BDPolicyLab analysis in the twin. Part of what the twin can answer. Every figure below is the value the route serves, with its source; the raw response is at /api/twin/absorb/products.
Descriptive, sourced: no model
Basis: BPL products linked to Body or Place by exact name; counts of items, no model.
15 items.
Narrative04 Public finance
content/narratives/2026-09-06-bangladesh-2036-ch04-public-finance
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 48)
Bangladesh Power Development Board: the text names it (publication_bindings: registry_acronym 'BPDB', paragraph 20)
Economic Relations Division: the text names it (publication_bindings: registry_acronym 'ERD', paragraph 2)
Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 2)
Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 2)
National Board of Revenue: the text names it (publication_bindings: registry_acronym 'NBR', paragraph 6)
National Economic Council: the text names it (publication_bindings: exact_name_en 'National Economic Council', paragraph 24)
Narrative09 Human capital
content/narratives/2026-09-06-bangladesh-2036-ch09-human-capital
Bangladesh Bureau of Educational Information and Statistics: the text names it (publication_bindings: registry_acronym 'BANBEIS', paragraph 5)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 59)
Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 25)
Directorate of Technical Education: the text names it (publication_bindings: registry_acronym 'DTE', paragraph 31)
72 analyzer modules, each run once offline into a pinned snapshot built 2026-10-02T07:21:38Z; results are not validated.
Kinds: `pub_module` (app/publications/pubs), `publication` (the publication store, app.publications in data/app.duckdb), `narrative` (content/narratives), `story` (the stories table in bdpolicy.db) and `analyzer` (app/analysis). Each item links to Body or Place objects only where a name matches exactly, and every link says how (`via`): - `tag`: a frontmatter or store tag, hyphens and underscores read as spaces, equals the full name_en of a national Body or the title_en of a division or district Place (case-insensitive, whole string). Acronyms and lower tiers are not matched from tags: tag `sob` means state-owned banks in a banking narrative, not Survey of Bangladesh (SoB), and a field office named "Forest" or a union named "Benapole" is a homonym of the topic. Product (DGDA medicine brands) is not matched: brands include common words (Energy, Macro, Forest). - `text_binding`: a narrative's text names the Body by its exact registry name, as bound by scripts/build_publication_bindings.py (publication_bindings.parquet, the file /api/twin/entity/{id}/evidence serves); reused here, not re-derived. - `series_source`: the item reads a series (its analyzers' required_series, or a series name printed in its own code) whose `data_series.source` names a Body. The source is compared whole, split on " / ", and with one trailing parenthetical taken as an alternative name, each part compared whole against Body name_en or acronym. A key matching more than one object is ambiguous and dropped, never resolved by guess. The index is built lazily on first use and cached; nothing here writes. Lane BRN7B: nothing here reads bdpolicy.db or runs an analyzer at request time. The series-to-source map, the stories and every analyzer's stored answer come from two manifest-pinned parquets (bpl_series_source, bpl_analyzer_snapshot; root lake_bpl_absorb) that scripts/twin_bpl_absorb/build_analyzer_snapshot.py builds offline. A missing file, or one whose sha256 is not its pin, raises SnapshotUnavailable (the routes answer 503).
Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 30)
General Economics Division: the text names it (publication_bindings: registry_acronym 'GED', paragraph 30)
Health Services Division: the text names it (publication_bindings: exact_name_en 'Health Services Division', paragraph 31)
Ministry of Education: the text names it (publication_bindings: exact_name_en 'Ministry of Education', paragraph 21)
National Economic Council: the text names it (publication_bindings: exact_name_en 'National Economic Council', paragraph 16)
Narrative10 Energy and infrastructure
content/narratives/2026-09-06-bangladesh-2036-ch10-energy-infrastructure
Bangladesh Atomic Energy Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Atomic Energy Commission', paragraph 31)
Bangladesh Bridge Authority: the text names it (publication_bindings: registry_acronym 'BBA', paragraph 13)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 52)
Bangladesh Petroleum Corporation: the text names it (publication_bindings: exact_name_en 'Bangladesh Petroleum Corporation', paragraph 64)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 59)
Bangladesh Power Development Board: the text names it (publication_bindings: registry_acronym 'BPDB', paragraph 2)
Chittagong Port Authority: the text names it (publication_bindings: registry_acronym 'CPA', paragraph 13)
Energy and Mineral Resources Division: the text names it (publication_bindings: exact_name_en 'Energy and Mineral Resources Division', paragraph 10)
Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 12)
Ministry of Power, Energy and Mineral Resources: the text names it (publication_bindings: exact_name_en 'Ministry of Power, Energy and Mineral Resources', paragraph 49)
Ministry of Shipping: the text names it (publication_bindings: exact_name_en 'Ministry of Shipping', paragraph 33)
North-West Power Generation Company Limited: the text names it (publication_bindings: registry_acronym 'NWPGCL', paragraph 11)
Petrobangla: the text names it (publication_bindings: exact_name_en 'Petrobangla', paragraph 9)
Power Division: the text names it (publication_bindings: exact_name_en 'Power Division', paragraph 5)
Power Grid Company of Bangladesh: the text names it (publication_bindings: registry_acronym 'PGCB', paragraph 12)
Narrative11 Climate and environment
content/narratives/2026-09-06-bangladesh-2036-ch11-climate
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 9)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 65)
Bangladesh Water Development Board: the text names it (publication_bindings: registry_acronym 'BWDB', paragraph 2)
Department of Environment: the text names it (publication_bindings: exact_name_en 'Department of Environment', paragraph 31)
Economic Relations Division: the text names it (publication_bindings: exact_name_en 'Economic Relations Division', paragraph 18)
Forest Department: the text names it (publication_bindings: exact_name_en 'Forest Department', paragraph 16)
General Economics Division: the text names it (publication_bindings: exact_name_en 'General Economics Division', paragraph 25)
Ministry of Disaster Management and Relief: the text names it (publication_bindings: exact_name_en 'Ministry of Disaster Management and Relief', paragraph 17)
Ministry of Environment, Forest and Climate Change: the text names it (publication_bindings: exact_name_en 'Ministry of Environment, Forest and Climate Change', paragraph 17)
Ministry of Water Resources: the text names it (publication_bindings: exact_name_en 'Ministry of Water Resources', paragraph 17)
National Economic Council: the text names it (publication_bindings: exact_name_en 'National Economic Council', paragraph 17)
Soil Resources Development Institute: the text names it (publication_bindings: registry_acronym 'SRDI', paragraph 57)
Narrative14 Urbanization, land and regions
content/narratives/2026-09-06-bangladesh-2036-ch14-urbanization-land
Bangladesh Bank: the text names it (publication_bindings: exact_name_en 'Bangladesh Bank', paragraph 16)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 5)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 60)
Chittagong Port Authority: the text names it (publication_bindings: registry_acronym 'CPA', paragraph 14)
Department of Land Records and Surveys: the text names it (publication_bindings: registry_acronym 'DLRS', paragraph 15)
Khulna Development Authority: the text names it (publication_bindings: exact_name_en 'Khulna Development Authority', paragraph 14)
Law and Justice Division: the text names it (publication_bindings: exact_name_en 'Law and Justice Division', paragraph 25)
Local Government Division: the text names it (publication_bindings: exact_name_en 'Local Government Division', paragraph 14)
Ministry of Agriculture: the text names it (publication_bindings: exact_name_en 'Ministry of Agriculture', paragraph 32)
Ministry of Land: the text names it (publication_bindings: exact_name_en 'Ministry of Land', paragraph 31)
Rajdhani Unnayan Kartripakkha: the text names it (publication_bindings: registry_acronym 'RAJUK', paragraph 16)
Narrative15 Scenarios 2036
content/narratives/2026-09-06-bangladesh-2036-ch15-scenarios-2036
Bangladesh Bank: the text names it (publication_bindings: registry_acronym 'BB', paragraph 6)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 5)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 53)
Bangladesh Power Development Board: the text names it (publication_bindings: registry_acronym 'BPDB', paragraph 8)
Bangladesh Public Procurement Authority (BPPA): the text names it (publication_bindings: registry_acronym 'BPPA', paragraph 31)
Bangladesh Water Development Board: the text names it (publication_bindings: registry_acronym 'BWDB', paragraph 20)
Department of Land Records and Surveys: the text names it (publication_bindings: registry_acronym 'DLRS', paragraph 23)
Economic Relations Division: the text names it (publication_bindings: registry_acronym 'ERD', paragraph 23)
Narrative16 Agriculture and food security
content/narratives/2026-09-06-bangladesh-2036-ch16-agriculture-food-security
Bangladesh Agricultural Development Corporation: the text names it (publication_bindings: registry_acronym 'BADC', paragraph 7)
Bangladesh Bank: the text names it (publication_bindings: registry_acronym 'BB', paragraph 23)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 2)
Bangladesh Krishi Bank: the text names it (publication_bindings: exact_name_en 'Bangladesh Krishi Bank', paragraph 23)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 51)
Bangladesh Rural Development Board: the text names it (publication_bindings: exact_name_en 'Bangladesh Rural Development Board', paragraph 23)
