size=n_samples)
+
+ return df
+
+
+@pytest.fixture
+def sample_mixed_data():
+ """Create sample data with mixed variable types."""
+ np.random.seed(42)
+ n_samples = 200
+
+ data = pd.DataFrame(
+ {
+ "numeric_1": np.random.randn(n_samples),
+ "numeric_2": np.random.randn(n_samples) * 2 + 5,
+ "numeric_3": np.random.exponential(2, n_samples),
+ "categorical_1": np.random.choice(
+ ["cat_A", "cat_B", "cat_C"], n_samples
+ ),
+ "categorical_2": np.random.choice(["X", "Y", "Z", "W"], n_samples),
+ "binary_1": np.random.choice([True, False], n_samples),
+ "binary_2": np.random.choice([0, 1], n_samples),
+ "target_numeric": np.random.randn(n_samples) * 3,
+ "target_categorical": np.random.choice(
+ ["class_1", "class_2"], n_samples
+ ),
+ }
+ )
+
+ # Create some correlation
+ data["numeric_2"] = (
+ data["numeric_1"] * 0.7 + np.random.randn(n_samples) * 0.5
+ )
+ data["target_numeric"] = (
+ data["numeric_1"] * 0.5
+ + data["numeric_2"] * 0.3
+ + (data["binary_1"].astype(int) * 2)
+ + np.random.randn(n_samples)
+ )
+
+ return data
+
+
+class TestComputePredictorCorrelations:
+ """Test suite for compute_predictor_correlations function."""
+
+ def test_basic_correlation_computation(self, sample_regression_data):
+ """Test basic correlation computation with numeric predictors."""
+ predictors = [
+ "feature_1",
+ "feature_2",
+ "feature_3",
+ "feature_4",
+ "feature_5",
+ ]
+
+ # Test all methods
+ results = compute_predictor_correlations(
+ data=sample_regression_data, predictors=predictors, method="all"
+ )
+
+ # Check that all correlation types are returned
+ assert "pearson" in results
+ assert "spearman" in results
+ assert "mutual_info" in results
+
+ # Check dimensions
+ for corr_type in ["pearson", "spearman", "mutual_info"]:
+ assert results[corr_type].shape == (5, 5)
+ assert list(results[corr_type].columns) == predictors
+ assert list(results[corr_type].index) == predictors
+
+ # Check diagonal is 1 for all correlation matrices
+ for corr_type in results:
+ np.testing.assert_array_almost_equal(
+ np.diag(results[corr_type].values), np.ones(5)
+ )
+
+ def test_mixed_type_correlations(self, sample_mixed_data):
+ """Test correlation computation with mixed variable types."""
+ predictors = ["numeric_1", "numeric_2", "categorical_1", "binary_1"]
+
+ results = compute_predictor_correlations(
+ data=sample_mixed_data, predictors=predictors, method="all"
+ )
+
+ # Check that correlations were computed for mixed types
+ assert results["pearson"].notna().all().all()
+ assert results["spearman"].notna().all().all()
+ assert results["mutual_info"].notna().all().all()
+
+ # Check strong correlation between numeric_1 and numeric_2
+ pearson_corr = results["pearson"].loc["numeric_1", "numeric_2"]
+ assert pearson_corr > 0.6 # Should be strong positive correlation
+
+ def test_single_method_computation(self, sample_regression_data):
+ """Test computing only specific correlation types."""
+ predictors = ["feature_1", "feature_2", "feature_3"]
+
+ # Test Pearson only
+ results_pearson = compute_predictor_correlations(
+ data=sample_regression_data,
+ predictors=predictors,
+ method="pearson",
+ )
+ assert len(results_pearson) == 1
+ assert "pearson" in results_pearson
+
+ # Test Spearman only
+ results_spearman = compute_predictor_correlations(
+ data=sample_regression_data,
+ predictors=predictors,
+ method="spearman",
+ )
+ assert len(results_spearman) == 1
+ assert "spearman" in results_spearman
+
+ # Test Mutual Information only
+ results_mi = compute_predictor_correlations(
+ data=sample_regression_data,
+ predictors=predictors,
+ method="mutual_info",
+ )
+ assert len(results_mi) == 1
+ assert "mutual_info" in results_mi
+
+ def test_missing_predictors_error(self, sample_regression_data):
+ """Test that error is raised for missing predictors."""
