From 483ff5480cdf0192170e2c93c1265b9e2ce080e2 Mon Sep 17 00:00:00 2001 From: Max Ghenis Date: Sun, 8 Feb 2026 10:21:04 -0500 Subject: [PATCH 1/6] WIP: auto-save before context compact (38 files on main) --- benchmarks/results/benchmark_fast.json | 226 ++ benchmarks/results/benchmark_full.json | 226 ++ benchmarks/results/eval_full.json | 705 +++++ benchmarks/results/eval_p1.json | 705 +++++ benchmarks/results/eval_reweighting.json | 634 +++++ benchmarks/results/eval_synthesis.json | 74 + docs/designs/household_transitions.md | 366 +++ experiments/blend_experiment.py | 349 +++ experiments/blend_experiment_20pct.py | 354 +++ .../blend_experiment_20pct_results.csv | 11 + experiments/blend_experiment_results.csv | 11 + experiments/fusion_synthesizer.pt | Bin 0 -> 2520821 bytes experiments/fusion_synthesizer.py | 860 ++++++ experiments/impute_stack_synthesizer.pt | Bin 0 -> 603025 bytes experiments/real_fusion_experiment.py | 481 ++++ experiments/real_fusion_results.csv | 5 + experiments/real_fusion_synthesizer.pt | Bin 0 -> 2788477 bytes experiments/sequence_fusion_model.pt | Bin 0 -> 441910 bytes experiments/sequence_fusion_results.csv | 2534 ++++++++--------- experiments/sipp_check_job_loss.py | 122 + experiments/sipp_initial_state_model.py | 346 +++ experiments/sipp_inspect_holdouts.py | 300 ++ experiments/sipp_synthesizer.pt | Bin 0 -> 602689 bytes models/cps_sipp_psid_fused_zi.pt | Bin 0 -> 2521045 bytes models/multisource_ziqdnn.pt | Bin 0 -> 300647 bytes models/multisource_ziqdnn_final.pt | Bin 0 -> 300923 bytes paper/index.md | 212 ++ paper/myst.yml | 36 + paper/paper_results.py | 158 + paper/references.bib | 159 ++ scripts/build_enhanced_cps.py | 65 +- scripts/download_cps_asec.py | 6 +- scripts/run_benchmark.py | 214 ++ scripts/run_eval.py | 298 ++ src/microplex/dgp.py | 8 +- src/microplex/eval/__init__.py | 16 +- src/microplex/eval/benchmark.py | 821 ++++++ src/microplex/eval/harness.py | 533 ++++ tests/test_benchmark.py | 368 +++ tests/test_eval_harness.py | 243 ++ tests/test_p1_variables.py | 446 +++ 41 files changed, 10615 insertions(+), 1277 deletions(-) create mode 100644 benchmarks/results/benchmark_fast.json create mode 100644 benchmarks/results/benchmark_full.json create mode 100644 benchmarks/results/eval_full.json create mode 100644 benchmarks/results/eval_p1.json create mode 100644 benchmarks/results/eval_reweighting.json create mode 100644 benchmarks/results/eval_synthesis.json create mode 100644 docs/designs/household_transitions.md create mode 100644 experiments/blend_experiment.py create mode 100644 experiments/blend_experiment_20pct.py create mode 100644 experiments/blend_experiment_20pct_results.csv create mode 100644 experiments/blend_experiment_results.csv create mode 100644 experiments/fusion_synthesizer.pt create mode 100644 experiments/fusion_synthesizer.py create mode 100644 experiments/impute_stack_synthesizer.pt create mode 100644 experiments/real_fusion_experiment.py create mode 100644 experiments/real_fusion_results.csv create mode 100644 experiments/real_fusion_synthesizer.pt create mode 100644 experiments/sequence_fusion_model.pt create mode 100644 experiments/sipp_check_job_loss.py create mode 100644 experiments/sipp_initial_state_model.py create mode 100644 experiments/sipp_inspect_holdouts.py create mode 100644 experiments/sipp_synthesizer.pt create mode 100644 models/cps_sipp_psid_fused_zi.pt create mode 100644 models/multisource_ziqdnn.pt create mode 100644 models/multisource_ziqdnn_final.pt create mode 100644 paper/index.md create mode 100644 paper/myst.yml create mode 100644 paper/paper_results.py create mode 100644 paper/references.bib create mode 100644 scripts/run_benchmark.py create mode 100644 scripts/run_eval.py create mode 100644 src/microplex/eval/benchmark.py create mode 100644 src/microplex/eval/harness.py create mode 100644 tests/test_benchmark.py create mode 100644 tests/test_eval_harness.py create mode 100644 tests/test_p1_variables.py diff 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"benefits", + "target_value": 72700000000.0, + "computed_value": 63335919616.0, + "relative_error_pct": 12.880440693259972, + "absolute_error": 9364080384.0 + }, + { + "target": "unemployment_spending", + "category": "benefits", + "target_value": 59100000000.0, + "computed_value": 33802303488.0, + "relative_error_pct": 42.80490103553299, + "absolute_error": 25297696512.0 + }, + { + "target": "eitc_claims", + "category": "tax", + "target_value": 25000000.0, + "computed_value": 25296456.0, + "relative_error_pct": 1.185824, + "absolute_error": 296456.0 + }, + { + "target": "ctc_claims", + "category": "tax", + "target_value": 35000000.0, + "computed_value": 64428304.0, + "relative_error_pct": 84.08086857142857, + "absolute_error": 29428304.0 + } + ], + "elapsed_seconds": 1.5 + } +} \ No newline at end of file diff --git a/benchmarks/results/eval_synthesis.json b/benchmarks/results/eval_synthesis.json new file mode 100644 index 0000000..78d4f37 --- /dev/null +++ b/benchmarks/results/eval_synthesis.json @@ -0,0 +1,74 @@ +{ + "timestamp": "2026-02-07T23:39:10", + "synthesis": { + "mean_coverage": 0.8321794314684049, + "mean_precision": 0.523927364355121, + "mean_recall": 0.845708989679522, + "n_synthetic": 29523, + "sources": [ + { + "source": "sipp", + "precision": 0.5616666666666666, + "recall": 0.97375, + "density": 4.108733333333333, + "coverage": 0.8375, + "n_holdout": 4000, + "n_synthetic": 12000, + "columns": [ + "hispanic", + "race", + "is_male", + "wave", + "job_gain", + "age", + "job_loss", + "month" + ] + }, + { + "source": "cps", + "precision": 0.5558333333333333, + "recall": 0.697, + "density": 