Bangladesh Water Development Board: the text names it (publication_bindings: registry_acronym 'BWDB', paragraph 26)
Department of Fisheries: the text names it (publication_bindings: registry_acronym 'DoF', paragraph 13)
Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 50)
Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 16)
National Economic Council: the text names it (publication_bindings: exact_name_en 'National Economic Council', paragraph 24)
Narrative24 Transport megaprojects and PPP
content/narratives/2026-09-06-bangladesh-2036-ch24-transport-megaprojects-ppp
Bangladesh Bridge Authority: the text names it (publication_bindings: registry_acronym 'BBA', paragraph 2)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 37)
Bangladesh Public Procurement Authority (BPPA): the text names it (publication_bindings: registry_acronym 'BPPA', paragraph 19)
Bangladesh Railway: the text names it (publication_bindings: exact_name_en 'Bangladesh Railway', paragraph 6)
Chittagong Port Authority: the text names it (publication_bindings: registry_acronym 'CPA', paragraph 20)
Dhaka Mass Transit Company Limited: the text names it (publication_bindings: exact_name_en 'Dhaka Mass Transit Company Limited', paragraph 7)
Economic Relations Division: the text names it (publication_bindings: registry_acronym 'ERD', paragraph 9)
Implementation Monitoring and Evaluation Division: the text names it (publication_bindings: registry_acronym 'IMED', paragraph 10)
National Economic Council: the text names it (publication_bindings: registry_acronym 'NEC', paragraph 9)
Power Division: the text names it (publication_bindings: exact_name_en 'Power Division', paragraph 9)
Road Transport and Highways Division: the text names it (publication_bindings: exact_name_en 'Road Transport and Highways Division', paragraph 8)
Narrative28 Water, rivers and the delta
content/narratives/2026-09-06-bangladesh-2036-ch28-water-rivers-delta
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 5)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 48)
Bangladesh Water Development Board: the text names it (publication_bindings: registry_acronym 'BWDB', paragraph 9)
Dhaka Water Supply and Sewerage Authority: the text names it (publication_bindings: registry_acronym 'DWASA', paragraph 2)
Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 51)
General Economics Division: the text names it (publication_bindings: registry_acronym 'GED', paragraph 13)
Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 8)
Ministry of Water Resources: the text names it (publication_bindings: exact_name_en 'Ministry of Water Resources', paragraph 13)
National Economic Council: the text names it (publication_bindings: exact_name_en 'National Economic Council', paragraph 13)
Water Resources Planning Organisation: the text names it (publication_bindings: registry_acronym 'WARPO', paragraph 24)
Narrative29 Coastal zone and disaster risk
content/narratives/2026-09-06-bangladesh-2036-ch29-coastal-disaster-risk
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 8)
Bangladesh Meteorological Department: the text names it (publication_bindings: exact_name_en 'Bangladesh Meteorological Department', paragraph 21)
Bangladesh Parjatan Corporation: the text names it (publication_bindings: exact_name_en 'Bangladesh Parjatan Corporation', paragraph 54)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 58)
Bangladesh Small and Cottage Industries Corporation: the text names it (publication_bindings: registry_acronym 'BSCIC', paragraph 11)
Bangladesh Water Development Board: the text names it (publication_bindings: registry_acronym 'BWDB', paragraph 7)
Department of Disaster Management: the text names it (publication_bindings: registry_acronym 'DDM', paragraph 24)
Department of Fisheries: the text names it (publication_bindings: registry_acronym 'DoF', paragraph 10)
Export Promotion Bureau: the text names it (publication_bindings: registry_acronym 'EPB', paragraph 10)
Forest Department: the text names it (publication_bindings: exact_name_en 'Forest Department', paragraph 11)
General Economics Division: the text names it (publication_bindings: registry_acronym 'GED', paragraph 22)
Insurance Development and Regulatory Authority: the text names it (publication_bindings: registry_acronym 'IDRA', paragraph 18)
Ministry of Disaster Management and Relief: the text names it (publication_bindings: exact_name_en 'Ministry of Disaster Management and Relief', paragraph 23)
Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 53)
Ministry of Fisheries and Livestock: the text names it (publication_bindings: exact_name_en 'Ministry of Fisheries and Livestock', paragraph 51)
Ministry of Water Resources: the text names it (publication_bindings: exact_name_en 'Ministry of Water Resources', paragraph 23)
National Economic Council: the text names it (publication_bindings: exact_name_en 'National Economic Council', paragraph 18)
Soil Resources Development Institute: the text names it (publication_bindings: registry_acronym 'SRDI', paragraph 48)
Narrative30 Air, plastics and urban environment
content/narratives/2026-09-06-bangladesh-2036-ch30-air-plastics-urban-environment
