Upload batch 5 to staging for candidate 5a357137e2fd33975745603915e98a51b7be81d0 (crfb-longrun-20260520-5a35713-annual)

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2075.log

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+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2075-2075
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2075-2075
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2075/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2075:  424.7M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.20 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2075] Income guard baseline: $162833.0B across 2 groups
+  [DEBUG 2075] SS baseline: $25190.8B, target: $13561.0B
+  [DEBUG 2075] Payroll cap: $969,300
+  [DEBUG 2075] Payroll baseline: $76303.0B, target: $72131.0B
+  [DEBUG 2075] OASDI TOB baseline: $1497.2B, target: $815.1B
+  [DEBUG 2075] HI TOB baseline: $844.8B, target: $688.2B
+  [DEBUG 2075] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2075] SS achieved: $13561.0B (error: $0.0M, -0.000%)
+  [DEBUG 2075] Payroll achieved: $72131.0B (error: $0.0M, -0.000%)
+  [DEBUG 2075] OASDI TOB achieved: $815.1B (error: $0.0M, 0.000%)
+  [DEBUG 2075] HI TOB achieved: $688.2B (error: $0.0M, -0.000%)
+  Saved 2075.h5 and metadata
+2075      424.7M     $59192.8B     $37220.8B     48.94GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2076.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2076-2076
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2076-2076
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2076/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2076:  426.1M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.19 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2076] Income guard baseline: $169672.0B across 2 groups
+  [DEBUG 2076] SS baseline: $26532.7B, target: $14111.1B
+  [DEBUG 2076] Payroll cap: $1,002,300
+  [DEBUG 2076] Payroll baseline: $79077.6B, target: $74862.0B
+  [DEBUG 2076] OASDI TOB baseline: $1589.0B, target: $853.4B
+  [DEBUG 2076] HI TOB baseline: $891.4B, target: $717.0B
+  [DEBUG 2076] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2076] SS achieved: $14111.1B (error: $0.0M, -0.000%)
+  [DEBUG 2076] Payroll achieved: $74862.0B (error: $0.0M, -0.000%)
+  [DEBUG 2076] OASDI TOB achieved: $853.4B (error: $0.0M, 0.000%)
+  [DEBUG 2076] HI TOB achieved: $717.0B (error: $0.0M, -0.000%)
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Saved 2076.h5 and metadata
+2076      426.1M     $61223.4B     $38709.8B     48.95GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2077.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2077-2077
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2077-2077
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2077/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2077:  427.4M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.18 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2077] Income guard baseline: $176805.4B across 2 groups
+  [DEBUG 2077] SS baseline: $27946.0B, target: $14679.9B
+  [DEBUG 2077] Payroll cap: $1,036,500
+  [DEBUG 2077] Payroll baseline: $81954.2B, target: $77698.0B
+  [DEBUG 2077] OASDI TOB baseline: $1685.6B, target: $885.8B
+  [DEBUG 2077] HI TOB baseline: $940.2B, target: $746.8B
+  [DEBUG 2077] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2077] SS achieved: $14679.9B (error: $0.0M, -0.000%)
+  [DEBUG 2077] Payroll achieved: $77698.0B (error: $0.0M, -0.000%)
+  [DEBUG 2077] OASDI TOB achieved: $885.8B (error: $0.0M, 0.000%)
+  [DEBUG 2077] HI TOB achieved: $746.8B (error: $0.0M, -0.000%)
+  Saved 2077.h5 and metadata
+2077      427.4M     $63005.8B     $40256.0B     48.94GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2078.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2078-2078
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2078-2078
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2078/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2078:  428.8M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.17 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2078] Income guard baseline: $184246.0B across 2 groups
+  [DEBUG 2078] SS baseline: $29434.6B, target: $15264.6B
+  [DEBUG 2078] Payroll cap: $1,071,600
