Which of BDPolicyLab's publications, narratives and analyzers speak about a body or a place in the twin?

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.

Publication generators: 119; 8 linked to a body or place
Narratives: 151; 134 linked to a body or place
Analyzers: 72; 7 linked to a body or place

Products about Body 3

26 items.

NarrativeThe Boeing Bill
content/narratives/2026-04-30-biman-boeing-bill
Anti-Corruption Commission: the text names it (publication_bindings: exact_name_en 'Anti-Corruption Commission', paragraph 60)
Bangladesh Petroleum Corporation: the text names it (publication_bindings: exact_name_en 'Bangladesh Petroleum Corporation', paragraph 86)
Bangladesh Sangbad Sangstha: the text names it (publication_bindings: registry_acronym 'BSS', paragraph 89)
Biman Bangladesh Airlines: the text names it (publication_bindings: registry_acronym 'Biman', paragraph 2)
Civil Aviation Authority of Bangladesh: the text names it (publication_bindings: exact_name_en 'Civil Aviation Authority of Bangladesh', paragraph 53)
Ministry of Finance: the text names it (publication_bindings: exact_name_en 'Ministry of Finance', paragraph 89)
Narrative৪৫ হাজার কোটি টাকা, কী কিনলাম?
content/narratives/2026-04-30-biman-boeing-mat
Civil Aviation Authority of Bangladesh: the text names it (publication_bindings: registry_acronym 'CAAB', paragraph 59)
Ministry of Commerce: the text names it (publication_bindings: exact_name_bn 'বাণিজ্য মন্ত্রণালয়', paragraph 10)
Ministry of Finance: the text names it (publication_bindings: exact_name_bn 'অর্থ মন্ত্রণালয়', paragraph 47)
Prime Minister's Office: the text names it (publication_bindings: exact_name_bn 'প্রধানমন্ত্রীর কার্যালয়', paragraph 27)
Narrative

Analyzers

72 analyzer modules, each run once offline into a pinned snapshot built 2026-10-02T07:21:38Z; results are not validated.

Models

CGE (computable general equilibrium): not served under the twin. app/api/cge.py defines /api/cge routes but app/main.py does not include it.
Input-output: not served under the twin
TiVA (trade in value added): not served under the twin
Model data (WIOD/ADB tables): not served under the twin
Forecasting engine: not served under the twin
EconAI toolkit: not served under the twin. Served only as the Jinja page /econai (app.web.routes.institutions).

How items are linked

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).

Not held

Publication: publication store not readable at app.duckdb: read-only open IOException, app lake CatalogException

NarrativeBangladesh 2036: The Decade That Decides

content/narratives/2026-09-06-bangladesh-2036

Bangladesh Bank: series_source+text_binding (series bb_npl_ratio: data_series.source 'bangladesh_bank' names 'bangladesh bank'; 1 more)

Bangladesh Bureau of Educational Information and Statistics: the text names it (publication_bindings: registry_acronym 'BANBEIS', paragraph 44)

Bangladesh Bureau of Statistics: series_source+text_binding (series bbs_gdp_real_growth_rate_pct: data_series.source 'BBS' names 'BBS'; 3 more)

Bangladesh Power Development Board: series_source+text_binding (series bpdb_installed_capacity_mw: data_series.source 'BPDB' names 'BPDB'; 2 more)

Bangladesh Sangbad Sangstha: the text names it (publication_bindings: exact_name_en 'Bangladesh Sangbad Sangstha', paragraph 44)

Bangladesh Telecommunication Regulatory Commission: the text names it (publication_bindings: registry_acronym 'BTRC', paragraph 44)

Bangladesh Water Development Board: series_source+text_binding (series bwdb_flood_affected_pct: data_series.source 'BWDB/BBS' names 'BWDB'; 1 more)

Bureau of Manpower, Employment and Training: the text names it (publication_bindings: registry_acronym 'BMET', paragraph 44)

Department of Youth Development: the text names it (publication_bindings: exact_name_en 'Department of Youth Development', paragraph 45)