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 14)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 55)
Department of Environment: the text names it (publication_bindings: exact_name_en 'Department of Environment', paragraph 9)
Dhaka North City Corporation: the text names it (publication_bindings: registry_acronym 'DNCC', paragraph 2)
Ministry of Environment, Forest and Climate Change: the text names it (publication_bindings: exact_name_en 'Ministry of Environment, Forest and Climate Change', paragraph 55)
Ministry of Water Resources: the text names it (publication_bindings: registry_acronym 'MoWR', paragraph 15)
Petrobangla: the text names it (publication_bindings: exact_name_en 'Petrobangla', paragraph 29)
Power Division: the text names it (publication_bindings: exact_name_en 'Power Division', paragraph 29)
Narrative31 Health system
content/narratives/2026-09-06-bangladesh-2036-ch31-health-system
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 65)
Directorate General of Drug Administration: the text names it (publication_bindings: exact_name_en 'Directorate General of Drug Administration', paragraph 22)
Directorate General of Health Services: the text names it (publication_bindings: registry_acronym 'DGHS', paragraph 10)
Health Services Division: the text names it (publication_bindings: exact_name_en 'Health Services Division', paragraph 16)
Medical Education and Family Welfare Division: the text names it (publication_bindings: exact_name_en 'Medical Education and Family Welfare Division', paragraph 16)
National Economic Council: the text names it (publication_bindings: registry_acronym 'NEC', paragraph 15)
Narrative32 Education, TVET and skills
content/narratives/2026-09-06-bangladesh-2036-ch32-education-tvet-skills
Bangladesh Bureau of Educational Information and Statistics: the text names it (publication_bindings: registry_acronym 'BANBEIS', paragraph 6)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 8)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 57)
Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 25)
Directorate of Technical Education: the text names it (publication_bindings: exact_name_en 'Directorate of Technical Education', paragraph 14)
Narrative41 State-owned enterprises and subsidies
content/narratives/2026-09-06-bangladesh-2036-ch41-soes-subsidies
Bangladesh Bank: the text names it (publication_bindings: exact_name_en 'Bangladesh Bank', paragraph 22)
Bangladesh Energy Regulatory Commission: the text names it (publication_bindings: registry_acronym 'BERC', paragraph 49)
Bangladesh Jute Mills Corporation: the text names it (publication_bindings: exact_name_en 'Bangladesh Jute Mills Corporation', paragraph 12)
Bangladesh Petroleum Corporation: the text names it (publication_bindings: exact_name_en 'Bangladesh Petroleum Corporation', paragraph 50)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 56)
Bangladesh Power Development Board: the text names it (publication_bindings: registry_acronym 'BPDB', paragraph 7)
Bangladesh Railway: the text names it (publication_bindings: exact_name_en 'Bangladesh Railway', paragraph 7)
Bangladesh Trade and Tariff Commission: the text names it (publication_bindings: registry_acronym 'BTTC', paragraph 12)
Biman Bangladesh Airlines: the text names it (publication_bindings: registry_acronym 'Biman', paragraph 7)
Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 6)
Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 6)
National Economic Council: the text names it (publication_bindings: exact_name_en 'National Economic Council', paragraph 56)
Petrobangla: the text names it (publication_bindings: exact_name_en 'Petrobangla', paragraph 7)
Narrative49 Local government and regional inequality
content/narratives/2026-09-06-bangladesh-2036-ch49-local-government-regional-inequality
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 18)
Bangladesh Planning Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Planning Commission', paragraph 43)
Department of Land Records and Surveys: the text names it (publication_bindings: registry_acronym 'DLRS', paragraph 27)
Department of Public Health Engineering: the text names it (publication_bindings: exact_name_en 'Department of Public Health Engineering', paragraph 6)
Dhaka North City Corporation: the text names it (publication_bindings: exact_name_en 'Dhaka North City Corporation', paragraph 44)
Dhaka South City Corporation: the text names it (publication_bindings: exact_name_en 'Dhaka South City Corporation', paragraph 44)
Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 25)
Khulna City Corporation: the text names it (publication_bindings: exact_name_en 'Khulna City Corporation', paragraph 9)
Local Government Division: the text names it (publication_bindings: exact_name_en 'Local Government Division', paragraph 6)
Local Government Engineering Department: the text names it (publication_bindings: exact_name_en 'Local Government Engineering Department', paragraph 6)
Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 25)
Rangpur City Corporation: the text names it (publication_bindings: exact_name_en 'Rangpur City Corporation', paragraph 9)