From 585aac297ba83ce424aec834c5d3e5aaee55def2 Mon Sep 17 00:00:00 2001 From: juaristi22 Date: Thu, 24 Jul 2025 15:52:08 +0200 Subject: [PATCH 01/11] target reescaling logic --- .gitignore | 5 + src/policyengine_data/calibration/__init__.py | 1 + .../calibration/calibrate.py | 0 .../calibration/target_reescaling.py | 420 ++++++++++++++++++ 4 files changed, 426 insertions(+) create mode 100644 src/policyengine_data/calibration/__init__.py create mode 100644 src/policyengine_data/calibration/calibrate.py create mode 100644 src/policyengine_data/calibration/target_reescaling.py diff --git a/.gitignore b/.gitignore index b7faf40..0fdd768 100644 --- a/.gitignore +++ b/.gitignore @@ -205,3 +205,8 @@ cython_debug/ marimo/_static/ marimo/_lsp/ __marimo__/ + +.DS_Store + +# Database files +*.db diff --git a/src/policyengine_data/calibration/__init__.py b/src/policyengine_data/calibration/__init__.py new file mode 100644 index 0000000..8c4cb0a --- /dev/null +++ b/src/policyengine_data/calibration/__init__.py @@ -0,0 +1 @@ +from .target_reescaling import rescale_calibration_targets diff --git a/src/policyengine_data/calibration/calibrate.py b/src/policyengine_data/calibration/calibrate.py new file mode 100644 index 0000000..e69de29 diff --git a/src/policyengine_data/calibration/target_reescaling.py b/src/policyengine_data/calibration/target_reescaling.py new file mode 100644 index 0000000..136fb73 --- /dev/null +++ b/src/policyengine_data/calibration/target_reescaling.py @@ -0,0 +1,420 @@ +import os +import pandas as pd +from sqlalchemy import create_engine, text +from typing import Dict, List, Optional, Tuple +import logging + +logger = logging.getLogger(__name__) + + +# Database connection functions +def create_db_connection(db_uri: str): + """Create and return a database engine connection.""" + return create_engine(db_uri) + + +def fetch_stratum_hierarchy(engine) -> pd.DataFrame: + """ + Fetch the complete stratum hierarchy from the database. + + Returns: + DataFrame with stratum_id, stratum_group_id, parent_stratum_id, notes + """ + query = """ + SELECT stratum_id, stratum_group_id, parent_stratum_id, notes + FROM stratum + ORDER BY parent_stratum_id NULLS FIRST, stratum_group_id, stratum_id + """ + return pd.read_sql(query, engine) + + +def fetch_targets(engine, variable: str, period: int, reform_id: int = 0) -> pd.DataFrame: + """ + Fetch targets for a specific variable, period, and reform scenario. + + Args: + engine: SQLAlchemy engine + variable: Target variable name (e.g., 'income_tax') + period: Time period (typically year) + reform_id: Reform scenario ID (0 for baseline) + + Returns: + DataFrame with target data joined with stratum information + """ + query = """ + SELECT + t.target_id, + t.stratum_id, + t.variable, + t.period, + t.reform_id, + t.value, + t.active, + s.stratum_group_id, + s.parent_stratum_id + FROM target t + JOIN stratum s ON t.stratum_id = s.stratum_id + WHERE t.variable = :variable + AND t.period = :period + AND t.reform_id = :reform_id + AND t.active = true + ORDER BY s.parent_stratum_id NULLS FIRST, s.stratum_group_id, s.stratum_id + """ + + return pd.read_sql( + query, + engine, + params={ + 'variable': variable, + 'period': period, + 'reform_id': reform_id + } + ) + + +def fetch_all_targets(engine) -> pd.DataFrame: + """ + Fetch all active targets from the database. + + Returns: + DataFrame with all target data joined with stratum information + """ + query = """ + SELECT + t.target_id, + t.stratum_id, + t.variable, + t.period, + t.reform_id, + t.value, + t.active, + s.stratum_group_id, + s.parent_stratum_id + FROM target t + JOIN stratum s ON t.stratum_id = s.stratum_id + WHERE t.active = true + ORDER BY t.variable, t.period, t.reform_id, + s.parent_stratum_id NULLS FIRST, s.stratum_group_id, s.stratum_id + """ + + return pd.read_sql(query, engine) + + +def get_unique_combinations(targets_df: pd.DataFrame) -> List[Tuple[str, int, int]]: + """ + Get all unique combinations of (variable, period, reform_id) from targets. + + Returns: + List of tuples containing unique combinations + """ + combinations = targets_df[['variable', 'period', 'reform_id']].drop_duplicates() + return [tuple(row) for row in combinations.values] + + +# Hierarchy analysis functions +def get_root_strata(targets_df: pd.DataFrame) -> pd.DataFrame: + """Get all root strata (those without parents).""" + return targets_df[ + (targets_df['parent_stratum_id'].isna()) | + (targets_df['parent_stratum_id'] == 0) + ] + + +def get_children_strata(targets_df: pd.DataFrame, parent_id: int) -> pd.DataFrame: + """Get all children of a specific parent stratum.""" + return targets_df[targets_df['parent_stratum_id'] == parent_id] + + +def get_stratum_groups(targets_df: pd.DataFrame) -> List[int]: + """Get all unique stratum group IDs.""" + return targets_df['stratum_group_id'].unique().tolist() + + +def get_strata_in_group(targets_df: pd.DataFrame, group_id: int) -> pd.DataFrame: + """Get all strata belonging to a specific group.""" + return targets_df[targets_df['stratum_group_id'] == group_id] + + +# Calculation functions +def calculate_group_total(group_df: pd.DataFrame, value_column: str = 'value') -> float: + """Calculate the sum of values for a group of strata.""" + return group_df[value_column].sum() + + +def calculate_scaling_factor(parent_total: float, children_total: float) -> float: + """ + Calculate the scaling factor needed to match parent total. + + Returns 1.0 if children_total is 0 to avoid division by zero. + """ + if children_total == 0: + logger.warning("Children total is 0, returning scaling factor of 1.0") + return 1.0 + return parent_total / children_total + + +def apply_scaling_factor(df: pd.DataFrame, scaling_factor: float, + value_column: str = 'value') -> pd.DataFrame: + """Apply scaling factor to all values in the dataframe.""" + df = df.copy() + df[f'scaled_{value_column}'] = df[value_column] * scaling_factor + df['scaling_factor'] = scaling_factor + return df + + +# Core rescaling logic +def rescale_children_to_parent(targets_df: pd.DataFrame, parent_id: int, + value_column: str = 'value') -> pd.DataFrame: + """ + Rescale all children of a parent to match the parent's total. + + Returns updated dataframe with scaled values. + """ + # Get parent value + parent_rows = targets_df[targets_df['stratum_id'] == parent_id] + if parent_rows.empty: + logger.warning(f"Parent stratum {parent_id} not found") + return targets_df + + parent_value = parent_rows.iloc[0][value_column] + + # Get all children + children = get_children_strata(targets_df, parent_id) + if children.empty: + return targets_df + + # Process each stratum group separately + updated_dfs = [] + for group_id in children['stratum_group_id'].unique(): + group_children = children[children['stratum_group_id'] == group_id] + + # Calculate scaling factor + children_total = calculate_group_total(group_children, value_column) + scaling_factor = calculate_scaling_factor(parent_value, children_total) + + # Apply scaling + scaled_group = apply_scaling_factor(group_children, scaling_factor, value_column) + updated_dfs.append(scaled_group) + + # Combine results + if updated_dfs: + scaled_children = pd.concat(updated_dfs, ignore_index=True) + + # Update the original dataframe + for idx, row in scaled_children.iterrows(): + mask = targets_df['target_id'] == row['target_id'] + targets_df.loc[mask, f'scaled_{value_column}'] = row[f'scaled_{value_column}'] + targets_df.loc[mask, 'scaling_factor'] = row['scaling_factor'] + + return targets_df + + +def get_hierarchy_levels(targets_df: pd.DataFrame) -> Dict[int, List[int]]: + """ + Organize strata by hierarchy level. + + Returns: + Dict mapping level number to list of stratum_ids at that level + """ + levels = {} + processed = set() + + # Level 0: root strata + root_strata = get_root_strata(targets_df) + levels[0] = root_strata['stratum_id'].tolist() + processed.update(levels[0]) + + # Build subsequent levels + level = 1 + while len(processed) < len(targets_df): + current_level = [] + + # Find all strata whose parents are in the previous level + for parent_id in levels[level - 1]: + children = get_children_strata(targets_df, parent_id) + current_level.extend(children['stratum_id'].tolist()) + + if not current_level: + break + + levels[level] = current_level + processed.update(current_level) + level += 1 + + return levels + + +def rescale_targets_hierarchically(targets_df: pd.DataFrame) -> pd.DataFrame: + """ + Perform hierarchical rescaling of targets. + + Processes the hierarchy top-down, ensuring each level's children + sum to their parent's total. + """ + # Initialize scaled values + targets_df['scaled_value'] = targets_df['value'].copy() + targets_df['scaling_factor'] = 1.0 + + # Get hierarchy levels + levels = get_hierarchy_levels(targets_df) + + # Process each level (starting from level 1, as level 0 has no parents) + for level in sorted(levels.keys())[1:]: + for stratum_id in levels[level - 1]: # Parents are in previous level + targets_df = rescale_children_to_parent( + targets_df, stratum_id, value_column='scaled_value' + ) + + return targets_df + + +# Update database functions +def prepare_update_data(targets_df: pd.DataFrame) -> List[Dict]: + """Prepare data for database update.""" + updates = [] + for _, row in targets_df.iterrows(): + updates.append({ + 'target_id': row['target_id'], + 'reescaled_value': row['scaled_value'], + 'original_value': row['value'], + 'scaling_factor': row['scaling_factor'] + }) + return updates + + +def update_targets_in_db(engine, updates: List[Dict]) -> int: + """ + Update target values in the database. + + Returns: + Number of records updated + """ + if not updates: + return 0 + + with engine.begin() as conn: + for update in updates: + query = text(""" + UPDATE target + SET value = :reescaled_value + WHERE target_id = :target_id + """) + conn.execute(query, update) + + return len(updates) + + +# Main rescaling function +def rescale_calibration_targets(db_uri: str, variable: str = None, period: int = None, reform_id: int = None, dry_run: bool = True) -> pd.DataFrame: + """ + Main function to rescale calibration targets hierarchically. + + Args: + db_uri: Database connection string + variable: Target variable to rescale (None = all variables) + period: Time period (None = all periods) + reform_id: Reform scenario ID (None = all reforms, default 0 for baseline) + dry_run: If True, return results without updating database + + Returns: + DataFrame with original and rescaled values + """ + # Connect to database + engine = create_db_connection(db_uri) + + # Determine what to rescale + if variable is None or period is None or reform_id is None: + # Need to fetch all targets to determine combinations + all_targets = fetch_all_targets(engine) + + if all_targets.empty: + logger.warning("No active targets found in database") + return pd.DataFrame() + + # Get unique combinations to process + combinations = get_unique_combinations(all_targets) + + # Filter combinations based on provided parameters + filtered_combinations = [] + for var, per, ref in combinations: + if (variable is None or var == variable) and \ + (period is None or per == period) and \ + (reform_id is None or ref == reform_id): + filtered_combinations.append((var, per, ref)) + + logger.info(f"Found {len(filtered_combinations)} unique combinations to rescale") + + # Process each combination + all_results = [] + for var, per, ref in filtered_combinations: + logger.info(f"\nProcessing: variable='{var}', period={per}, reform_id={ref}") + + # Get targets for this combination + targets_df = all_targets[ + (all_targets['variable'] == var) & + (all_targets['period'] == per) & + (all_targets['reform_id'] == ref) + ].copy() + + # Perform rescaling + rescaled_df = rescale_targets_hierarchically(targets_df) + + # Add to results + all_results.append(rescaled_df) + + # Combine all results + if all_results: + combined_results = pd.concat(all_results, ignore_index=True) + else: + logger.warning("No targets to rescale") + return pd.DataFrame() + + else: + # Single combination specified + targets_df = fetch_targets(engine, variable, period, reform_id) + + if targets_df.empty: + logger.warning(f"No targets found for {variable} in period {period}") + return pd.DataFrame() + + # Perform rescaling + logger.info(f"Rescaling {len(targets_df)} targets for {variable}") + combined_results = rescale_targets_hierarchically(targets_df) + + # Prepare results + results_df = combined_results[[ + 'target_id', 'stratum_id', 'stratum_group_id', 'parent_stratum_id', + 'variable', 'period', 'reform_id', 'value', 'scaled_value', 'scaling_factor' + ]].copy() + + # Update database if not dry run + if not dry_run: + updates = prepare_update_data(combined_results) + updated_count = update_targets_in_db(engine, updates) + logger.info(f"\nTotal: Updated {updated_count} records in database") + else: + logger.info("\nDry run mode - no database updates performed") + + # Summary statistics + logger.info(f"\nRescaling summary:") + logger.info(f"Total targets processed: {len(results_df)}") + changed = results_df[results_df['scaling_factor'] != 1.0] + logger.info(f"Targets that were rescaled: {len(changed)}") + + if len(changed) > 0: + logger.info(f"Average scaling factor: {changed['scaling_factor'].mean():.4f}") + logger.info(f"Min scaling factor: {changed['scaling_factor'].min():.4f}") + logger.info(f"Max scaling factor: {changed['scaling_factor'].max():.4f}") + + return results_df + + +if __name__ == "__main__": + # Local SQLite databse Ben created + db_uri = "sqlite:////Users/movil1/Desktop/PYTHONJOBS/PolicyEngine/policy_data.db" + + results = rescale_calibration_targets( + db_uri=db_uri) + + print("\nRescaling Results:") + print(results) From 38fb677481e035c8a3333248739167cbd7add9da Mon Sep 17 00:00:00 2001 From: juaristi22 Date: Thu, 24 Jul 2025 16:47:43 +0200 Subject: [PATCH 02/11] add test --- .../calibration/calibrate.py | 1 + .../calibration/target_reescaling.py | 334 +++++++++++------- tests/test_target_reescaling.py | 28 ++ 3 files changed, 226 insertions(+), 137 deletions(-) create mode 100644 tests/test_target_reescaling.py diff --git a/src/policyengine_data/calibration/calibrate.py b/src/policyengine_data/calibration/calibrate.py index e69de29..8b13789 100644 --- a/src/policyengine_data/calibration/calibrate.py +++ b/src/policyengine_data/calibration/calibrate.py @@ -0,0 +1 @@ + diff --git a/src/policyengine_data/calibration/target_reescaling.py b/src/policyengine_data/calibration/target_reescaling.py index 136fb73..1587c8b 100644 --- a/src/policyengine_data/calibration/target_reescaling.py +++ b/src/policyengine_data/calibration/target_reescaling.py @@ -1,22 +1,20 @@ -import os +import logging +from typing import Dict, List, Optional, Tuple + import pandas as pd from sqlalchemy import create_engine, text -from typing import Dict, List, Optional, Tuple -import logging logger = logging.getLogger(__name__) +""" +Database connection and structure functions +""" -# Database connection functions -def create_db_connection(db_uri: str): - """Create and return a database engine connection.""" - return create_engine(db_uri) - -def fetch_stratum_hierarchy(engine) -> pd.DataFrame: +def fetch_stratum_hierarchy(engine: create_engine) -> pd.DataFrame: """ Fetch the complete stratum hierarchy from the database. - + Returns: DataFrame with stratum_id, stratum_group_id, parent_stratum_id, notes """ @@ -28,16 +26,18 @@ def fetch_stratum_hierarchy(engine) -> pd.DataFrame: return pd.read_sql(query, engine) -def fetch_targets(engine, variable: str, period: int, reform_id: int = 0) -> pd.DataFrame: +def fetch_targets( + engine, variable: str, period: int, reform_id: Optional[int] = 0 +) -> pd.DataFrame: """ Fetch targets for a specific variable, period, and reform scenario. - + Args: engine: SQLAlchemy engine variable: Target variable name (e.g., 'income_tax') period: Time period (typically year) reform_id: Reform scenario ID (0 for baseline) - + Returns: DataFrame with target data joined with stratum information """ @@ -60,22 +60,22 @@ def fetch_targets(engine, variable: str, period: int, reform_id: int = 0) -> pd. AND t.active = true ORDER BY s.parent_stratum_id NULLS FIRST, s.stratum_group_id, s.stratum_id """ - + return pd.read_sql( - query, + query, engine, params={ - 'variable': variable, - 'period': period, - 'reform_id': reform_id - } + "variable": variable, + "period": period, + "reform_id": reform_id, + }, ) -def fetch_all_targets(engine) -> pd.DataFrame: +def fetch_all_targets(engine: create_engine) -> pd.DataFrame: """ Fetch all active targets from the database. - + Returns: DataFrame with all target data joined with stratum information """ @@ -96,55 +96,75 @@ def fetch_all_targets(engine) -> pd.DataFrame: ORDER BY t.variable, t.period, t.reform_id, s.parent_stratum_id NULLS FIRST, s.stratum_group_id, s.stratum_id """ - + return pd.read_sql(query, engine) -def get_unique_combinations(targets_df: pd.DataFrame) -> List[Tuple[str, int, int]]: +def get_unique_combinations( + targets_df: pd.DataFrame, +) -> List[Tuple[str, int, int]]: """ Get all unique combinations of (variable, period, reform_id) from targets. - + Returns: List of tuples containing unique combinations """ - combinations = targets_df[['variable', 'period', 'reform_id']].drop_duplicates() + combinations = targets_df[ + ["variable", "period", "reform_id"] + ].drop_duplicates() return [tuple(row) for row in combinations.values] -# Hierarchy analysis functions +""" +Hierarchy analysis functions +""" + + def get_root_strata(targets_df: pd.DataFrame) -> pd.DataFrame: """Get all root strata (those without parents).""" return targets_df[ - (targets_df['parent_stratum_id'].isna()) | - (targets_df['parent_stratum_id'] == 0) + (targets_df["parent_stratum_id"].isna()) + | (targets_df["parent_stratum_id"] == 0) ] -def get_children_strata(targets_df: pd.DataFrame, parent_id: int) -> pd.DataFrame: +def get_children_strata( + targets_df: pd.DataFrame, parent_id: int +) -> pd.DataFrame: """Get all children of a specific parent stratum.""" - return targets_df[targets_df['parent_stratum_id'] == parent_id] + return targets_df[targets_df["parent_stratum_id"] == parent_id] def get_stratum_groups(targets_df: pd.DataFrame) -> List[int]: """Get all unique stratum group IDs.""" - return targets_df['stratum_group_id'].unique().tolist() + return targets_df["stratum_group_id"].unique().tolist() -def get_strata_in_group(targets_df: pd.DataFrame, group_id: int) -> pd.DataFrame: +def get_strata_in_group( + targets_df: pd.DataFrame, group_id: int +) -> pd.DataFrame: """Get all strata belonging to a specific group.""" - return targets_df[targets_df['stratum_group_id'] == group_id] + return targets_df[targets_df["stratum_group_id"] == group_id] + + +""" +Calculation functions +""" -# Calculation functions -def calculate_group_total(group_df: pd.DataFrame, value_column: str = 'value') -> float: +def calculate_group_total( + group_df: pd.DataFrame, value_column: Optional[str] = "value" +) -> float: """Calculate the sum of values for a group of strata.""" return group_df[value_column].sum() -def calculate_scaling_factor(parent_total: float, children_total: float) -> float: +def calculate_scaling_factor( + parent_total: float, children_total: float +) -> float: """ Calculate the scaling factor needed to match parent total. - + Returns 1.0 if children_total is 0 to avoid division by zero. """ if children_total == 0: @@ -153,118 +173,132 @@ def calculate_scaling_factor(parent_total: float, children_total: float) -> floa return parent_total / children_total -def apply_scaling_factor(df: pd.DataFrame, scaling_factor: float, - value_column: str = 'value') -> pd.DataFrame: +def apply_scaling_factor( + df: pd.DataFrame, + scaling_factor: float, + value_column: Optional[str] = "value", +) -> pd.DataFrame: """Apply scaling factor to all values in the dataframe.""" df = df.copy() - df[f'scaled_{value_column}'] = df[value_column] * scaling_factor - df['scaling_factor'] = scaling_factor + df[f"scaled_{value_column}"] = df[value_column] * scaling_factor + df["scaling_factor"] = scaling_factor return df -# Core rescaling logic -def rescale_children_to_parent(targets_df: pd.DataFrame, parent_id: int, - value_column: str = 'value') -> pd.DataFrame: +""" +Rescaling functions +""" + + +def rescale_children_to_parent( + targets_df: pd.DataFrame, + parent_id: int, + value_column: Optional[str] = "value", +) -> pd.DataFrame: """ Rescale all children of a parent to match the parent's total. - + Returns updated dataframe with scaled values. """ # Get parent value - parent_rows = targets_df[targets_df['stratum_id'] == parent_id] + parent_rows = targets_df[targets_df["stratum_id"] == parent_id] if parent_rows.empty: logger.warning(f"Parent stratum {parent_id} not found") return targets_df - + parent_value = parent_rows.iloc[0][value_column] - + # Get all children children = get_children_strata(targets_df, parent_id) if children.empty: return targets_df - + # Process each stratum group separately updated_dfs = [] - for group_id in children['stratum_group_id'].unique(): - group_children = children[children['stratum_group_id'] == group_id] - + for group_id in children["stratum_group_id"].unique(): + group_children = children[children["stratum_group_id"] == group_id] + # Calculate scaling factor children_total = calculate_group_total(group_children, value_column) scaling_factor = calculate_scaling_factor(parent_value, children_total) - + # Apply scaling - scaled_group = apply_scaling_factor(group_children, scaling_factor, value_column) + scaled_group = apply_scaling_factor( + group_children, scaling_factor, value_column + ) updated_dfs.append(scaled_group) - + # Combine results if updated_dfs: scaled_children = pd.concat(updated_dfs, ignore_index=True) - + # Update the original dataframe for idx, row in scaled_children.iterrows(): - mask = targets_df['target_id'] == row['target_id'] - targets_df.loc[mask, f'scaled_{value_column}'] = row[f'scaled_{value_column}'] - targets_df.loc[mask, 'scaling_factor'] = row['scaling_factor'] - + mask = targets_df["target_id"] == row["target_id"] + targets_df.loc[mask, f"scaled_{value_column}"] = row[ + f"scaled_{value_column}" + ] + targets_df.loc[mask, "scaling_factor"] = row["scaling_factor"] + return targets_df def get_hierarchy_levels(targets_df: pd.DataFrame) -> Dict[int, List[int]]: """ Organize strata by hierarchy level. - + Returns: Dict mapping level number to list of stratum_ids at that level """ levels = {} processed = set() - + # Level 0: root strata root_strata = get_root_strata(targets_df) - levels[0] = root_strata['stratum_id'].tolist() + levels[0] = root_strata["stratum_id"].tolist() processed.update(levels[0]) - + # Build subsequent levels level = 1 while len(processed) < len(targets_df): current_level = [] - + # Find all strata whose parents are in the previous level for parent_id in levels[level - 1]: children = get_children_strata(targets_df, parent_id) - current_level.extend(children['stratum_id'].tolist()) - + current_level.extend(children["stratum_id"].tolist()) + if not current_level: break - + levels[level] = current_level processed.update(current_level) level += 1 - + return levels def rescale_targets_hierarchically(targets_df: pd.DataFrame) -> pd.DataFrame: """ Perform hierarchical rescaling of targets. - + Processes the hierarchy top-down, ensuring each level's children sum to their parent's total. """ # Initialize scaled values - targets_df['scaled_value'] = targets_df['value'].copy() - targets_df['scaling_factor'] = 1.0 - + targets_df["scaled_value"] = targets_df["value"].copy() + targets_df["scaling_factor"] = 1.0 + # Get hierarchy levels levels = get_hierarchy_levels(targets_df) - + # Process each level (starting from level 1, as level 0 has no parents) for level in sorted(levels.keys())[1:]: for stratum_id in levels[level - 1]: # Parents are in previous level targets_df = rescale_children_to_parent( - targets_df, stratum_id, value_column='scaled_value' + targets_df, stratum_id, value_column="scaled_value" ) - + return targets_df @@ -273,139 +307,166 @@ def prepare_update_data(targets_df: pd.DataFrame) -> List[Dict]: """Prepare data for database update.""" updates = [] for _, row in targets_df.iterrows(): - updates.append({ - 'target_id': row['target_id'], - 'reescaled_value': row['scaled_value'], - 'original_value': row['value'], - 'scaling_factor': row['scaling_factor'] - }) + updates.append( + { + "target_id": row["target_id"], + "reescaled_value": row["scaled_value"], + "original_value": row["value"], + "scaling_factor": row["scaling_factor"], + } + ) return updates def update_targets_in_db(engine, updates: List[Dict]) -> int: """ Update target values in the database. - + Returns: Number of records updated """ if not updates: return 0 - + with engine.begin() as conn: for update in updates: - query = text(""" + query = text( + """ UPDATE target SET value = :reescaled_value WHERE target_id = :target_id - """) + """ + ) conn.execute(query, update) - + return len(updates) -# Main rescaling function -def rescale_calibration_targets(db_uri: str, variable: str = None, period: int = None, reform_id: int = None, dry_run: bool = True) -> pd.DataFrame: +""" +Main rescaling function to be called externally +""" + + +def rescale_calibration_targets( + db_uri: str, + variable: Optional[str] = None, + period: Optional[int] = None, + reform_id: Optional[int] = None, + update_database: Optional[bool] = False, +) -> pd.DataFrame: """ Main function to rescale calibration targets hierarchically. - + Args: db_uri: Database connection string variable: Target variable to rescale (None = all variables) period: Time period (None = all periods) reform_id: Reform scenario ID (None = all reforms, default 0 for baseline) - dry_run: If True, return results without updating database - + update_database: If True, update the database with rescaled values + Returns: DataFrame with original and rescaled values """ # Connect to database - engine = create_db_connection(db_uri) - + engine = create_engine(db_uri) + # Determine what to rescale if variable is None or period is None or reform_id is None: # Need to fetch all targets to determine combinations all_targets = fetch_all_targets(engine) - + if all_targets.empty: logger.warning("No active targets found in database") return pd.DataFrame() - + # Get unique combinations to process combinations = get_unique_combinations(all_targets) - + # Filter combinations based on provided parameters filtered_combinations = [] for var, per, ref in combinations: - if (variable is None or var == variable) and \ - (period is None or per == period) and \ - (reform_id is None or ref == reform_id): + if ( + (variable is None or var == variable) + and (period is None or per == period) + and (reform_id is None or ref == reform_id) + ): filtered_combinations.append((var, per, ref)) - - logger.info(f"Found {len(filtered_combinations)} unique combinations to rescale") - + + logger.info( + f"Found {len(filtered_combinations)} unique combinations to rescale" + ) + # Process each combination all_results = [] for var, per, ref in filtered_combinations: - logger.info(f"\nProcessing: variable='{var}', period={per}, reform_id={ref}") - + logger.info( + f"\nProcessing: variable='{var}', period={per}, reform_id={ref}" + ) + # Get targets for this combination targets_df = all_targets[ - (all_targets['variable'] == var) & - (all_targets['period'] == per) & - (all_targets['reform_id'] == ref) + (all_targets["variable"] == var) + & (all_targets["period"] == per) + & (all_targets["reform_id"] == ref) ].copy() - + # Perform rescaling rescaled_df = rescale_targets_hierarchically(targets_df) - + # Add to results all_results.append(rescaled_df) - + # Combine all results if all_results: combined_results = pd.concat(all_results, ignore_index=True) else: logger.warning("No targets to rescale") return pd.DataFrame() - + else: # Single combination specified targets_df = fetch_targets(engine, variable, period, reform_id) - + if targets_df.empty: - logger.warning(f"No targets found for {variable} in period {period}") + logger.warning( + f"No targets found for {variable} in period {period}" + ) return pd.DataFrame() - + # Perform rescaling logger.info(f"Rescaling {len(targets_df)} targets for {variable}") combined_results = rescale_targets_hierarchically(targets_df) - + # Prepare results - results_df = combined_results[[ - 'target_id', 'stratum_id', 'stratum_group_id', 'parent_stratum_id', - 'variable', 'period', 'reform_id', 'value', 'scaled_value', 'scaling_factor' - ]].copy() - - # Update database if not dry run - if not dry_run: + results_df = combined_results[ + [ + "target_id", + "stratum_id", + "stratum_group_id", + "parent_stratum_id", + "variable", + "period", + "reform_id", + "value", + "scaled_value", + "scaling_factor", + ] + ].copy() + + # Update database if requested + if update_database: updates = prepare_update_data(combined_results) updated_count = update_targets_in_db(engine, updates) logger.info(f"\nTotal: Updated {updated_count} records in database") else: - logger.info("\nDry run mode - no database updates performed") - - # Summary statistics - logger.info(f"\nRescaling summary:") + logger.info( + "\nUpdate database was set to False - no database updates performed" + ) + logger.info(f"Total targets processed: {len(results_df)}") - changed = results_df[results_df['scaling_factor'] != 1.0] + changed = results_df[results_df["scaling_factor"] != 1.0] logger.info(f"Targets that were rescaled: {len(changed)}") - - if len(changed) > 0: - logger.info(f"Average scaling factor: {changed['scaling_factor'].mean():.4f}") - logger.info(f"Min scaling factor: {changed['scaling_factor'].min():.4f}") - logger.info(f"Max scaling factor: {changed['scaling_factor'].max():.4f}") - + return results_df @@ -413,8 +474,7 @@ def rescale_calibration_targets(db_uri: str, variable: str = None, period: int = # Local SQLite databse Ben created db_uri = "sqlite:////Users/movil1/Desktop/PYTHONJOBS/PolicyEngine/policy_data.db" - results = rescale_calibration_targets( - db_uri=db_uri) - + results = rescale_calibration_targets(db_uri=db_uri) + print("\nRescaling Results:") print(results) diff --git a/tests/test_target_reescaling.py b/tests/test_target_reescaling.py new file mode 100644 index 0000000..093f21b --- /dev/null +++ b/tests/test_target_reescaling.py @@ -0,0 +1,28 @@ +""" +Test the logic for rescaling calibration targets from a database. +""" + + +def test_rescale_calibration_targets_from_db() -> None: + from policyengine_data.calibration import rescale_calibration_targets + + # Local SQLite database Ben created + db_uri = "sqlite:////Users/movil1/Desktop/PYTHONJOBS/PolicyEngine/policy_data.db" + + results = rescale_calibration_targets(db_uri=db_uri) + + assert results.columns.tolist() == [ + "target_id", + "stratum_id", + "stratum_group_id", + "parent_stratum_id", + "variable", + "period", + "reform_id", + "value", + "scaled_value", + "scaling_factor", + ], "Missing columns for rescaled targets and scaling factors" + assert results.value.equals( + results.scaled_value + ), "Values and scaled values should match for age targets as state and national values matched" From a3122ee1c6b5e19479bd679ad73bfc0b7f93b3b6 Mon Sep 17 00:00:00 2001 From: juaristi22 Date: Thu, 24 Jul 2025 16:53:50 +0200 Subject: [PATCH 03/11] leave placeholder in test for when database is published to the cloud --- tests/test_target_reescaling.py | 37 ++++++++++++++++++--------------- 1 file changed, 20 insertions(+), 17 deletions(-) diff --git a/tests/test_target_reescaling.py b/tests/test_target_reescaling.py index 093f21b..3140328 100644 --- a/tests/test_target_reescaling.py +++ b/tests/test_target_reescaling.py @@ -7,22 +7,25 @@ def test_rescale_calibration_targets_from_db() -> None: from policyengine_data.calibration import rescale_calibration_targets # Local SQLite database Ben created - db_uri = "sqlite:////Users/movil1/Desktop/PYTHONJOBS/PolicyEngine/policy_data.db" + local_file = "sqlite:////Users/movil1/Desktop/PYTHONJOBS/PolicyEngine/policy_data.db" + # Placeholder for actual database URI once it is published from when merged into us-data + db_uri = None - results = rescale_calibration_targets(db_uri=db_uri) + if db_uri is not None: + results = rescale_calibration_targets(db_uri=db_uri) - assert results.columns.tolist() == [ - "target_id", - "stratum_id", - "stratum_group_id", - "parent_stratum_id", - "variable", - "period", - "reform_id", - "value", - "scaled_value", - "scaling_factor", - ], "Missing columns for rescaled targets and scaling factors" - assert results.value.equals( - results.scaled_value - ), "Values and scaled values should match for age targets as state and national values matched" + assert results.columns.tolist() == [ + "target_id", + "stratum_id", + "stratum_group_id", + "parent_stratum_id", + "variable", + "period", + "reform_id", + "value", + "scaled_value", + "scaling_factor", + ], "Missing columns for rescaled targets and scaling factors" + assert results.value.equals( + results.scaled_value + ), "Values and scaled values should match for age targets as state and national values matched" From 6e4db1750e3cc474052d87221c50a7b0454be4fc Mon Sep 17 00:00:00 2001 From: juaristi22 Date: Thu, 24 Jul 2025 16:55:35 +0200 Subject: [PATCH 04/11] update changelog entry --- changelog_entry.yaml | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/changelog_entry.yaml b/changelog_entry.yaml index 842a252..0cf270e 100644 --- a/changelog_entry.yaml +++ b/changelog_entry.yaml @@ -1,6 +1,4 @@ - bump: minor changes: changed: - - Initialized changelogging. - - Added CI workflows and tests. - - Set up basic package structure and coverage. + - Added logic to rescale calibration targets from a database. From f43465cc45e8e79f3bac9231315092c34acc878a Mon Sep 17 00:00:00 2001 From: juaristi22 Date: Thu, 24 Jul 2025 16:56:18 +0200 Subject: [PATCH 05/11] add sqlalchemy to the dependencies --- pyproject.toml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 75e29b2..4a12887 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -13,7 +13,8 @@ dependencies = [ "pandas", "huggingface_hub", "policyengine-core>=3.6.4", - "microdf-python==0.4.4", + "microdf-python", + "sqlalchemy", ] [project.optional-dependencies] From 9b05744a08171363e4df3fe25516518d324af4b8 Mon Sep 17 00:00:00 2001 From: juaristi22 Date: Thu, 24 Jul 2025 17:00:35 +0200 Subject: [PATCH 06/11] add time to changelog --- changelog.yaml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/changelog.yaml b/changelog.yaml index f3e6e24..0d02920 100644 --- a/changelog.yaml +++ b/changelog.yaml @@ -1,5 +1,5 @@ - changes: added: - Initialized project. - date: 2025-07-22 + date: 2025-07-22 00:00:00 version: 0.1.0 From c9072f67cdb6cd9d5ed3a068a71f67034a3b0a5b Mon Sep 17 00:00:00 2001 From: juaristi22 Date: Tue, 29 Jul 2025 10:40:22 +0200 Subject: [PATCH 07/11] changelog entry --- changelog_entry.yaml | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/changelog_entry.yaml b/changelog_entry.yaml index e69de29..0cf270e 100644 --- a/changelog_entry.yaml +++ b/changelog_entry.yaml @@ -0,0 +1,4 @@ +- bump: minor + changes: + changed: + - Added logic to rescale calibration targets from a database. From 1643f1523dc2896a161383f3a12c28f0301dd55c Mon Sep 17 00:00:00 2001 From: juaristi22 Date: Tue, 29 Jul 2025 10:41:49 +0200 Subject: [PATCH 08/11] restore dependencies after merge --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index 156ee0c..4ecb777 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -15,6 +15,7 @@ dependencies = [ "tables", "policyengine-core>=3.6.4", "microdf-python", + "sqlalchemy", ] [project.optional-dependencies] From b3929eea9b0a7c7b4b1792b8bb09095ecd8a5854 Mon Sep 17 00:00:00 2001 From: juaristi22 Date: Tue, 29 Jul 2025 11:16:35 +0200 Subject: [PATCH 09/11] update to new database format --- .../calibration/policy_data.db | Bin 0 -> 483328 bytes .../calibration/target_reescaling.py | 53 ++++++++++++++---- tests/test_target_reescaling.py | 4 +- 3 files changed, 45 insertions(+), 12 deletions(-) create mode 100644 src/policyengine_data/calibration/policy_data.db diff --git 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engine) @@ -50,10 +51,12 @@ def fetch_targets( t.reform_id, t.value, t.active, + t.tolerance, s.stratum_group_id, - s.parent_stratum_id - FROM target t - JOIN stratum s ON t.stratum_id = s.stratum_id + s.parent_stratum_id, + s.definition_hash + FROM targets t + JOIN strata s ON t.stratum_id = s.stratum_id WHERE t.variable = :variable AND t.period = :period AND t.reform_id = :reform_id @@ -88,10 +91,12 @@ def fetch_all_targets(engine: create_engine) -> pd.DataFrame: t.reform_id, t.value, t.active, + t.tolerance, s.stratum_group_id, - s.parent_stratum_id - FROM target t - JOIN stratum s ON t.stratum_id = s.stratum_id + s.parent_stratum_id, + s.definition_hash + FROM targets t + JOIN strata s ON t.stratum_id = s.stratum_id WHERE t.active = true ORDER BY t.variable, t.period, t.reform_id, s.parent_stratum_id NULLS FIRST, s.stratum_group_id, s.stratum_id @@ -100,6 +105,32 @@ def fetch_all_targets(engine: create_engine) -> pd.DataFrame: return pd.read_sql(query, engine) +def fetch_stratum_constraints(engine, stratum_id: int) -> pd.DataFrame: + """ + Fetch all constraints for a specific stratum. + + Args: + engine: SQLAlchemy engine + stratum_id: The stratum ID to fetch constraints for + + Returns: + DataFrame with constraint details + """ + query = """ + SELECT + stratum_id, + constraint_variable, + operation, + value, + notes + FROM stratum_constraints + WHERE stratum_id = :stratum_id + ORDER BY constraint_variable, operation + """ + + return pd.read_sql(query, engine, params={"stratum_id": stratum_id}) + + def get_unique_combinations( targets_df: pd.DataFrame, ) -> List[Tuple[str, int, int]]: @@ -226,6 +257,7 @@ def rescale_children_to_parent( scaled_group = apply_scaling_factor( group_children, scaling_factor, value_column ) + updated_dfs.append(scaled_group) # Combine results @@ -332,7 +364,7 @@ def update_targets_in_db(engine, updates: List[Dict]) -> int: for update in updates: query = text( """ - UPDATE target + UPDATE targets SET value = :reescaled_value WHERE target_id = :target_id """ @@ -450,6 +482,7 @@ def rescale_calibration_targets( "value", "scaled_value", "scaling_factor", + "tolerance", ] ].copy() @@ -471,8 +504,8 @@ def rescale_calibration_targets( if __name__ == "__main__": - # Local SQLite databse Ben created - db_uri = "sqlite:////Users/movil1/Desktop/PYTHONJOBS/PolicyEngine/policy_data.db" + # Local SQLite database Ben created + db_uri = "sqlite:///src/policyengine_data/calibration/policy_data.db" results = rescale_calibration_targets(db_uri=db_uri) diff --git a/tests/test_target_reescaling.py b/tests/test_target_reescaling.py index 3140328..86a4df7 100644 --- a/tests/test_target_reescaling.py +++ b/tests/test_target_reescaling.py @@ -7,12 +7,12 @@ def test_rescale_calibration_targets_from_db() -> None: from policyengine_data.calibration import rescale_calibration_targets # Local SQLite database Ben created - local_file = "sqlite:////Users/movil1/Desktop/PYTHONJOBS/PolicyEngine/policy_data.db" + local_file = "sqlite:///src/policyengine_data/calibration/policy_data.db" # Placeholder for actual database URI once it is published from when merged into us-data db_uri = None if db_uri is not None: - results = rescale_calibration_targets(db_uri=db_uri) + results = rescale_calibration_targets(db_uri=local_file) assert results.columns.tolist() == [ "target_id", From 2bed8021fcd65bb4150f8b90f3d1549514efef98 Mon Sep 17 00:00:00 2001 From: juaristi22 Date: Tue, 29 Jul 2025 14:18:59 +0200 Subject: [PATCH 10/11] enable test with local file --- tests/test_target_reescaling.py | 36 ++++++++++++++++----------------- 1 file changed, 18 insertions(+), 18 deletions(-) diff --git a/tests/test_target_reescaling.py b/tests/test_target_reescaling.py index 86a4df7..d8e8bb9 100644 --- a/tests/test_target_reescaling.py +++ b/tests/test_target_reescaling.py @@ -8,24 +8,24 @@ def test_rescale_calibration_targets_from_db() -> None: # Local SQLite database Ben created local_file = "sqlite:///src/policyengine_data/calibration/policy_data.db" - # Placeholder for actual database URI once it is published from when merged into us-data + # Placeholder for actual database URI once it is uploaded to Google Cloud db_uri = None - if db_uri is not None: - results = rescale_calibration_targets(db_uri=local_file) + results = rescale_calibration_targets(db_uri=local_file) - assert results.columns.tolist() == [ - "target_id", - "stratum_id", - "stratum_group_id", - "parent_stratum_id", - "variable", - "period", - "reform_id", - "value", - "scaled_value", - "scaling_factor", - ], "Missing columns for rescaled targets and scaling factors" - assert results.value.equals( - results.scaled_value - ), "Values and scaled values should match for age targets as state and national values matched" + assert results.columns.tolist() == [ + "target_id", + "stratum_id", + "stratum_group_id", + "parent_stratum_id", + "variable", + "period", + "reform_id", + "value", + "scaled_value", + "scaling_factor", + "tolerance", + ], "Missing columns for rescaled targets and scaling factors" + assert results.value.equals( + results.scaled_value + ), "Values and scaled values should match for age targets as state and national values matched" From 6869668e0a51f753c68e9109413527136ae8b1c4 Mon Sep 17 00:00:00 2001 From: juaristi22 Date: Wed, 30 Jul 2025 12:56:26 +0200 Subject: [PATCH 11/11] update testing logic to be more comprehensive --- .gitignore | 1 + pyproject.toml | 1 + src/policyengine_data/calibration/__init__.py | 2 +- .../calibration/calibrate.py | 4 +- .../calibration/policy_data.db | Bin 483328 -> 0 bytes ...rget_reescaling.py => target_rescaling.py} | 136 ++++------- tests/test_target_reescaling.py | 31 --- tests/test_target_rescaling.py | 228 ++++++++++++++++++ 8 files changed, 281 insertions(+), 122 deletions(-) delete mode 100644 src/policyengine_data/calibration/policy_data.db rename src/policyengine_data/calibration/{target_reescaling.py => target_rescaling.py} (79%) delete mode 100644 tests/test_target_reescaling.py create mode 100644 tests/test_target_rescaling.py diff --git a/.gitignore b/.gitignore index 6c8074f..a593fcb 100644 --- a/.gitignore +++ b/.gitignore @@ -209,5 +209,6 @@ __marimo__/ # Data files *.csv *.h5 +*.db .DS_Store diff --git a/pyproject.toml b/pyproject.toml index 4ecb777..38162fd 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -16,6 +16,7 @@ dependencies = [ "policyengine-core>=3.6.4", "microdf-python", "sqlalchemy", + "huggingface_hub", ] [project.optional-dependencies] diff --git a/src/policyengine_data/calibration/__init__.py b/src/policyengine_data/calibration/__init__.py index 8c4cb0a..bc4d3c1 100644 --- a/src/policyengine_data/calibration/__init__.py +++ b/src/policyengine_data/calibration/__init__.py @@ -1 +1 @@ -from .target_reescaling import rescale_calibration_targets +from .target_rescaling import download_database, rescale_calibration_targets diff --git a/src/policyengine_data/calibration/calibrate.py b/src/policyengine_data/calibration/calibrate.py index 8b13789..6960329 100644 --- a/src/policyengine_data/calibration/calibrate.py +++ b/src/policyengine_data/calibration/calibrate.py @@ -1 +1,3 @@ - +""" +This file will contain the logic for calibrating policy engine data from start to end. 