22.260883333333332, + "coverage": 0.8095, + "n_holdout": 4000, + "n_synthetic": 12000, + "columns": [ + "state_fips", + "is_male", + "dividend_income", + "farm_income", + "age", + "self_employment_income", + "rental_income", + "wage_income", + "interest_income" + ] + }, + { + "source": "psid", + "precision": 0.45428209306536305, + "recall": 0.866376969038566, + "density": 11.250371175086004, + "coverage": 0.8495382944052146, + "n_holdout": 1841, + "n_synthetic": 5523, + "columns": [ + "state_fips", + "food_stamps", + "total_family_income", + "is_male", + "marital_status", + "year", + "dividend_income", + "taxable_income", + "age", + "rental_income", + "wage_income", + "social_security", + "interest_income" + ] + } + ] + } +} \ No newline at end of file diff --git a/docs/designs/household_transitions.md b/docs/designs/household_transitions.md new file mode 100644 index 0000000..c8349f4 --- /dev/null +++ b/docs/designs/household_transitions.md @@ -0,0 +1,366 @@ +# Household Transition Modeling for Panel Synthesis + +## Overview + +Dynamic microsimulation models treat **individuals as the primary unit**, with households emerging from transition events (marriage, divorce, leaving home, etc.). This design extends `MultiSourceFusion` to support household dynamics in panel data. + +## Architecture + +``` +┌─────────────────────────────────────────────────────────────────┐ +│ INDIVIDUAL-CENTRIC PANEL │ +├─────────────────────────────────────────────────────────────────┤ +│ │ +│ LAYER 1: Individual Trajectories (current MultiSourceFusion) │ +│ ───────────────────────────────────────────────────────────── │ +│ - Demographics: age, sex, education │ +│ - Economics: income, employment, job composition │ +│ - Cross-survey imputation (SIPP ↔ CPS ↔ SCF) │ +│ │ +│ LAYER 2: Household State (NEW) │ +│ ───────────────────────────────────────────────────────────── │ +│ - household_id[t]: which household at time t │ +│ - relationship[t]: role in household (head, spouse, child...) │ +│ - hh_size[t]: current household size │ +│ - hh_income[t]: sum of member incomes (derived) │ +│ │ +│ LAYER 3: Transition Events (NEW) │ +│ ───────────────────────────────────────────────────────────── │ +│ Events that change household membership: │ +│ - MARRIAGE: person joins spouse's HH or forms new HH │ +│ - DIVORCE: person leaves HH, may form new HH │ +│ - LEAVE_HOME: child/young adult leaves parental HH │ +│ - JOIN_HH: person joins existing HH (roommate, partner) │ +│ - DEATH: person exits, HH may dissolve │ +│ - BIRTH: new person added to HH │ +│ │ +└─────────────────────────────────────────────────────────────────┘ +``` + +## Data Requirements + +### SIPP Panel Structure +``` +person_id | period | household_id | relationship | marital_status | age | income +──────────────┼────────┼──────────────┼──────────────┼────────────────┼─────┼──────── +P001 | 1 | H001 | head | married | 35 | 5000 +P001 | 2 | H001 | head | married | 35 | 5200 +... +P001 | 24 | H001 | head | divorced | 37 | 4800 # DIVORCE +P001 | 25 | H002 | head | divorced | 37 | 4900 # New HH +``` + +### Derived Transition Events +```python +def extract_transitions(panel_df: pd.DataFrame) -> pd.DataFrame: + """Extract household transition events from panel data.""" + + events = [] + for person_id, group in panel_df.groupby('person_id'): + group = group.sort_values('period') + + for i in range(1, len(group)): + prev, curr = group.iloc[i-1], group.iloc[i] + + # Detect household change + if prev['household_id'] != curr['household_id']: + event_type = classify_transition(prev, curr) + events.append({ + 'person_id': person_id, + 'period': curr['period'], + 'event_type': event_type, + 'from_hh': prev['household_id'], + 'to_hh': curr['household_id'], + # Features for modeling + 'age': curr['age'], + 'marital_status_before': prev['marital_status'], + 'marital_status_after': curr['marital_status'], + 'income': prev['income'], + 'hh_size_before': prev['hh_size'], + }) + + return pd.DataFrame(events) + +def classify_transition(prev, curr) -> str: + """Classify transition event type from state changes.""" + + ms_before, ms_after = prev['marital_status'], curr['marital_status'] + rel_before, rel_after = prev['relationship'], curr['relationship'] + + # Marriage: single/divorced → married, new HH or join spouse's + if ms_before in ('single', 'divorced') and ms_after == 'married': + return 'MARRIAGE' + + # Divorce: married → divorced/separated, leave HH + if ms_before == 'married' and ms_after in ('divorced', 'separated'): + return 'DIVORCE' + + # Leave home: child → head of new HH + if rel_before == 'child' and rel_after == 'head': + return 'LEAVE_HOME' + + # Join household: head → non-head (moving in with someone) + if rel_before == 'head' and rel_after != 'head': + return 'JOIN_HH' + + return 'OTHER' +``` + +## Transition Probability Models + +### Event Probability Model +```python +class HouseholdTransitionModel: + """Models P(event | person_features, household_features, time).""" + + def __init__(self): + self.event_models = {} # One model per event type + + def fit(self, panel_df: pd.DataFrame, events_df: pd.DataFrame): + """Train transition probability models.""" + + # For each event type, train a binary classifier + for event_type in ['MARRIAGE', 'DIVORCE', 'LEAVE_HOME', 'JOIN_HH']: + + # Features: age, income, marital_status, hh_size, relationship, duration + X = self._build_features(panel_df, event_type) + y = self._build_targets(panel_df, events_df, event_type) + + # Use logistic regression or gradient boosting + self.event_models[event_type] = LogisticRegression() + self.event_models[event_type].fit(X, y) + + def predict_event_probs(self, person_state: dict) -> dict: + """Predict probability of each event type for a person-period.""" + + probs = {} + for event_type, model in self.event_models.items(): + X = self._state_to_features(person_state) + probs[event_type] = model.predict_proba(X)[0, 1] + + return probs +``` + +### Spouse Matching (for Marriage Events) +```python +class SpouseMatcher: + """Match individuals for marriage events.""" + + def __init__(self, strategy: str = 'propensity'): + self.strategy = strategy + self.match_model = None + + def fit(self, couples_df: pd.DataFrame): + """Learn spouse matching patterns from observed couples.""" + + # Features: age_diff, income_ratio, education_match, location + # Target: observed couple (positive) vs random pair (negative) + ... + + def find_match(self, person: dict, candidates: pd.DataFrame) -> int: + """Find best spouse match from candidate pool.""" + + if self.strategy == 'propensity': + # Score all candidates, sample weighted by score + scores = self.match_model.predict_proba( + self._build_pair_features(person, candidates) + )[:, 1] + return np.random.choice(candidates.index, p=scores/scores.sum()) + + elif self.strategy == 'nearest': + # Find nearest neighbor in feature space + ... +``` + +## Generation with Household Dynamics + +```python +class PanelSynthesizerWithHouseholds: + """Generate synthetic panel with household transitions.""" + + def __init__( + self, + individual_model: MultiSourceFusion, + transition_model: HouseholdTransitionModel, + spouse_matcher: SpouseMatcher, + ): + self.individual_model = individual_model + self.transition_model = transition_model + self.spouse_matcher = spouse_matcher + + def generate( + self, + n_persons: int, + n_periods: int, + seed: int = 42, + ) -> Tuple[pd.DataFrame, pd.DataFrame]: + """Generate synthetic panel with evolving household structure. + + Returns: + persons_df: Person-period level data + households_df: Household-period level data (derived) + """ + + rng = np.random.default_rng(seed) + + # Step 1: Generate initial states (t=0) + # Includes household_id, relationship from initial distribution + persons_t0 = self._generate_initial_state(n_persons, rng) + + # Step 2: Evolve forward through time + all_records = [persons_t0] + current_state = persons_t0.copy() + next_hh_id = current_state['household_id'].max() + 1 + + for t in range(1, n_periods): + new_state = [] + + for _, person in current_state.iterrows(): + # Get transition probabilities + event_probs = self.transition_model.predict_event_probs(person) + + # Sample event (or no event) + event = self._sample_event(event_probs, rng) + + # Apply event effects + if event == 'MARRIAGE': + spouse = self.spouse_matcher.find_match( + person, + current_state[current_state['marital_status'] == 'single'] + ) + # Update both person and spouse + person, spouse, next_hh_id = self._apply_marriage( + person, spouse, next_hh_id, rng + ) + + elif event == 'DIVORCE': + person, next_hh_id = self._apply_divorce( + person, next_hh_id, rng + ) + + elif event == 'LEAVE_HOME': + person, next_hh_id = self._apply_leave_home( + person, next_hh_id, rng + ) + + # Evolve individual attributes (income, etc.) + person = self.individual_model.evolve_person(person, t) + new_state.append(person) + + current_state = pd.DataFrame(new_state) + current_state['period'] = t + all_records.append(current_state) + + persons_df = pd.concat(all_records, ignore_index=True) + households_df = self._derive_households(persons_df) + + return persons_df, households_df + + def _derive_households(self, persons_df: pd.DataFrame) -> pd.DataFrame: + """Aggregate person data to household level.""" + + return persons_df.groupby(['household_id', 'period']).agg({ + 'person_id': 'count', # n_persons + 'income': 'sum', # hh_income + 'age': 'min', # age of youngest + # ... other aggregations + }).reset_index() +``` + +## Integration with MultiSourceFusion + +```python +class HierarchicalMultiSourceFusion: + """Multi-source fusion with household hierarchy support.""" + + def __init__( + self, + shared_vars: List[str], + all_vars: List[str], + household_vars: List[str], # NEW: HH-level vars + n_periods: int = 6, + ): + # Individual-level fusion (existing) + self.individual_fusion = MultiSourceFusion( + shared_vars=shared_vars, + all_vars=all_vars, + n_periods=n_periods, + ) + + # Household-level components (new) + self.household_vars = household_vars + self.transition_model = HouseholdTransitionModel() + self.spouse_matcher = SpouseMatcher() + + def add_source( + self, + name: str, + person_data: pd.DataFrame, + household_data: pd.DataFrame, # NEW + source_vars: List[str], + household_id_col: str = 'household_id', + ): + """Add a survey source with person and household data.""" + + # Link person to household features + person_with_hh = person_data.merge( + household_data, + on=household_id_col + ) + + self.individual_fusion.add_source(name, person_with_hh, source_vars) + + # Extract transition events if panel data + if self._is_panel(person_data): + events = extract_transitions(person_data) + self.transition_model.fit_partial(person_data, events) + + def generate( + self, + n_persons: int, + n_periods: int, + include_transitions: bool = True, + ) -> Tuple[pd.DataFrame, pd.DataFrame]: + """Generate with optional household dynamics.""" + + if include_transitions: + return PanelSynthesizerWithHouseholds( + self.individual_fusion, + self.transition_model, + self.spouse_matcher, + ).generate(n_persons, n_periods) + else: + # Static households (current behavior) + persons = self.individual_fusion.generate(n_persons) + households = self._derive_households(persons) + return persons, households +``` + +## Calibration Targets + +Household transition models should be calibrated to match: + +1. **Marriage rates** by age, sex, education +2. **Divorce rates** by duration, children, income +3. **Household size distribution** by geography +4. **Living arrangement patterns** (alone, with parents, with roommates) + +Sources: +- Census/ACS household composition +- Vital statistics (marriage/divorce rates) +- SIPP panel transition rates (when available) + +## Current Limitations + +1. **SIPP data only has one wave per panel** - no observed transitions +2. **CPS is cross-sectional** - household is static +3. **Need full 4-year SIPP panels** for proper transition modeling + +## Next Steps + +1. [ ] Acquire full SIPP longitudinal files (all waves per panel) +2. [ ] Implement `extract_transitions()` function +3. [ ] Train logistic models for each event type +4. [ ] Implement spouse matching from observed couples +5. [ ] Integrate with `MultiSourceFusion.generate()` +6. [ ] Add calibration to match aggregate transition rates diff --git a/experiments/blend_experiment.py b/experiments/blend_experiment.py new file mode 100644 index 0000000..d4e8510 --- /dev/null +++ b/experiments/blend_experiment.py @@ -0,0 +1,349 @@ +"""Blending experiment: bootstrap (real) + synthetic records. + +Tests different blend ratios and scaling scenarios to find optimal +coverage of holdout trajectories. +""" + +import sys +sys.stdout.reconfigure(line_buffering=True) + +import numpy as np +import pandas as pd +from sklearn.neighbors import NearestNeighbors +from sklearn.preprocessing import StandardScaler +from pathlib import Path +import argparse + +sys.path.insert(0, str(Path(__file__).parent.parent)) +from pipelines.data_loaders import load_sipp +from experiments.sipp_inspect_holdouts import prepare_sipp_panel +from experiments.sipp_initial_state_model import FullSynthesizer, compute_coverage + + +def generate_bootstrap_pool( + synth: FullSynthesizer, + train_df: pd.DataFrame, + feature_cols: list, + n_bootstrap: int, + n_synth: int, + n_periods: int, + seed: int = 42, +) -> pd.DataFrame: + """Generate pool with mix of bootstrap (real initial states) and synthetic records. + + Args: + synth: Trained synthesizer model + train_df: Training data for bootstrapping initial states + feature_cols: Feature columns + n_bootstrap: Number of records to bootstrap from real data + n_synth: Number of purely synthetic records + n_periods: Number of time periods per trajectory + seed: Random seed + + Returns: + DataFrame with blended pool + """ + np.random.seed(seed) + + records = [] + pid = 0 + + # Bootstrap records: real initial states + learned transitions + if n_bootstrap > 0: + init_states = [ + train_df[train_df['person_id'] == p].sort_values('period')[feature_cols].iloc[0].values + for p in train_df['person_id'].unique() + ] + init_states = np.array(init_states) + + bootstrap_idx = np.random.choice(len(init_states), n_bootstrap, replace=True) + + for i in bootstrap_idx: + state = init_states[i].copy() + for t in range(n_periods): + state = np.clip(np.nan_to_num(state, 0), 0, 1e10) + records.append({ + 'person_id': pid, + 'period': t, + 'source': 'bootstrap', + **{col: float(state[j]) for j, col in enumerate(feature_cols)} + }) + if t < n_periods - 1: + state = synth.transition_model.sample(state) + pid += 1 + + # Synthetic records: learned initial states + learned transitions + if n_synth > 0: + synth_df = synth.generate(n_synth, n_periods, seed=seed + 1) + synth_df['source'] = 'synthetic' + synth_df['person_id'] = synth_df['person_id'] + pid + records.extend(synth_df.to_dict('records')) + + return pd.DataFrame(records) + + +def compute_trajectory_coverage( + holdout_df: pd.DataFrame, + pool_df: pd.DataFrame, + feature_cols: list, + zero_cols: list, + scaler: StandardScaler = None, +) -> tuple: + """Compute trajectory coverage metrics. + + Args: + holdout_df: Holdout data + pool_df: Pool of bootstrap + synthetic records + feature_cols: Feature columns + zero_cols: Columns to add zero indicators for + scaler: Pre-fitted scaler (optional) + + Returns: + (mean_distance, median_distance, p90_distance) + """ + eval_cols = feature_cols + [f'{c}_nz' for c in zero_cols] + + def augment(df): + df = df.copy() + for col in zero_cols: + df[f'{col}_nz'] = (df[col] > 0).astype(float) + return df + + def to_matrix(df): + return np.array([ + df[df['person_id'] == pid].sort_values('period')[eval_cols].values.flatten() + for pid in sorted(df['person_id'].unique()) + ]) + + holdout_mat = to_matrix(augment(holdout_df)) + pool_mat = to_matrix(augment(pool_df)) + + if scaler is None: + scaler = StandardScaler().fit(pool_mat) + + holdout_scaled = scaler.transform(holdout_mat) + pool_scaled = scaler.transform(pool_mat) + + nn_model = NearestNeighbors(n_neighbors=1).fit(pool_scaled) + distances, _ = nn_model.kneighbors(holdout_scaled) + distances = distances.flatten() + + return ( + float(np.mean(distances)), + float(np.median(distances)), + float(np.percentile(distances, 90)), + ) + + +def main(sample_frac: float = 1.0, n_periods: int = 6): + print("=" * 70) + print("BLENDING EXPERIMENT: Bootstrap vs Synthetic") + print("=" * 70) + + # Load model + model_path = Path(__file__).parent / "sipp_synthesizer.pt" + if not model_path.exists(): + print(f"ERROR: Model not found at {model_path}") + print("Run sipp_initial_state_model.py first to train the model.") + return + + synth = FullSynthesizer.load(model_path) + + # Load and prepare data + print("\nLoading SIPP...") + sipp_raw = load_sipp(sample_frac=sample_frac) + sipp = prepare_sipp_panel(sipp_raw) + + feature_cols = ['age', 'total_income', 'job1_income', 