+  [DEBUG 2078] Payroll baseline: $84931.4B, target: $80650.0B
+  [DEBUG 2078] OASDI TOB baseline: $1787.5B, target: $919.4B
+  [DEBUG 2078] HI TOB baseline: $991.5B, target: $777.2B
+  [DEBUG 2078] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2078] SS achieved: $15264.6B (error: $0.0M, -0.000%)
+  [DEBUG 2078] Payroll achieved: $80650.0B (error: $0.0M, -0.000%)
+  [DEBUG 2078] OASDI TOB achieved: $919.4B (error: $0.0M, 0.000%)
+  [DEBUG 2078] HI TOB achieved: $777.2B (error: $0.0M, 0.000%)
+  Saved 2078.h5 and metadata
+2078      428.8M     $65617.1B     $41866.6B     48.92GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2079.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2079-2079
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2079-2079
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2079/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2079:  430.1M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.19 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2079] Income guard baseline: $192007.5B across 2 groups
+  [DEBUG 2079] SS baseline: $31002.5B, target: $15861.4B
+  [DEBUG 2079] Payroll cap: $1,107,900
+  [DEBUG 2079] Payroll baseline: $88016.9B, target: $83727.0B
+  [DEBUG 2079] OASDI TOB baseline: $1894.9B, target: $962.9B
+  [DEBUG 2079] HI TOB baseline: $1045.5B, target: $808.5B
+  [DEBUG 2079] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2079] SS achieved: $15861.4B (error: $0.0M, 0.000%)
+  [DEBUG 2079] Payroll achieved: $83727.0B (error: $0.0M, 0.000%)
+  [DEBUG 2079] OASDI TOB achieved: $962.9B (error: $0.0M, 0.000%)
+  [DEBUG 2079] HI TOB achieved: $808.5B (error: $0.0M, 0.000%)
+  Saved 2079.h5 and metadata
+2079      430.1M     $69839.2B     $43540.6B     48.95GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2080.log

@@ -0,0 +1,78 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2080-2080
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2080-2080
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2080/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2080:  431.5M
+  2080:  431.5M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.22 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2080] Income guard baseline: $200104.0B across 2 groups
+  [DEBUG 2080] SS baseline: $32653.9B, target: $16478.3B
+  [DEBUG 2080] Payroll cap: $1,145,700
+  [DEBUG 2080] Payroll baseline: $91218.7B, target: $86933.0B
+  [DEBUG 2080] OASDI TOB baseline: $2010.0B, target: $999.7B
+  [DEBUG 2080] HI TOB baseline: $1101.6B, target: $840.8B
+  [DEBUG 2080] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2080] SS achieved: $16478.3B (error: $0.0M, -0.000%)
+  [DEBUG 2080] Payroll achieved: $86933.0B (error: $0.0M, -0.000%)
+  [DEBUG 2080] OASDI TOB achieved: $999.7B (error: $0.0M, 0.000%)
+  [DEBUG 2080] HI TOB achieved: $840.8B (error: $0.0M, -0.000%)
+  Saved 2080.h5 and metadata
+2080      431.5M     $72576.6B     $45284.7B     48.94GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2081.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2081-2081
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2081-2081
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2081/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2081:  432.8M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.18 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2081] Income guard baseline: $208550.4B across 2 groups
+  [DEBUG 2081] SS baseline: $34393.3B, target: $17111.6B
+  [DEBUG 2081] Payroll cap: $1,184,700
+  [DEBUG 2081] Payroll baseline: $94535.3B, target: $90268.0B
+  [DEBUG 2081] OASDI TOB baseline: $2131.1B, target: $1038.1B
+  [DEBUG 2081] HI TOB baseline: $1160.3B, target: $873.9B
+  [DEBUG 2081] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2081] SS achieved: $17111.6B (error: $0.0M, -0.000%)
+  [DEBUG 2081] Payroll achieved: $90268.0B (error: $0.0M, -0.000%)
+  [DEBUG 2081] OASDI TOB achieved: $1038.1B (error: $0.0M, 0.000%)
+  [DEBUG 2081] HI TOB achieved: $873.9B (error: $0.0M, -0.000%)
+  Saved 2081.h5 and metadata
+2081      432.8M     $75792.2B     $47097.5B     48.93GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2082.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2082-2082
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2082-2082