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z#owUj5H$y@IY`ZcYF@AA05$uo*-uSPO;t@rO<7GzO;JrjO7xllTwpZlThQ-^sDJp)2pUOO}CmZHE}gDHJxfYnkM#= zn!l_0o0`9>`HPxAtND|f7uEbx%?oP&pyqiszgP1+HNRE!oSNULc~;FcYMxf}Yc;=8 z^Gh|qQ1f#&|E=a{YMxT_Q#C(P^J6tXQu9MKKTz|1G3nU%)NEAqT{YiP^IvMdt>#;5 zzNzLLYQC=KYiho#=1DbQQS+Z_zO3d6HD6NmMKxbg^SGMNtNEOo&#HM$&7*2Q^FKa6 Bx$po0 diff --git a/src/policyengine_data/calibration/target_reescaling.py b/src/policyengine_data/calibration/target_rescaling.py similarity index 79% rename from src/policyengine_data/calibration/target_reescaling.py rename to src/policyengine_data/calibration/target_rescaling.py index 40113f2..cbd7199 100644 --- a/src/policyengine_data/calibration/target_reescaling.py +++ b/src/policyengine_data/calibration/target_rescaling.py @@ -12,19 +12,38 @@ """ -def fetch_stratum_hierarchy(engine: create_engine) -> pd.DataFrame: +def download_database( + filename: Optional[str] = "policy_data.db", + repo_id: Optional[str] = "policyengine/test", +) -> create_engine: """ - Fetch the complete stratum hierarchy from the database. + Download the SQLite database from Hugging Face Hub and return the connection string. + + Args: + filename: optional name of the database file to download + repo_id: optional Hugging Face repository ID where the database is stored Returns: - DataFrame with stratum_id, stratum_group_id, parent_stratum_id, notes + Connection string for the SQLite database """ - query = """ - SELECT stratum_id, stratum_group_id, parent_stratum_id, notes - FROM strata - ORDER BY parent_stratum_id NULLS FIRST, stratum_group_id, stratum_id - """ - return pd.read_sql(query, engine) + import os + + from huggingface_hub import hf_hub_download + + # Download the file to the current working directory + try: + downloaded_path = hf_hub_download( + repo_id=repo_id, + filename=filename, + local_dir=".", # Use "." for the current working directory + local_dir_use_symlinks=False, # Recommended to avoid symlinks + ) + path = os.path.abspath(downloaded_path) + logger.info(f"File downloaded successfully to: {path}") + return f"sqlite:///{path}" + + except Exception as e: + raise ValueError(f"An error occurred: {e}") def fetch_targets( @@ -105,32 +124,6 @@ def fetch_all_targets(engine: create_engine) -> pd.DataFrame: return pd.read_sql(query, engine) -def fetch_stratum_constraints(engine, stratum_id: int) -> pd.DataFrame: - """ - Fetch all constraints for a specific stratum. - - Args: - engine: SQLAlchemy engine - stratum_id: The stratum ID to fetch constraints for - - Returns: - DataFrame with constraint details - """ - query = """ - SELECT - stratum_id, - constraint_variable, - operation, - value, - notes - FROM stratum_constraints - WHERE stratum_id = :stratum_id - ORDER BY constraint_variable, operation - """ - - return pd.read_sql(query, engine, params={"stratum_id": stratum_id}) - - def get_unique_combinations( targets_df: pd.DataFrame, ) -> List[Tuple[str, int, int]]: @@ -166,18 +159,6 @@ def get_children_strata( return targets_df[targets_df["parent_stratum_id"] == parent_id] -def get_stratum_groups(targets_df: pd.DataFrame) -> List[int]: - """Get all unique stratum group IDs.""" - return targets_df["stratum_group_id"].unique().tolist() - - -def get_strata_in_group( - targets_df: pd.DataFrame, group_id: int -) -> pd.DataFrame: - """Get all strata belonging to a specific group.""" - return targets_df[targets_df["stratum_group_id"] == group_id] - - """ Calculation functions """ @@ -204,18 +185,6 @@ def calculate_scaling_factor( return parent_total / children_total -def apply_scaling_factor( - df: pd.DataFrame, - scaling_factor: float, - value_column: Optional[str] = "value", -) -> pd.DataFrame: - """Apply scaling factor to all values in the dataframe.""" - df = df.copy() - df[f"scaled_{value_column}"] = df[value_column] * scaling_factor - df["scaling_factor"] = scaling_factor - return df - - """ Rescaling functions """ @@ -224,20 +193,19 @@ def apply_scaling_factor( def rescale_children_to_parent( targets_df: pd.DataFrame, parent_id: int, - value_column: Optional[str] = "value", ) -> pd.DataFrame: """ Rescale all children of a parent to match the parent's total. Returns updated dataframe with scaled values. """ - # Get parent value + # Get parent scaled value parent_rows = targets_df[targets_df["stratum_id"] == parent_id] if parent_rows.empty: logger.warning(f"Parent stratum {parent_id} not found") return targets_df - parent_value = parent_rows.iloc[0][value_column] + parent_value = parent_rows.iloc[0]["scaled_value"] # Get all children children = get_children_strata(targets_df, parent_id) @@ -245,32 +213,20 @@ def rescale_children_to_parent( return targets_df # Process each stratum group separately - updated_dfs = [] for group_id in children["stratum_group_id"].unique(): group_children = children[children["stratum_group_id"] == group_id] - # Calculate scaling factor - children_total = calculate_group_total(group_children, value_column) + # Calculate scaling factor based on current scaled values + children_total = calculate_group_total(group_children, "scaled_value") scaling_factor = calculate_scaling_factor(parent_value, children_total) - # Apply scaling - scaled_group = apply_scaling_factor( - group_children, scaling_factor, value_column - ) - - updated_dfs.append(scaled_group) - - # Combine results - if updated_dfs: - scaled_children = pd.concat(updated_dfs, ignore_index=True) - - # Update the original dataframe - for idx, row in scaled_children.iterrows(): - mask = targets_df["target_id"] == row["target_id"] - targets_df.loc[mask, f"scaled_{value_column}"] = row[ - f"scaled_{value_column}" - ] - targets_df.loc[mask, "scaling_factor"] = row["scaling_factor"] + # Update scaled values and scaling factors directly in the main dataframe + for _, child in group_children.iterrows(): + mask = targets_df["target_id"] == child["target_id"] + targets_df.loc[mask, "scaled_value"] = ( + child["scaled_value"] * scaling_factor + ) + targets_df.loc[mask, "scaling_factor"] = scaling_factor return targets_df @@ -327,14 +283,16 @@ def rescale_targets_hierarchically(targets_df: pd.DataFrame) -> pd.DataFrame: # Process each level (starting from level 1, as level 0 has no parents) for level in sorted(levels.keys())[1:]: for stratum_id in levels[level - 1]: # Parents are in previous level - targets_df = rescale_children_to_parent( - targets_df, stratum_id, value_column="scaled_value" - ) + targets_df = rescale_children_to_parent(targets_df, stratum_id) return targets_df -# Update database functions +""" +Functions for preparing and updating database +""" + + def prepare_update_data(targets_df: pd.DataFrame) -> List[Dict]: """Prepare data for database update.""" updates = [] @@ -504,8 +462,8 @@ def rescale_calibration_targets( if __name__ == "__main__": - # Local SQLite database Ben created - db_uri = "sqlite:///src/policyengine_data/calibration/policy_data.db" + # Connection