'job2_income', 'job3_income', 'tip_income'] + zero_cols = ['total_income', 'job1_income', 'job2_income', 'job3_income', 'tip_income'] + + # Split into train/holdout + persons = sipp['person_id'].unique() + np.random.seed(42) + np.random.shuffle(persons) + n_train = int(len(persons) * 0.8) + train_persons, holdout_persons = persons[:n_train], persons[n_train:] + + train_df = sipp[sipp['person_id'].isin(train_persons)] + holdout_df = sipp[sipp['person_id'].isin(holdout_persons)] + + # Filter to complete panels + def filter_complete(df, n_periods): + periods_per_person = df.groupby('person_id')['period'].nunique() + complete = periods_per_person[periods_per_person >= n_periods].index + df = df[df['person_id'].isin(complete)] + df = df.sort_values(['person_id', 'period']).groupby('person_id').head(n_periods) + return df + + train_df = filter_complete(train_df, n_periods) + holdout_df = filter_complete(holdout_df, n_periods) + + n_train_persons = train_df['person_id'].nunique() + n_holdout_persons = holdout_df['person_id'].nunique() + + print(f"Train: {n_train_persons} persons") + print(f"Holdout: {n_holdout_persons} persons") + + # Baseline pool size = training size + baseline_n = n_train_persons + + # Create scaler from training data + def to_traj_matrix(df): + eval_cols = feature_cols + [f'{c}_nz' for c in zero_cols] + df = df.copy() + for col in zero_cols: + df[f'{col}_nz'] = (df[col] > 0).astype(float) + return np.array([ + df[df['person_id'] == pid].sort_values('period')[eval_cols].values.flatten() + for pid in sorted(df['person_id'].unique()) + ]) + + train_traj = to_traj_matrix(train_df) + scaler = StandardScaler().fit(train_traj) + + results = [] + + # ========================================================================= + # EXPERIMENT 1: Different blend ratios (same total n as training) + # ========================================================================= + print("\n" + "=" * 70) + print("EXPERIMENT 1: Blend Ratios (Total n = Training n)") + print("=" * 70) + + blend_ratios = [0.0, 0.25, 0.5, 0.75, 1.0] + + for ratio in blend_ratios: + n_bootstrap = int(baseline_n * ratio) + n_synth = baseline_n - n_bootstrap + + print(f"\n Ratio {ratio:.0%} bootstrap: {n_bootstrap} bootstrap + {n_synth} synthetic = {baseline_n} total") + + pool_df = generate_bootstrap_pool( + synth, train_df, feature_cols, + n_bootstrap=n_bootstrap, + n_synth=n_synth, + n_periods=n_periods, + seed=42, + ) + + mean_dist, median_dist, p90_dist = compute_trajectory_coverage( + holdout_df, pool_df, feature_cols, zero_cols, scaler + ) + + print(f" Mean distance: {mean_dist:.4f}") + print(f" Median distance: {median_dist:.4f}") + print(f" P90 distance: {p90_dist:.4f}") + + results.append({ + 'experiment': 'blend_ratio', + 'bootstrap_ratio': ratio, + 'n_bootstrap': n_bootstrap, + 'n_synth': n_synth, + 'total_n': n_bootstrap + n_synth, + 'mean_distance': mean_dist, + 'median_distance': median_dist, + 'p90_distance': p90_dist, + }) + + # ========================================================================= + # EXPERIMENT 2: Scaling up (100% bootstrap + extra synthetics) + # ========================================================================= + print("\n" + "=" * 70) + print("EXPERIMENT 2: Scaling Up (100% bootstrap + extra synthetics)") + print("=" * 70) + + extra_synth_ratios = [0.0, 0.5, 1.0, 2.0, 4.0] + + for extra_ratio in extra_synth_ratios: + n_bootstrap = baseline_n + n_extra_synth = int(baseline_n * extra_ratio) + total_n = n_bootstrap + n_extra_synth + + print(f"\n Extra {extra_ratio:.0%}: {n_bootstrap} bootstrap + {n_extra_synth} synthetic = {total_n} total") + + pool_df = generate_bootstrap_pool( + synth, train_df, feature_cols, + n_bootstrap=n_bootstrap, + n_synth=n_extra_synth, + n_periods=n_periods, + seed=42, + ) + + mean_dist, median_dist, p90_dist = compute_trajectory_coverage( + holdout_df, pool_df, feature_cols, zero_cols, scaler + ) + + print(f" Mean distance: {mean_dist:.4f}") + print(f" Median distance: {median_dist:.4f}") + print(f" P90 distance: {p90_dist:.4f}") + + results.append({ + 'experiment': 'scale_up', + 'extra_synth_ratio': extra_ratio, + 'n_bootstrap': n_bootstrap, + 'n_synth': n_extra_synth, + 'total_n': total_n, + 'mean_distance': mean_dist, + 'median_distance': median_dist, + 'p90_distance': p90_dist, + }) + + # ========================================================================= + # SUMMARY + # ========================================================================= + print("\n" + "=" * 70) + print("SUMMARY") + print("=" * 70) + + results_df = pd.DataFrame(results) + + print("\n--- Experiment 1: Blend Ratios ---") + exp1 = results_df[results_df['experiment'] == 'blend_ratio'].sort_values('bootstrap_ratio') + print(f"{'Bootstrap %':<15} {'Total N':<10} {'Mean Dist':<12} {'Median Dist':<12} {'P90 Dist':<12}") + print("-" * 60) + for _, row in exp1.iterrows(): + print(f"{row['bootstrap_ratio']:.0%} {row['total_n']:<10} {row['mean_distance']:<12.4f} {row['median_distance']:<12.4f} {row['p90_distance']:<12.4f}") + + best_blend = exp1.loc[exp1['mean_distance'].idxmin()] + print(f"\nBest blend ratio: {best_blend['bootstrap_ratio']:.0%} (mean dist = {best_blend['mean_distance']:.4f})") + + print("\n--- Experiment 2: Scaling Up ---") + exp2 = results_df[results_df['experiment'] == 'scale_up'].sort_values('extra_synth_ratio') + print(f"{'Extra Synth %':<15} {'Total N':<10} {'Mean Dist':<12} {'Median Dist':<12} {'P90 Dist':<12}") + print("-" * 60) + for _, row in exp2.iterrows(): + print(f"{row['extra_synth_ratio']:.0%} {row['total_n']:<10} {row['mean_distance']:<12.4f} {row['median_distance']:<12.4f} {row['p90_distance']:<12.4f}") + + best_scale = exp2.loc[exp2['mean_distance'].idxmin()] + print(f"\nBest scaling: +{best_scale['extra_synth_ratio']:.0%} synthetics (mean dist = {best_scale['mean_distance']:.4f})") + + # Save results + results_path = Path(__file__).parent / "blend_experiment_results.csv" + results_df.to_csv(results_path, index=False) + print(f"\nResults saved to {results_path}") + + # Final recommendations + print("\n" + "=" * 70) + print("RECOMMENDATIONS") + print("=" * 70) + + baseline_dist = exp1[exp1['bootstrap_ratio'] == 1.0]['mean_distance'].values[0] + best_blend_dist = best_blend['mean_distance'] + best_scale_dist = best_scale['mean_distance'] + + print(f"\n1. Baseline (100% bootstrap): mean distance = {baseline_dist:.4f}") + print(f"2. Best blend ratio ({best_blend['bootstrap_ratio']:.0%}): mean distance = {best_blend_dist:.4f}") + print(f" Improvement: {(baseline_dist - best_blend_dist) / baseline_dist * 100:.1f}%") + print(f"3. Best scaling (+{best_scale['extra_synth_ratio']:.0%}): mean distance = {best_scale_dist:.4f}") + print(f" Improvement: {(baseline_dist - best_scale_dist) / baseline_dist * 100:.1f}%") + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="Blending experiment") + parser.add_argument("--sample-frac", type=float, default=1.0, + help="Fraction of SIPP data to use") + parser.add_argument("--n-periods", type=int, default=6, + help="Number of time periods") + args = parser.parse_args() + + main(sample_frac=args.sample_frac, n_periods=args.n_periods) diff --git a/experiments/blend_experiment_20pct.py b/experiments/blend_experiment_20pct.py new file mode 100644 index 0000000..9164779 --- /dev/null +++ b/experiments/blend_experiment_20pct.py @@ -0,0 +1,354 @@ +"""Blending experiment with 20% training data: bootstrap (real) + synthetic records. + +Same as blend_experiment.py but with 20/80 train/holdout split instead of 80/20. +This tests how well the synthesizer performs with limited training data. +""" + +import sys +sys.stdout.reconfigure(line_buffering=True) + +import numpy as np +import pandas as pd +from sklearn.neighbors import NearestNeighbors +from sklearn.preprocessing import StandardScaler +from pathlib import Path +import argparse + +sys.path.insert(0, str(Path(__file__).parent.parent)) +from pipelines.data_loaders import load_sipp +from experiments.sipp_inspect_holdouts import prepare_sipp_panel +from experiments.sipp_initial_state_model import FullSynthesizer, compute_coverage + + +def generate_bootstrap_pool( + synth: FullSynthesizer, + train_df: pd.DataFrame, + feature_cols: list, + n_bootstrap: int, + n_synth: int, + n_periods: int, + seed: int = 42, +) -> pd.DataFrame: + """Generate pool with mix of bootstrap (real initial states) and synthetic records. + + Args: + synth: Trained synthesizer model + train_df: Training data for bootstrapping initial states + feature_cols: Feature columns + n_bootstrap: Number of records to bootstrap from real data + n_synth: Number of purely synthetic records + n_periods: Number of time periods per trajectory + seed: Random seed + + Returns: + DataFrame with blended pool + """ + np.random.seed(seed) + + records = [] + pid = 0 + + # Bootstrap records: real initial states + learned transitions + if n_bootstrap > 0: + init_states = [ + train_df[train_df['person_id'] == p].sort_values('period')[feature_cols].iloc[0].values + for p in train_df['person_id'].unique() + ] + init_states = np.array(init_states) + + bootstrap_idx = np.random.choice(len(init_states), n_bootstrap, replace=True) + + for i in bootstrap_idx: + state = init_states[i].copy() + for t in range(n_periods): + state = np.clip(np.nan_to_num(state, 0), 0, 1e10) + records.append({ + 'person_id': pid, + 'period': t, + 'source': 'bootstrap', + **{col: float(state[j]) for j, col in enumerate(feature_cols)} + }) + if t < n_periods - 1: + state = synth.transition_model.sample(state) + pid += 1 + + # Synthetic records: learned initial states + learned transitions + if n_synth > 0: + synth_df = synth.generate(n_synth, n_periods, seed=seed + 1) + synth_df['source'] = 'synthetic' + synth_df['person_id'] = synth_df['person_id'] + pid + records.extend(synth_df.to_dict('records')) + + return pd.DataFrame(records) + + +def compute_trajectory_coverage( + holdout_df: pd.DataFrame, + pool_df: pd.DataFrame, + feature_cols: list, + zero_cols: list, + scaler: StandardScaler = None, +) -> tuple: + """Compute trajectory coverage metrics. + + Args: + holdout_df: Holdout data + pool_df: Pool of bootstrap + synthetic records + feature_cols: Feature columns + zero_cols: Columns to add zero indicators for + scaler: Pre-fitted scaler (optional) + + Returns: + (mean_distance, median_distance, p90_distance) + """ + eval_cols = feature_cols + [f'{c}_nz' for c in zero_cols] + + def augment(df): + df = df.copy() + for col in zero_cols: + df[f'{col}_nz'] = (df[col] > 0).astype(float) + return df + + def to_matrix(df): + return np.array([ + df[df['person_id'] == pid].sort_values('period')[eval_cols].values.flatten() + for pid in sorted(df['person_id'].unique()) + ]) + + holdout_mat = to_matrix(augment(holdout_df)) + pool_mat = to_matrix(augment(pool_df)) + + if scaler is None: + scaler = StandardScaler().fit(pool_mat) + + holdout_scaled = scaler.transform(holdout_mat) + pool_scaled = scaler.transform(pool_mat) + + nn_model = NearestNeighbors(n_neighbors=1).fit(pool_scaled) + distances, _ = nn_model.kneighbors(holdout_scaled) + distances = distances.flatten() + + return ( + float(np.mean(distances)), + float(np.median(distances)), + float(np.percentile(distances, 90)), + ) + + +def main(sample_frac: float = 1.0, n_periods: int = 6, train_frac: float = 0.2): + print("=" * 