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2082/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2082:  434.1M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.19 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2082] Income guard baseline: $217362.0B across 2 groups
+  [DEBUG 2082] SS baseline: $36225.3B, target: $17766.2B
+  [DEBUG 2082] Payroll cap: $1,224,900
+  [DEBUG 2082] Payroll baseline: $97970.0B, target: $93749.0B
+  [DEBUG 2082] OASDI TOB baseline: $2258.9B, target: $1078.1B
+  [DEBUG 2082] HI TOB baseline: $1221.8B, target: $908.0B
+  [DEBUG 2082] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2082] SS achieved: $17766.2B (error: $0.0M, -0.000%)
+  [DEBUG 2082] Payroll achieved: $93749.0B (error: $0.0M, -0.000%)
+  [DEBUG 2082] OASDI TOB achieved: $1078.1B (error: $0.0M, 0.000%)
+  [DEBUG 2082] HI TOB achieved: $908.0B (error: $0.0M, 0.000%)
+  Saved 2082.h5 and metadata
+2082      434.1M     $78722.6B     $48985.7B     48.94GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2083.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2083-2083
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2083-2083
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2083/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2083:  435.4M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.16 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2083] Income guard baseline: $226555.1B across 2 groups
+  [DEBUG 2083] SS baseline: $38154.9B, target: $18438.0B
+  [DEBUG 2083] Payroll cap: $1,266,600
+  [DEBUG 2083] Payroll baseline: $101531.5B, target: $97381.0B
+  [DEBUG 2083] OASDI TOB baseline: $2394.3B, target: $1119.9B
+  [DEBUG 2083] HI TOB baseline: $1285.7B, target: $943.1B
+  [DEBUG 2083] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2083] SS achieved: $18438.0B (error: $0.0M, 0.000%)
+  [DEBUG 2083] Payroll achieved: $97381.0B (error: $0.0M, 0.000%)
+  [DEBUG 2083] OASDI TOB achieved: $1119.9B (error: $0.0M, 0.000%)
+  [DEBUG 2083] HI TOB achieved: $943.1B (error: $0.0M, 0.000%)
+  Saved 2083.h5 and metadata
+2083      435.4M     $80574.9B     $50949.2B     48.91GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2084.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2084-2084
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2084-2084
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2084/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2084:  436.6M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.15 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2084] Income guard baseline: $236146.5B across 2 groups
+  [DEBUG 2084] SS baseline: $40187.3B, target: $19128.1B
+  [DEBUG 2084] Payroll cap: $1,309,800
+  [DEBUG 2084] Payroll baseline: $105223.9B, target: $101163.0B
+  [DEBUG 2084] OASDI TOB baseline: $2538.0B, target: $1163.4B
+  [DEBUG 2084] HI TOB baseline: $1351.6B, target: $979.0B
+  [DEBUG 2084] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2084] SS achieved: $19128.1B (error: $0.0M, -0.000%)
+  [DEBUG 2084] Payroll achieved: $101163.0B (error: $0.0M, -0.000%)
+  [DEBUG 2084] OASDI TOB achieved: $1163.4B (error: $0.0M, 0.000%)
+  [DEBUG 2084] HI TOB achieved: $979.0B (error: $0.0M, -0.000%)
+  Saved 2084.h5 and metadata
+2084      436.6M     $84713.9B     $52991.8B     48.93GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2085.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2085-2085
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2085-2085
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2085/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2085:  437.9M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.19 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2085] Income guard baseline: $246153.9B across 2 groups
+  [DEBUG 2085] SS baseline: $42328.0B, target: $19832.0B
+  [DEBUG 2085] Payroll cap: $1,354,200
+  [DEBUG 2085] Payroll baseline: $109046.0B, target: $105104.0B
+  [DEBUG 2085] OASDI TOB baseline: $2690.1B, target: $1208.7B
+  [DEBUG 2085] HI TOB baseline: $1421.2B, target: $1015.2B
+  [DEBUG 2085] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2085] SS achieved: $19832.0B (error: $0.0M, -0.000%)
+  [DEBUG 2085] Payroll achieved: $105104.0B (error: $0.0M, -0.000%)
+  [DEBUG 2085] OASDI TOB achieved: $1208.7B (error: $0.0M, 0.000%)