+ with pytest.raises(ValueError, match="Predictors not found"):
+ compute_predictor_correlations(
+ data=sample_regression_data,
+ predictors=["nonexistent_column"],
+ method="all",
+ )
+
+ def test_invalid_method_error(self, sample_regression_data):
+ """Test that error is raised for invalid method."""
+ with pytest.raises(ValueError, match="Invalid method"):
+ compute_predictor_correlations(
+ data=sample_regression_data,
+ predictors=["feature_1", "feature_2"],
+ method="invalid_method",
+ )
+
+ def test_predictor_target_mutual_information(self, sample_mixed_data):
+ """Test computation of predictor-target mutual information."""
+ predictors = ["numeric_1", "numeric_2", "binary_1", "categorical_1"]
+ imputed_variables = ["target_numeric", "target_categorical"]
+
+ results = compute_predictor_correlations(
+ data=sample_mixed_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ method="all",
+ )
+
+ # Check that predictor-target MI is computed
+ assert "predictor_target_mi" in results
+
+ # Check dimensions
+ assert results["predictor_target_mi"].shape == (
+ len(predictors),
+ len(imputed_variables),
+ )
+ assert list(results["predictor_target_mi"].index) == predictors
+ assert (
+ list(results["predictor_target_mi"].columns) == imputed_variables
+ )
+
+ # Check values are in valid range [0, 1] (normalized MI)
+ mi_values = results["predictor_target_mi"].values
+ assert np.all((mi_values >= 0) & (mi_values <= 1))
+
+ # Check that numeric_1 and numeric_2 have non-zero MI with target_numeric
+ # (since we created correlation in the fixture)
+ assert (
+ results["predictor_target_mi"].loc["numeric_1", "target_numeric"]
+ > 0
+ )
+ assert (
+ results["predictor_target_mi"].loc["numeric_2", "target_numeric"]
+ > 0
+ )
+
+ # Check that binary_1 has non-zero MI with target_numeric
+ # (it's part of the target calculation)
+ assert (
+ results["predictor_target_mi"].loc["binary_1", "target_numeric"]
+ > 0
+ )
+
+ def test_predictor_target_mi_only_with_mutual_info_method(
+ self, sample_mixed_data
+ ):
+ """Test that predictor-target MI is only computed when mutual_info is requested."""
+ predictors = ["numeric_1", "numeric_2"]
+ imputed_variables = ["target_numeric"]
+
+ # Test with pearson only - should not include predictor-target MI
+ results_pearson = compute_predictor_correlations(
+ data=sample_mixed_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ method="pearson",
+ )
+ assert "predictor_target_mi" not in results_pearson
+
+ # Test with mutual_info - should include predictor-target MI
+ results_mi = compute_predictor_correlations(
+ data=sample_mixed_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ method="mutual_info",
+ )
+ assert "predictor_target_mi" in results_mi
+
+
+class TestLeaveOneOutAnalysis:
+ """Test suite for leave_one_out_analysis function."""
+
+ def test_basic_leave_one_out(self, sample_regression_data):
+ """Test basic leave-one-out analysis."""
+ predictors = ["feature_1", "feature_2", "feature_3", "feature_4"]
+ imputed_variables = ["target"]
+
+ results = leave_one_out_analysis(
+ data=sample_regression_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ model_class=OLS,
+ n_jobs=1,
+ random_state=42,
+ )
+
+ # Check output structure
+ assert isinstance(results, pd.DataFrame)
+ assert len(results) == len(predictors)
+
+ # Check columns exist
+ expected_columns = [
+ "predictor_removed",
+ "avg_quantile_loss",
+ "avg_log_loss",
+ "loss_increase",
+ "relative_impact",
+ "baseline_quantile_loss",
+ "baseline_log_loss",
+ ]
+ for col in expected_columns:
+ assert col in results.columns
+
+ # Check that all predictors are analyzed
+ assert set(results["predictor_removed"].values) == set(predictors)
+
+ # Check that losses are non-negative
+ assert (results["avg_quantile_loss"] >= 0).all()
+
+ # Check relative impact calculation
+ # Removing informative features should increase loss (positive impact)
+ # while removing noise features should have minimal impact
+ assert results["relative_impact"].notna().any()
+
+ def test_leave_one_out_with_qrf(self, sample_regression_data):
+ """Test leave-one-out analysis with QRF model."""