70) + print("BLENDING EXPERIMENT: Bootstrap vs Synthetic (20% Training Data)") + print("=" * 70) + print(f"\nUsing {train_frac:.0%} for training, {1-train_frac:.0%} for holdout") + + # Load model + model_path = Path(__file__).parent / "sipp_synthesizer.pt" + if not model_path.exists(): + print(f"ERROR: Model not found at {model_path}") + print("Run sipp_initial_state_model.py first to train the model.") + return + + synth = FullSynthesizer.load(model_path) + + # Load and prepare data + print("\nLoading SIPP...") + sipp_raw = load_sipp(sample_frac=sample_frac) + sipp = prepare_sipp_panel(sipp_raw) + + feature_cols = ['age', 'total_income', 'job1_income', 'job2_income', 'job3_income', 'tip_income'] + zero_cols = ['total_income', 'job1_income', 'job2_income', 'job3_income', 'tip_income'] + + # Split into train/holdout with 20/80 split + persons = sipp['person_id'].unique() + np.random.seed(42) + np.random.shuffle(persons) + n_train = int(len(persons) * train_frac) + train_persons, holdout_persons = persons[:n_train], persons[n_train:] + + train_df = sipp[sipp['person_id'].isin(train_persons)] + holdout_df = sipp[sipp['person_id'].isin(holdout_persons)] + + # Filter to complete panels + def filter_complete(df, n_periods): + periods_per_person = df.groupby('person_id')['period'].nunique() + complete = periods_per_person[periods_per_person >= n_periods].index + df = df[df['person_id'].isin(complete)] + df = df.sort_values(['person_id', 'period']).groupby('person_id').head(n_periods) + return df + + train_df = filter_complete(train_df, n_periods) + holdout_df = filter_complete(holdout_df, n_periods) + + n_train_persons = train_df['person_id'].nunique() + n_holdout_persons = holdout_df['person_id'].nunique() + + print(f"Train: {n_train_persons} persons ({train_frac:.0%})") + print(f"Holdout: {n_holdout_persons} persons ({1-train_frac:.0%})") + + # Baseline pool size = training size + baseline_n = n_train_persons + + # Create scaler from training data + def to_traj_matrix(df): + eval_cols = feature_cols + [f'{c}_nz' for c in zero_cols] + df = df.copy() + for col in zero_cols: + df[f'{col}_nz'] = (df[col] > 0).astype(float) + return np.array([ + df[df['person_id'] == pid].sort_values('period')[eval_cols].values.flatten() + for pid in sorted(df['person_id'].unique()) + ]) + + train_traj = to_traj_matrix(train_df) + scaler = StandardScaler().fit(train_traj) + + results = [] + + # ========================================================================= + # EXPERIMENT 1: Different blend ratios (same total n as training) + # ========================================================================= + print("\n" + "=" * 70) + print("EXPERIMENT 1: Blend Ratios (Total n = Training n)") + print("=" * 70) + + blend_ratios = [0.0, 0.25, 0.5, 0.75, 1.0] + + for ratio in blend_ratios: + n_bootstrap = int(baseline_n * ratio) + n_synth = baseline_n - n_bootstrap + + print(f"\n Ratio {ratio:.0%} bootstrap: {n_bootstrap} bootstrap + {n_synth} synthetic = {baseline_n} total") + + pool_df = generate_bootstrap_pool( + synth, train_df, feature_cols, + n_bootstrap=n_bootstrap, + n_synth=n_synth, + n_periods=n_periods, + seed=42, + ) + + mean_dist, median_dist, p90_dist = compute_trajectory_coverage( + holdout_df, pool_df, feature_cols, zero_cols, scaler + ) + + print(f" Mean distance: {mean_dist:.4f}") + print(f" Median distance: {median_dist:.4f}") + print(f" P90 distance: {p90_dist:.4f}") + + results.append({ + 'experiment': 'blend_ratio', + 'train_frac': train_frac, + 'bootstrap_ratio': ratio, + 'n_bootstrap': n_bootstrap, + 'n_synth': n_synth, + 'total_n': n_bootstrap + n_synth, + 'mean_distance': mean_dist, + 'median_distance': median_dist, + 'p90_distance': p90_dist, + }) + + # ========================================================================= + # EXPERIMENT 2: Scaling up (100% bootstrap + extra synthetics) + # ========================================================================= + print("\n" + "=" * 70) + print("EXPERIMENT 2: Scaling Up (100% bootstrap + extra synthetics)") + print("=" * 70) + + extra_synth_ratios = [0.0, 0.5, 1.0, 2.0, 4.0] + + for extra_ratio in extra_synth_ratios: + n_bootstrap = baseline_n + n_extra_synth = int(baseline_n * extra_ratio) + total_n = n_bootstrap + n_extra_synth + + print(f"\n Extra {extra_ratio:.0%}: {n_bootstrap} bootstrap + {n_extra_synth} synthetic = {total_n} total") + + pool_df = generate_bootstrap_pool( + synth, train_df, feature_cols, + n_bootstrap=n_bootstrap, + n_synth=n_extra_synth, + n_periods=n_periods, + seed=42, + ) + + mean_dist, median_dist, p90_dist = compute_trajectory_coverage( + holdout_df, pool_df, feature_cols, zero_cols, scaler + ) + + print(f" Mean distance: {mean_dist:.4f}") + print(f" Median distance: {median_dist:.4f}") + print(f" P90 distance: {p90_dist:.4f}") + + results.append({ + 'experiment': 'scale_up', + 'train_frac': train_frac, + 'extra_synth_ratio': extra_ratio, + 'n_bootstrap': n_bootstrap, + 'n_synth': n_extra_synth, + 'total_n': total_n, + 'mean_distance': mean_dist, + 'median_distance': median_dist, + 'p90_distance': p90_dist, + }) + + # ========================================================================= + # SUMMARY + # ========================================================================= + print("\n" + "=" * 70) + print("SUMMARY") + print("=" * 70) + + results_df = pd.DataFrame(results) + + print("\n--- Experiment 1: Blend Ratios ---") + exp1 = results_df[results_df['experiment'] == 'blend_ratio'].sort_values('bootstrap_ratio') + print(f"{'Bootstrap %':<15} {'Total N':<10} {'Mean Dist':<12} {'Median Dist':<12} {'P90 Dist':<12}") + print("-" * 60) + for _, row in