+  [DEBUG 2085] HI TOB achieved: $1015.2B (error: $0.0M, -0.000%)
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Saved 2085.h5 and metadata
+2085      437.9M     $90517.0B     $55116.9B     48.94GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2086.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2086-2086
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2086-2086
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2086/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2086:  439.2M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.17 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2086] Income guard baseline: $256595.9B across 2 groups
+  [DEBUG 2086] SS baseline: $44582.6B, target: $20554.7B
+  [DEBUG 2086] Payroll cap: $1,400,100
+  [DEBUG 2086] Payroll baseline: $113007.0B, target: $109217.0B
+  [DEBUG 2086] OASDI TOB baseline: $2851.4B, target: $1245.1B
+  [DEBUG 2086] HI TOB baseline: $1493.9B, target: $1052.7B
+  [DEBUG 2086] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2086] SS achieved: $20554.7B (error: $0.0M, -0.000%)
+  [DEBUG 2086] Payroll achieved: $109217.0B (error: $0.0M, -0.000%)
+  [DEBUG 2086] OASDI TOB achieved: $1245.1B (error: $0.0M, 0.000%)
+  [DEBUG 2086] HI TOB achieved: $1052.7B (error: $0.0M, -0.000%)
+  Saved 2086.h5 and metadata
+2086      439.2M     $96746.5B     $57330.3B     48.83GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2087.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2087-2087
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2087-2087
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2087/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2087:  440.5M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.17 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2087] Income guard baseline: $267491.6B across 2 groups
+  [DEBUG 2087] SS baseline: $46957.4B, target: $21300.8B
+  [DEBUG 2087] Payroll cap: $1,447,800
+  [DEBUG 2087] Payroll baseline: $117115.9B, target: $113504.0B
+  [DEBUG 2087] OASDI TOB baseline: $3022.1B, target: $1293.9B
+  [DEBUG 2087] HI TOB baseline: $1569.9B, target: $1090.8B
+  [DEBUG 2087] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2087] SS achieved: $21300.8B (error: $0.0M, -0.000%)
+  [DEBUG 2087] Payroll achieved: $113504.0B (error: $0.0M, -0.000%)
+  [DEBUG 2087] OASDI TOB achieved: $1293.9B (error: $0.0M, 0.000%)
+  [DEBUG 2087] HI TOB achieved: $1090.8B (error: $0.0M, -0.000%)
+  Saved 2087.h5 and metadata
+2087      440.5M     $104387.9B     $59632.4B     48.83GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2088.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2088-2088
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2088-2088
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2088/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2088:  441.8M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.16 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2088] Income guard baseline: $278861.2B across 2 groups
+  [DEBUG 2088] SS baseline: $49458.7B, target: $22066.1B
+  [DEBUG 2088] Payroll cap: $1,497,000
+  [DEBUG 2088] Payroll baseline: $121372.3B, target: $117973.0B
+  [DEBUG 2088] OASDI TOB baseline: $3202.5B, target: $1344.9B
+  [DEBUG 2088] HI TOB baseline: $1649.9B, target: $1130.0B
+  [DEBUG 2088] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2088] SS achieved: $22066.1B (error: $0.0M, -0.000%)
+  [DEBUG 2088] Payroll achieved: $117973.0B (error: $0.0M, -0.000%)
+  [DEBUG 2088] OASDI TOB achieved: $1344.9B (error: $0.0M, 0.000%)
+  [DEBUG 2088] HI TOB achieved: $1130.0B (error: $0.0M, 0.000%)
+  Saved 2088.h5 and metadata
+2088      441.8M     $111652.8B     $62026.2B     48.83GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2089.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2089-2089
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2089-2089
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2089/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2089:  443.1M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.17 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2089] Income guard baseline: $290726.0B across 2 groups
+  [DEBUG 2089] SS baseline: $52093.2B, target: $22860.4B
+  [DEBUG 2089] Payroll cap: $1,548,000
+  [DEBUG 2089] Payroll baseline: $125785.4B, target: $122629.0B