+ predictors = ["feature_1", "feature_2", "feature_3"]
+ imputed_variables = ["target"]
+
+ results = leave_one_out_analysis(
+ data=sample_regression_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ model_class=QRF,
+ quantiles=[0.5], # Single quantile for speed
+ n_jobs=1,
+ random_state=42,
+ )
+
+ assert isinstance(results, pd.DataFrame)
+ assert len(results) == len(predictors)
+ assert (results["avg_quantile_loss"] >= 0).all()
+
+ def test_leave_one_out_with_categorical_target(self, sample_mixed_data):
+ """Test leave-one-out with categorical imputation target."""
+ predictors = ["numeric_1", "numeric_2", "binary_1"]
+ imputed_variables = ["target_categorical"]
+
+ results = leave_one_out_analysis(
+ data=sample_mixed_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ model_class=QRF,
+ quantiles=[0.5],
+ n_jobs=1,
+ random_state=42,
+ )
+
+ assert isinstance(results, pd.DataFrame)
+ # For categorical targets, we should have log_loss
+ assert "avg_log_loss" in results.columns
+ assert results["avg_log_loss"].notna().any()
+
+ def test_parallel_execution(self, sample_regression_data):
+ """Test parallel execution of leave-one-out analysis."""
+ predictors = ["feature_1", "feature_2", "feature_3"]
+ imputed_variables = ["target"]
+
+ # Run with parallel jobs
+ results = leave_one_out_analysis(
+ data=sample_regression_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ model_class=OLS,
+ quantiles=[0.5],
+ n_jobs=2, # Use 2 jobs
+ random_state=42,
+ )
+
+ assert isinstance(results, pd.DataFrame)
+ assert len(results) == len(predictors)
+
+
+class TestProgressivePredictorInclusion:
+ """Test suite for progressive_predictor_inclusion function."""
+
+ def test_basic_progressive_inclusion(self, sample_regression_data):
+ """Test basic progressive predictor inclusion."""
+ predictors = ["feature_1", "feature_2", "feature_3", "feature_4"]
+ imputed_variables = ["target"]
+
+ results = progressive_predictor_inclusion(
+ data=sample_regression_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ model_class=OLS,
+ quantiles=[0.5], # Single quantile for speed
+ max_predictors=3, # Limit for testing
+ random_state=42,
+ )
+
+ # Check output structure
+ assert isinstance(results, dict)
+ assert "inclusion_order" in results
+ assert "performance_curve" in results
+ assert "predictor_impacts" in results
+ assert "optimal_subset" in results
+ assert "optimal_loss" in results
+
+ # Check inclusion order
+ assert len(results["inclusion_order"]) <= 3
+ assert all(pred in predictors for pred in results["inclusion_order"])
+
+ # Check performance curve is monotonically decreasing (or flat)
+ perf_curve = results["performance_curve"]
+ for i in range(1, len(perf_curve)):
+ assert (
+ perf_curve[i] <= perf_curve[i - 1] + 1e-6
+ ) # Allow small numerical errors
+
+ # Check optimal subset
+ assert len(results["optimal_subset"]) <= 3
+ assert results["optimal_loss"] == min(results["performance_curve"])
+
+ def test_progressive_inclusion_all_predictors(
+ self, sample_regression_data
+ ):
+ """Test progressive inclusion using all predictors."""
+ predictors = ["feature_1", "feature_2", "feature_3"]
+ imputed_variables = ["target"]
+
+ results = progressive_predictor_inclusion(
+ data=sample_regression_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ model_class=OLS,
+ quantiles=[0.5],
+ max_predictors=None, # Use all
+ random_state=42,
+ )
+
+ # Should include all predictors
+ assert len(results["inclusion_order"]) == len(predictors)
+ assert set(results["inclusion_order"]) == set(predictors)
+
+ def test_progressive_inclusion_with_mixed_types(self, sample_mixed_data):
+ """Test progressive inclusion with mixed predictor types."""