to database in huggingface hub + db_uri = download_database() results = rescale_calibration_targets(db_uri=db_uri) diff --git a/tests/test_target_reescaling.py b/tests/test_target_reescaling.py deleted file mode 100644 index d8e8bb9..0000000 --- a/tests/test_target_reescaling.py +++ /dev/null @@ -1,31 +0,0 @@ -""" -Test the logic for rescaling calibration targets from a database. -""" - - -def test_rescale_calibration_targets_from_db() -> None: - from policyengine_data.calibration import rescale_calibration_targets - - # Local SQLite database Ben created - local_file = "sqlite:///src/policyengine_data/calibration/policy_data.db" - # Placeholder for actual database URI once it is uploaded to Google Cloud - db_uri = None - - results = rescale_calibration_targets(db_uri=local_file) - - assert results.columns.tolist() == [ - "target_id", - "stratum_id", - "stratum_group_id", - "parent_stratum_id", - "variable", - "period", - "reform_id", - "value", - "scaled_value", - "scaling_factor", - "tolerance", - ], "Missing columns for rescaled targets and scaling factors" - assert results.value.equals( - results.scaled_value - ), "Values and scaled values should match for age targets as state and national values matched" diff --git a/tests/test_target_rescaling.py b/tests/test_target_rescaling.py new file mode 100644 index 0000000..fc6cc82 --- /dev/null +++ b/tests/test_target_rescaling.py @@ -0,0 +1,228 @@ +""" +Test the logic for rescaling calibration targets from a database. +""" + + +def setup_test_database(): + """ + Creates an in-memory SQLite database for testing. + Populates it with a geographic hierarchy where children do not sum to the parent. + - Parent: USA (stratum_id=1), value=1000 + - Children: NC (stratum_id=2, value=400), CA (stratum_id=3, value=500) + - Children Sum = 900, which requires scaling. + """ + import pandas as pd + from sqlalchemy import create_engine + + # It's going to create a database from scratch + db_uri = "sqlite:///test_policy_data.db" + engine = create_engine(db_uri) + + # Define schema + strata_schema = """ + CREATE TABLE strata ( + stratum_id INTEGER PRIMARY KEY, + stratum_group_id INTEGER, + parent_stratum_id INTEGER, + notes TEXT, + definition_hash TEXT + ) + """ + targets_schema = """ + CREATE TABLE targets ( + target_id INTEGER PRIMARY KEY, + stratum_id INTEGER, + variable TEXT, + period INTEGER, + reform_id INTEGER, + value REAL, + active BOOLEAN, + tolerance REAL, + FOREIGN KEY(stratum_id) REFERENCES strata(stratum_id) + ) + """ + + with engine.connect() as conn: + # Drop tables if they exist to ensure clean state + conn.exec_driver_sql("DROP TABLE IF EXISTS targets") + conn.exec_driver_sql("DROP TABLE IF EXISTS strata") + conn.exec_driver_sql(strata_schema) + conn.exec_driver_sql(targets_schema) + + # Create test data + strata_data = pd.DataFrame( + [ + { + "stratum_id": 1, + "stratum_group_id": 10, + "parent_stratum_id": None, + "notes": "USA Total", + }, + { + "stratum_id": 2, + "stratum_group_id": 11, + "parent_stratum_id": 1, + "notes": "North Carolina", + }, + { + "stratum_id": 3, + "stratum_group_id": 11, + "parent_stratum_id": 1, + "notes": "California", + }, + # Add another stratum for a different hierarchy to ensure isolation + { + "stratum_id": 4, + "stratum_group_id": 20, + "parent_stratum_id": None, + "notes": "Wealth Total", + }, + ] + ) + + targets_data = pd.DataFrame( + [ + # --- Primary test case: 'income' for 2025 --- + { + "target_id": 101, + "stratum_id": 1, + "variable": "income", + "period": 2025, + "reform_id": 0, + "value": 1000.0, + "active": True, + "tolerance": 0.01, + }, + { + "target_id": 102, + "stratum_id": 2, + "variable": "income", + "period": 2025, + "reform_id": 0, + "value": 400.0, + "active": True, + "tolerance": 0.05, + }, + { + "target_id": 103, + "stratum_id": 3, + "variable": "income", + "period": 2025, + "reform_id": 0, + "value": 500.0, + "active": True, + "tolerance": 0.05, + }, + # --- Data that should be ignored by the test --- + # Inactive target + { + "target_id": 104, + "stratum_id": 2, + "variable": "income", + "period": 2025, + "reform_id": 0, + "value": 9999.0, + "active": False, + "tolerance": 0.05, + }, + # Target for a different variable + { + "target_id": 105, + "stratum_id": 4, + "variable": "wealth", + "period": 2025, + "reform_id": 0, + "value": 5000.0, + "active": True, + "tolerance": 0.01, + }, + ] + ) + + # Load data into the database + strata_data.to_sql("strata", engine, if_exists="append", index=False) + targets_data.to_sql("targets", engine, if_exists="append", index=False) + + return db_uri + + +def test_rescale_with_geographic_scaling(): + """ + Tests that child strata (states) are correctly scaled to match the + parent stratum (nation) total. + """ + import pytest + from policyengine_data.calibration.target_rescaling import ( + rescale_calibration_targets, + ) + + db_uri = setup_test_database() + variable_to_test = "income" + period_to_test = 2025 + reform_id_to_test = 0 + + # Execute the function + results_df = rescale_calibration_targets( + db_uri=db_uri, + variable=variable_to_test, + period=period_to_test, + reform_id=reform_id_to_test, + update_database=False, # We don't need to update the DB for this test + ) + + # --- Verification --- + assert not results_df.empty, "Result DataFrame should not be empty" + assert ( + len(results_df) == 3 + ), "Should only process the 3 active 'income' targets" + + # Define expected values + parent_value = 1000.0 + children_sum = 400.0 + 500.0 + expected_scaling_factor = ( + parent_value / children_sum + ) # 1000 / 900 = 1.111... + + # Extract results for each stratum for clarity + parent_usa = results_df[results_df["stratum_id"] == 1].iloc[0] + child_nc = results_df[results_df["stratum_id"] == 2].iloc[0] + child_ca = results_df[results_df["stratum_id"] == 3].iloc[0] + + # 1. Check Parent (USA) - should be unchanged + assert parent_usa["value"] == 1000.0 + assert parent_usa["scaled_value"] == 1000.0 + assert parent_usa["scaling_factor"] == 1.0 + + # 2. Check Children (NC and CA) - should be scaled + # Use pytest.approx for floating point comparisons + assert child_nc["scaling_factor"] == pytest.approx(expected_scaling_factor) + assert child_nc["scaled_value"] == pytest.approx( + 400.0 * expected_scaling_factor + ) + + assert child_ca["scaling_factor"] == pytest.approx(expected_scaling_factor) + assert child_ca["scaled_value"] == pytest.approx( + 500.0 * expected_scaling_factor + ) + + # 3. Check consistency: sum of scaled children should equal parent value + sum_of_scaled_children = ( + child_nc["scaled_value"] + child_ca["scaled_value"] + ) + assert sum_of_scaled_children == pytest.approx(parent_usa["scaled_value"]) + + print("\nTest passed: Geographic scaling successful.") + print(f"Original Children Sum: {children_sum}") + print(f"Parent Total: {parent_value}") + print(f"Calculated Scaling Factor: {expected_scaling_factor:.4f}") + print( + f"Sum of Scaled Children: {sum_of_scaled_children:.4f} (matches parent total)" + ) + print("\nFinal Results DataFrame:") + print(results_df) + + # Cleanup + import os + + if os.path.exists("test_policy_data.db"): + os.remove("test_policy_data.db")