+  [DEBUG 2089] OASDI TOB baseline: $3393.5B, target: $1385.7B
+  [DEBUG 2089] HI TOB baseline: $1733.5B, target: $1170.6B
+  [DEBUG 2089] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2089] SS achieved: $22860.4B (error: $0.0M, -0.000%)
+  [DEBUG 2089] Payroll achieved: $122629.0B (error: $0.0M, 0.000%)
+  [DEBUG 2089] OASDI TOB achieved: $1385.7B (error: $0.0M, 0.000%)
+  [DEBUG 2089] HI TOB achieved: $1170.6B (error: $0.0M, 0.000%)
+  Saved 2089.h5 and metadata
+2089      443.1M     $116874.7B     $64520.0B     48.82GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2090.log

@@ -0,0 +1,78 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2090-2090
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2090-2090
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2090/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2090:  444.4M
+  2090:  444.4M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.19 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2090] Income guard baseline: $303107.9B across 2 groups
+  [DEBUG 2090] SS baseline: $54868.0B, target: $23680.3B
+  [DEBUG 2090] Payroll cap: $1,600,500
+  [DEBUG 2090] Payroll baseline: $130354.9B, target: $127477.0B
+  [DEBUG 2090] OASDI TOB baseline: $3595.2B, target: $1440.5B
+  [DEBUG 2090] HI TOB baseline: $1821.7B, target: $1212.5B
+  [DEBUG 2090] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2090] SS achieved: $23680.3B (error: $0.0M, -0.000%)
+  [DEBUG 2090] Payroll achieved: $127477.0B (error: $0.0M, -0.000%)
+  [DEBUG 2090] OASDI TOB achieved: $1440.5B (error: $0.0M, 0.000%)
+  [DEBUG 2090] HI TOB achieved: $1212.5B (error: $0.0M, -0.000%)
+  Saved 2090.h5 and metadata
+2090      444.4M     $122126.6B     $67112.7B     48.85GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2091.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2091-2091
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2091-2091
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2091/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2091:  445.8M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.18 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2091] Income guard baseline: $316029.9B across 2 groups
+  [DEBUG 2091] SS baseline: $57790.7B, target: $24540.5B
+  [DEBUG 2091] Payroll cap: $1,654,800
+  [DEBUG 2091] Payroll baseline: $135090.4B, target: $132518.0B
+  [DEBUG 2091] OASDI TOB baseline: $3808.4B, target: $1497.5B
+  [DEBUG 2091] HI TOB baseline: $1914.8B, target: $1256.3B
+  [DEBUG 2091] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2091] SS achieved: $24540.5B (error: $0.0M, -0.000%)
+  [DEBUG 2091] Payroll achieved: $132518.0B (error: $0.0M, -0.000%)
+  [DEBUG 2091] OASDI TOB achieved: $1497.5B (error: $0.0M, 0.000%)
+  [DEBUG 2091] HI TOB achieved: $1256.3B (error: $0.0M, -0.000%)
+  Saved 2091.h5 and metadata
+2091      445.8M     $127372.2B     $69814.3B     48.84GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2092.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2092-2092
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2092-2092
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2092/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2092:  447.1M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.18 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2092] Income guard baseline: $329516.3B across 2 groups
+  [DEBUG 2092] SS baseline: $60869.0B, target: $25438.8B
+  [DEBUG 2092] Payroll cap: $1,711,200
+  [DEBUG 2092] Payroll baseline: $140002.2B, target: $137764.0B
+  [DEBUG 2092] OASDI TOB baseline: $4033.0B, target: $1543.0B
+  [DEBUG 2092] HI TOB baseline: $2013.2B, target: $1302.1B
+  [DEBUG 2092] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2092] SS achieved: $25438.8B (error: $0.0M, -0.000%)
+  [DEBUG 2092] Payroll achieved: $137764.0B (error: $0.0M, -0.000%)
+  [DEBUG 2092] OASDI TOB achieved: $1543.0B (error: $0.0M, 0.000%)
+  [DEBUG 2092] HI TOB achieved: $1302.1B (error: $0.0M, -0.000%)
+  Saved 2092.h5 and metadata
+2092      447.1M     $130728.2B     $72624.1B     48.84GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2093.log

@@ -0,0 +1,76 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2093-2093
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2093-2093