+ predictors = ["numeric_1", "numeric_2", "categorical_1", "binary_1"]
+ imputed_variables = ["target_numeric"]
+
+ results = progressive_predictor_inclusion(
+ data=sample_mixed_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ model_class=QRF,
+ quantiles=[0.5],
+ max_predictors=3,
+ random_state=42,
+ )
+
+ assert isinstance(results, dict)
+ assert len(results["inclusion_order"]) <= 3
+
+ # Check that predictor impacts are recorded
+ assert len(results["predictor_impacts"]) == len(
+ results["inclusion_order"]
+ )
+ for impact in results["predictor_impacts"]:
+ assert "predictor" in impact
+ assert "step" in impact
+ assert "loss_reduction" in impact
+ assert "cumulative_loss" in impact
+
+
+class TestIntegration:
+ """Integration tests combining multiple functions."""
+
+ def test_full_predictor_analysis_workflow(self, sample_mixed_data):
+ """Test complete workflow of predictor analysis."""
+ predictors = ["numeric_1", "numeric_2", "binary_1", "categorical_1"]
+ imputed_variables = ["target_numeric"]
+
+ # 1. Analyze correlations
+ correlations = compute_predictor_correlations(
+ data=sample_mixed_data, predictors=predictors, method="all"
+ )
+ assert all(
+ key in correlations
+ for key in ["pearson", "spearman", "mutual_info"]
+ )
+
+ # 2. Leave-one-out analysis
+ loo_results = leave_one_out_analysis(
+ data=sample_mixed_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ model_class=QRF,
+ quantiles=[0.5],
+ n_jobs=1,
+ random_state=42,
+ )
+ assert len(loo_results) == len(predictors)
+
+ # 3. Progressive inclusion
+ prog_results = progressive_predictor_inclusion(
+ data=sample_mixed_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ model_class=QRF,
+ quantiles=[0.5],
+ max_predictors=3,
+ random_state=42,
+ )
+ assert len(prog_results["inclusion_order"]) <= 3
+
+ # Check consistency: highly correlated predictors should have similar importance
+ high_corr_pairs = []
+ pearson = correlations["pearson"]
+ for i in range(len(predictors)):
+ for j in range(i + 1, len(predictors)):
+ if abs(pearson.iloc[i, j]) > 0.7:
+ high_corr_pairs.append((predictors[i], predictors[j]))
+
+
+class TestEdgeCases:
+ """Test edge cases and error handling."""
+
+ def test_single_predictor(self, sample_regression_data):
+ """Test with single predictor."""
+ predictors = ["feature_1"]
+ imputed_variables = ["target"]
+
+ # Correlations with single predictor
+ correlations = compute_predictor_correlations(
+ data=sample_regression_data, predictors=predictors, method="all"
+ )
+ assert correlations["pearson"].shape == (1, 1)
+ assert correlations["pearson"].iloc[0, 0] == 1.0
+
+ # Leave-one-out with single predictor
+ loo_results = leave_one_out_analysis(
+ data=sample_regression_data,
+ predictors=predictors,
+ imputed_variables=imputed_variables,
+ model_class=OLS,
+ quantiles=[0.5],
+ n_jobs=1,
+ random_state=42,
+ )
+ # Should have NaN for the single predictor removal
+ assert len(loo_results) == 1
+ assert np.isnan(loo_results["avg_quantile_loss"].values[0])
+
+ def test_data_with_missing_values(self):
+ """Test handling of data with missing values."""
+ # Create data with missing values
+ data = pd.DataFrame(
+ {
+ "pred1": [1, 2, np.nan, 4, 5],
+ "pred2": [2, np.nan, 3, 4, 5],
+ "target": [1, 2, 3, 4, 5],
+ }
+ )
+
+ # Correlations should handle missing values
+ correlations = compute_predictor_correlations(
+ data=data, predictors=["pred1", "pred2"], method="pearson"
+ )
+ assert not np.isnan(correlations["pearson"].iloc[0, 1])
+
+ def test_constant_predictor(self):
+ """Test handling of constant predictors."""
+ data = pd.DataFrame(
+ {
+ "constant": [1] * 100,
+ "varying": np.random.randn(100),
+ "target": np.random.randn(100),
+ }
+ )
+
+ # Correlations with constant predictor
+ correlations = compute_predictor_correlations(
+ data=data, predictors=["constant", "varying"], method="pearson"
+ )
+ # Correlation with constant should be NaN or 0
+ const_corr = correlations["pearson"].loc["constant", "varying"]
+ assert np.isnan(const_corr) or const_corr == 0