exp1.iterrows(): + print(f"{row['bootstrap_ratio']:.0%} {row['total_n']:<10} {row['mean_distance']:<12.4f} {row['median_distance']:<12.4f} {row['p90_distance']:<12.4f}") + + best_blend = exp1.loc[exp1['mean_distance'].idxmin()] + print(f"\nBest blend ratio: {best_blend['bootstrap_ratio']:.0%} (mean dist = {best_blend['mean_distance']:.4f})") + + print("\n--- Experiment 2: Scaling Up ---") + exp2 = results_df[results_df['experiment'] == 'scale_up'].sort_values('extra_synth_ratio') + print(f"{'Extra Synth %':<15} {'Total N':<10} {'Mean Dist':<12} {'Median Dist':<12} {'P90 Dist':<12}") + print("-" * 60) + for _, row in exp2.iterrows(): + print(f"{row['extra_synth_ratio']:.0%} {row['total_n']:<10} {row['mean_distance']:<12.4f} {row['median_distance']:<12.4f} {row['p90_distance']:<12.4f}") + + best_scale = exp2.loc[exp2['mean_distance'].idxmin()] + print(f"\nBest scaling: +{best_scale['extra_synth_ratio']:.0%} synthetics (mean dist = {best_scale['mean_distance']:.4f})") + + # Save results + results_path = Path(__file__).parent / "blend_experiment_20pct_results.csv" + results_df.to_csv(results_path, index=False) + print(f"\nResults saved to {results_path}") + + # Final recommendations + print("\n" + "=" * 70) + print("RECOMMENDATIONS") + print("=" * 70) + + baseline_dist = exp1[exp1['bootstrap_ratio'] == 1.0]['mean_distance'].values[0] + best_blend_dist = best_blend['mean_distance'] + best_scale_dist = best_scale['mean_distance'] + + print(f"\n1. Baseline (100% bootstrap): mean distance = {baseline_dist:.4f}") + print(f"2. Best blend ratio ({best_blend['bootstrap_ratio']:.0%}): mean distance = {best_blend_dist:.4f}") + print(f" Improvement: {(baseline_dist - best_blend_dist) / baseline_dist * 100:.1f}%") + print(f"3. Best scaling (+{best_scale['extra_synth_ratio']:.0%}): mean distance = {best_scale_dist:.4f}") + print(f" Improvement: {(baseline_dist - best_scale_dist) / baseline_dist * 100:.1f}%") + + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description="Blending experiment with 20% training data") + parser.add_argument("--sample-frac", type=float, default=1.0, + help="Fraction of SIPP data to use") + parser.add_argument("--n-periods", type=int, default=6, + help="Number of time periods") + parser.add_argument("--train-frac", type=float, default=0.2, + help="Fraction of data for training (default: 0.2)") + args = parser.parse_args() + + main(sample_frac=args.sample_frac, n_periods=args.n_periods, train_frac=args.train_frac) diff --git a/experiments/blend_experiment_20pct_results.csv b/experiments/blend_experiment_20pct_results.csv new file mode 100644 index 0000000..d61a150 --- /dev/null +++ b/experiments/blend_experiment_20pct_results.csv @@ -0,0 +1,11 @@ +experiment,train_frac,bootstrap_ratio,n_bootstrap,n_synth,total_n,mean_distance,median_distance,p90_distance,extra_synth_ratio +blend_ratio,0.2,0.0,0,7947,7947,0.7467122724294746,0.12064544055063603,1.5003598481831861, +blend_ratio,0.2,0.25,1986,5961,7947,0.6595395101692367,0.08596601461855953,1.1984663213605842, +blend_ratio,0.2,0.5,3973,3974,7947,0.6251478382849016,0.07684510779652332,1.0624183931715316, +blend_ratio,0.2,0.75,5960,1987,7947,0.6086213226686561,0.07428812957983236,1.0046842450370161, +blend_ratio,0.2,1.0,7947,0,7947,0.6028853723805087,0.07257820029970963,1.0192484981397825, +scale_up,0.2,,7947,0,7947,0.5987537590627048,0.07377581478459443,1.0502987937910289,0.0 +scale_up,0.2,,7947,3973,11920,0.5686543723528547,0.0672041648802173,0.9120563116241219,0.5 +scale_up,0.2,,7947,7947,15894,0.5522056157596404,0.06358375210285724,0.8737823400237494,1.0 +scale_up,0.2,,7947,15894,23841,0.5325306028080473,0.06153310325279039,0.8349524874896292,2.0 +scale_up,0.2,,7947,31788,39735,0.518039890379348,0.056254875605377765,0.7959268148555323,4.0 diff --git a/experiments/blend_experiment_results.csv b/experiments/blend_experiment_results.csv new file mode 100644 index 0000000..eeeff58 --- /dev/null +++ b/experiments/blend_experiment_results.csv @@ -0,0 +1,11 @@ +experiment,bootstrap_ratio,n_bootstrap,n_synth,total_n,mean_distance,median_distance,p90_distance,extra_synth_ratio +blend_ratio,0.0,0,31788,31788,0.5803460684059241,0.0733260644323527,0.9878379800125067, +blend_ratio,0.25,7947,23841,31788,0.5054605085022994,0.05547445707463322,0.7739640602130905, +blend_ratio,0.5,15894,15894,31788,0.47590164561100007,0.048958676745480045,0.7634556941968761, +blend_ratio,0.75,23841,7947,31788,0.4747808135342181,0.04708758837219104,0.7362023580414904, +blend_ratio,1.0,31788,0,31788,0.4806062517234274,0.046319838589715195,0.7456630249616526, +scale_up,,31788,0,31788,0.4788171024642383,0.04590746962606949,0.7457057475160929,0.0 +scale_up,,31788,15894,47682,0.452556830222466,0.04259992573973666,0.6821840128016423,0.5 +scale_up,,31788,31788,63576,0.442417777328434,0.04087462366887538,0.6783612417797168,1.0 +scale_up,,31788,63576,95364,0.4305943537267915,0.040480519940723485,0.6032353476040453,2.0 +scale_up,,31788,127152,158940,0.42000350157952415,0.037657163238201175,0.6308422456238965,4.0 diff --git a/experiments/fusion_synthesizer.pt b/experiments/fusion_synthesizer.pt new file mode 100644 index 0000000000000000000000000000000000000000..694b702becd39ba1897fa515ef806932ae432579 GIT binary patch literal 2520821 zcmbrm2Ur!$(k={=B?%%TNkl+EB}bVq0RxUT?iU-CaH1(}S0rh^UZ|q@>V)eAI*_gd$Rs zqZ1PXlhYFfQQ^ta8R2~6uwX&3QBrK2v!jSmKtMotpG=;RzMm}j^WeC+z|>%VbZ|&q zcrs6TI^7)|ma)i2v4@ z|JF$O_3Z|VPWr8o4DZn-1V)4h3sU%;XDK)F9#vFySXg*MU|4iKudln1a1Y1mglIuD z$00s3EIf`U9U7V#7Z)BX;0l@C*OMO>&JPb88yza>%abwi=E>^!;G_n}rGy8@hX*I{ zlqQ39U!A2?>bp;7(ag=7Rg9S(@QXl^ovJY6>#H{n8_UN71(0Z-qXXW%FI z2U-B# 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