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2093/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2093:  448.5M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.19 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2093] Income guard baseline: $343592.1B across 2 groups
+  [DEBUG 2093] SS baseline: $64111.3B, target: $26380.3B
+  [DEBUG 2093] Payroll cap: $1,769,400
+  [DEBUG 2093] Payroll baseline: $145090.7B, target: $143215.0B
+  [DEBUG 2093] OASDI TOB baseline: $4270.3B, target: $1604.0B
+  [DEBUG 2093] HI TOB baseline: $2117.1B, target: $1350.0B
+  [DEBUG 2093] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2093] SS achieved: $26380.3B (error: $0.0M, -0.000%)
+  [DEBUG 2093] Payroll achieved: $143215.0B (error: $0.0M, -0.000%)
+  [DEBUG 2093] OASDI TOB achieved: $1604.0B (error: $0.0M, 0.000%)
+  [DEBUG 2093] HI TOB achieved: $1350.0B (error: $0.0M, 0.000%)
+  Saved 2093.h5 and metadata
+2093      448.5M     $133604.4B     $75551.7B     48.86GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2094.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2094-2094
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2094-2094
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2094/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2094:  449.8M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.18 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2094] Income guard baseline: $358283.9B across 2 groups
+  [DEBUG 2094] SS baseline: $67526.4B, target: $27368.7B
+  [DEBUG 2094] Payroll cap: $1,829,700
+  [DEBUG 2094] Payroll baseline: $150365.9B, target: $148876.0B
+  [DEBUG 2094] OASDI TOB baseline: $4521.4B, target: $1667.4B
+  [DEBUG 2094] HI TOB baseline: $2230.6B, target: $1400.4B
+  [DEBUG 2094] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2094] SS achieved: $27368.7B (error: $0.0M, -0.000%)
+  [DEBUG 2094] Payroll achieved: $148876.0B (error: $0.0M, -0.000%)
+  [DEBUG 2094] OASDI TOB achieved: $1667.4B (error: $0.0M, 0.000%)
+  [DEBUG 2094] HI TOB achieved: $1400.4B (error: $0.0M, -0.000%)
+  Saved 2094.h5 and metadata
+2094      449.8M     $137299.7B     $78601.0B     48.83GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2095.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2095-2095
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2095-2095
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2095/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2095:  451.2M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.17 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2095] Income guard baseline: $373619.1B across 2 groups
+  [DEBUG 2095] SS baseline: $71123.3B, target: $28409.4B
+  [DEBUG 2095] Payroll cap: $1,891,800
+  [DEBUG 2095] Payroll baseline: $155828.7B, target: $154754.0B
+  [DEBUG 2095] OASDI TOB baseline: $4787.5B, target: $1733.2B
+  [DEBUG 2095] HI TOB baseline: $2349.6B, target: $1453.7B
+  [DEBUG 2095] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2095] SS achieved: $28409.4B (error: $0.0M, -0.000%)
+  [DEBUG 2095] Payroll achieved: $154754.0B (error: $0.0M, -0.000%)
+  [DEBUG 2095] OASDI TOB achieved: $1733.2B (error: $0.0M, 0.000%)
+  [DEBUG 2095] HI TOB achieved: $1453.7B (error: $0.0M, -0.000%)
+  Saved 2095.h5 and metadata
+2095      451.2M     $138144.4B     $81777.6B     48.82GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2096.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2096-2096
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2096-2096
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2096/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2096:  452.6M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.16 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2096] Income guard baseline: $389626.5B across 2 groups
+  [DEBUG 2096] SS baseline: $74911.8B, target: $29501.2B
+  [DEBUG 2096] Payroll cap: $1,956,000
+  [DEBUG 2096] Payroll baseline: $161490.1B, target: $160855.0B
+  [DEBUG 2096] OASDI TOB baseline: $5069.8B, target: $1801.6B
+  [DEBUG 2096] HI TOB baseline: $2474.3B, target: $1509.4B
+  [DEBUG 2096] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2096] SS achieved: $29501.2B (error: $0.0M, -0.000%)
+  [DEBUG 2096] Payroll achieved: $160855.0B (error: $0.0M, -0.000%)
+  [DEBUG 2096] OASDI TOB achieved: $1801.6B (error: $0.0M, 0.000%)
+  [DEBUG 2096] HI TOB achieved: $1509.4B (error: $0.0M, -0.000%)
+  Saved 2096.h5 and metadata
+2096      452.6M     $141688.2B     $85082.8B     48.83GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2097.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2097-2097
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2097-2097
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2097/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2097:  454.0M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.16 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2097] Income guard baseline: $406336.4B across 2 groups
+  [DEBUG 2097] SS baseline: $78902.1B, target: $30645.4B
+  [DEBUG 2097] Payroll cap: $2,022,600
+  [DEBUG 2097] Payroll baseline: $167360.9B, target: $167185.0B
+  [DEBUG 2097] OASDI TOB baseline: $5372.6B, target: $1855.8B
+  [DEBUG 2097] HI TOB baseline: $2601.6B, target: $1567.9B
+  [DEBUG 2097] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2097] SS achieved: $30645.4B (error: $0.0M, -0.000%)
+  [DEBUG 2097] Payroll achieved: $167185.0B (error: $0.0M, -0.000%)
+  [DEBUG 2097] OASDI TOB achieved: $1855.8B (error: $0.0M, 0.000%)
+  [DEBUG 2097] HI TOB achieved: $1567.9B (error: $0.0M, -0.000%)
+  Saved 2097.h5 and metadata
+2097      454.0M     $151945.3B     $88523.7B     48.83GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2098.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2098-2098
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2098-2098
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2098/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2098:  455.5M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.18 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2098] Income guard baseline: $423780.2B across 2 groups
+  [DEBUG 2098] SS baseline: $83105.0B, target: $31844.5B
+  [DEBUG 2098] Payroll cap: $2,091,300
+  [DEBUG 2098] Payroll baseline: $173442.5B, target: $173750.0B
+  [DEBUG 2098] OASDI TOB baseline: $5695.6B, target: $1928.6B
+  [DEBUG 2098] HI TOB baseline: $2733.4B, target: $1629.4B
+  [DEBUG 2098] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2098] SS achieved: $31844.5B (error: $0.0M, -0.000%)
+  [DEBUG 2098] Payroll achieved: $173750.0B (error: $0.0M, -0.000%)
+  [DEBUG 2098] OASDI TOB achieved: $1928.6B (error: $0.0M, 0.000%)
+  [DEBUG 2098] HI TOB achieved: $1629.4B (error: $0.0M, -0.000%)
+  Saved 2098.h5 and metadata
+2098      455.5M     $160311.6B     $92105.6B     48.84GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2099.log

@@ -0,0 +1,77 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2099-2099
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2099-2099
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2099/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2099:  456.9M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.19 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2099] Income guard baseline: $441991.0B across 2 groups
+  [DEBUG 2099] SS baseline: $87531.7B, target: $33106.7B
+  [DEBUG 2099] Payroll cap: $2,162,400
+  [DEBUG 2099] Payroll baseline: $179745.2B, target: $180557.0B
+  [DEBUG 2099] OASDI TOB baseline: $6037.3B, target: $2022.2B
+  [DEBUG 2099] HI TOB baseline: $2872.3B, target: $1694.2B
+  [DEBUG 2099] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2099] SS achieved: $33106.7B (error: $0.0M, -0.000%)
+  [DEBUG 2099] Payroll achieved: $180557.0B (error: $0.0M, -0.000%)
+  [DEBUG 2099] OASDI TOB achieved: $2022.2B (error: $0.0M, 0.000%)
+  [DEBUG 2099] HI TOB achieved: $1694.2B (error: $0.0M, -0.000%)
+  Saved 2099.h5 and metadata
+2099      456.9M     $168246.3B     $95837.4B     48.84GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/logs/2100.log

@@ -0,0 +1,79 @@
+======================================================================
+HOUSEHOLD-LEVEL INCOME TAX PROJECTION: 2100-2100
+======================================================================
+
+Configuration:
+  Base year: 2024 (CPS microdata)
+  Projection: 2100-2100
+  Calculation level: HOUSEHOLD ONLY (simplified)
+  Calibration profile: ss-payroll-tob
+  Profile description: Age, Social Security, taxable payroll, and TOB using positive entropy calibration under the long-run core-threshold tax assumption.
+  Target source: trustees_2025_current_law
+  Long-run tax assumption: trustees-2025-core-thresholds-v1
+  Calibration method: ENTROPY
+  Support augmentation: donor-backed-composite-v1
+  Support augmentation target year: 2100
+  Support augmentation blueprint base-weight scale: 5.0
+  Non-target income sanitizer mode: clone_all
+  Including Social Security benefits constraint: Yes
+  Including taxable payroll constraint: Yes
+  Including TOB revenue constraint: Yes
+  Saving year-specific .h5 files: Yes (to /__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/.parallel_tmp/2100/)
+  Years to process: 1
+  Estimated time: ~3 minutes
+
+======================================================================
+STEP 1: DEMOGRAPHIC PROJECTIONS
+======================================================================
+
+Loaded SSA projections: 86 ages x 1 years
+
+Population projections:
+  2100:  458.3M
+  2100:  458.3M
+
+======================================================================
+STEP 1B: BUILD LATE-YEAR SUPPORT AUGMENTATION
+======================================================================
+Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
+  Base households -> augmented households: 41,314 -> 42,504
+  Base people -> augmented people: 101,384 -> 104,434
+  Augmented clone/synthetic households: 1,190
+  Successful target clones: 1190
+  Skipped synthetic targets: 0
+
+======================================================================
+STEP 2: BUILDING HOUSEHOLD AGE COMPOSITION
+======================================================================
+
+Loaded 42,504 households
+Household age matrix shape: (42504, 86)
+
+======================================================================
+STEP 3: HOUSEHOLD-LEVEL PROJECTION
+======================================================================
+
+Methodology (SIMPLIFIED):
+  1. PolicyEngine uprates to each projection year
+  2. Calculate all values at household level (map_to='household')
+  3. IPF/GREG adjusts weights to match SSA demographics
+  4. Apply calibrated weights directly (no aggregation needed)
+
+Initial memory usage: 3.18 GB
+
+Year    Population    Income Tax    Baseline Tax    Memory
+-----------------------------------------------------------------
+  [DEBUG 2100] Income guard baseline: $461003.2B across 2 groups
+  [DEBUG 2100] SS baseline: $92194.3B, target: $34434.6B
+  [DEBUG 2100] Payroll cap: $2,235,900
+  [DEBUG 2100] Payroll baseline: $186276.4B, target: $187614.0B
+  [DEBUG 2100] OASDI TOB baseline: $6399.1B, target: $2101.3B
+  [DEBUG 2100] HI TOB baseline: $3009.4B, target: $1761.5B
+  [DEBUG 2100] Using support blueprint for 1190 clone households (base-weight scale 5.000)
+  [DEBUG 2100] Negative weights: 0 (all weights non-negative)
+  [DEBUG 2100] SS achieved: $34434.6B (error: $0.0M, 0.000%)
+  [DEBUG 2100] Payroll achieved: $187614.0B (error: $0.0M, -0.000%)
+  [DEBUG 2100] OASDI TOB achieved: $2101.3B (error: $0.0M, -0.000%)
+  [DEBUG 2100] HI TOB achieved: $1761.5B (error: $0.0M, 0.000%)
+  Saved 2100.h5 and metadata
+2100      458.3M     $119156.7B     $99713.6B     48.84GB

staging/5a357137e2fd33975745603915e98a51b7be81d0-crfb-longrun-20260520-5a35713-annual/long_term/long_run_production_manifest.json

@@ -0,0 +1,1301 @@
+{
+  "artifacts": [
+    {
+      "local_path": "/__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/2026.h5",
+      "size_bytes": 52551920,
+      "staging_relative_path": "long_term/2026.h5"
+    },
+    {
+      "local_path": "/__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/2026.h5.metadata.json",
+      "size_bytes": 9049,
+      "staging_relative_path": "long_term/2026.h5.metadata.json"
+    },
+    {
+      "local_path": "/__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/2027.h5",
+      "size_bytes": 52551920,
+      "staging_relative_path": "long_term/2027.h5"
+    },
+    {
+      "local_path": "/__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/2027.h5.metadata.json",
+      "size_bytes": 9056,
+      "staging_relative_path": "long_term/2027.h5.metadata.json"
+    },
+    {
+      "local_path": "/__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/2028.h5",
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+      "staging_relative_path": "long_term/2028.h5"
+    },
+    {
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+    },
+    {
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+      "size_bytes": 52551920,
+      "staging_relative_path": "long_term/2029.h5"
+    },
+    {
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+      "staging_relative_path": "long_term/2030.h5.metadata.json"
+    },
+    {
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+      "size_bytes": 52551920,
+      "staging_relative_path": "long_term/2031.h5"
+    },
+    {
+      "local_path": "/__modal/volumes/vo-Z61F7GEhCDhsa5YnQg4DRJ/crfb-longrun-20260520-5a35713-annual/2031.h5.metadata.json",
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+    },
+    {
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+}