Economic Relations Division: the text names it (publication_bindings: registry_acronym 'ERD', paragraph 44)

Export Promotion Bureau: a data series it reads comes from this body (series rmg_export_share_national_pct: data_series.source 'BGMEA / EPB / BBS' names 'EPB')

Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 9)

Hydrocarbon Unit: a data series it reads comes from this body (series petrobangla_cumulative_gas_production_bcf: data_series.source 'Petrobangla Annual Report 2024 / Hydrocarbon Unit' names 'Hydrocarbon Unit'; 2 more)

ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 44)

Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 44)

National Economic Council: the text names it (publication_bindings: registry_acronym 'NEC', paragraph 44)

North-West Power Generation Company Limited: the text names it (publication_bindings: registry_acronym 'NWPGCL', paragraph 44)

Petrobangla: the text names it (publication_bindings: exact_name_en 'Petrobangla', paragraph 13)

Power Division: the text names it (publication_bindings: exact_name_en 'Power Division', paragraph 44)

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)

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)

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)

Narrative22 SMEs and the informal economy

content/narratives/2026-09-06-bangladesh-2036-ch22-sme-informal-economy

Bangladesh Bank: the text names it (publication_bindings: exact_name_en 'Bangladesh Bank', paragraph 8)

Bangladesh Bureau of Educational Information and Statistics: the text names it (publication_bindings: registry_acronym 'BANBEIS', paragraph 20)

Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 2)

Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 40)

Local Government Division: the text names it (publication_bindings: exact_name_en 'Local Government Division', paragraph 10)

Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 11)

National Board of Revenue: the text names it (publication_bindings: registry_acronym 'NBR', paragraph 10)

Narrative26 Gas, LNG and fuel security

content/narratives/2026-09-06-bangladesh-2036-ch26-gas-lng-fuel-security

Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 14)

Bangladesh Energy Regulatory Commission: the text names it (publication_bindings: registry_acronym 'BERC', paragraph 11)

Bangladesh Petroleum Corporation: the text names it (publication_bindings: exact_name_en 'Bangladesh Petroleum Corporation', paragraph 40)

Bangladesh Power Development Board: the text names it (publication_bindings: registry_acronym 'BPDB', paragraph 6)

Energy and Mineral Resources Division: the text names it (publication_bindings: exact_name_en 'Energy and Mineral Resources Division', paragraph 29)

Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 41)

Hydrocarbon Unit: the text names it (publication_bindings: exact_name_en 'Hydrocarbon Unit', paragraph 38)

Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 10)

Petrobangla: the text names it (publication_bindings: exact_name_en 'Petrobangla', paragraph 5)

Power Division: the text names it (publication_bindings: exact_name_en 'Power Division', paragraph 31)

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)

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)

Narrative52 Media, information and civil society

content/narratives/2026-09-06-bangladesh-2036-ch52-media-information-civil-society

Bangladesh Betar: the text names it (publication_bindings: exact_name_en 'Bangladesh Betar', paragraph 12)

Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 15)

Bangladesh Press Council: the text names it (publication_bindings: exact_name_en 'Bangladesh Press Council', paragraph 13)

Bangladesh Telecommunication Regulatory Commission: the text names it (publication_bindings: registry_acronym 'BTRC', paragraph 15)

Bangladesh Television: the text names it (publication_bindings: exact_name_en 'Bangladesh Television', paragraph 12)

Cabinet Division: the text names it (publication_bindings: exact_name_en 'Cabinet Division', paragraph 25)

ICT Division: the text names it (publication_bindings: exact_name_en 'ICT Division', paragraph 32)

Information Commission Bangladesh: the text names it (publication_bindings: registry_acronym 'IC', paragraph 9)

Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 59)

NGO Affairs Bureau: the text names it (publication_bindings: exact_name_en 'NGO Affairs Bureau', paragraph 16)

Press Information Department: the text names it (publication_bindings: exact_name_en 'Press Information Department', paragraph 14)

Narrative56 Tourism and aviation

content/narratives/2026-09-06-bangladesh-2036-ch56-tourism-aviation

Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 12)

Bangladesh Parjatan Corporation: the text names it (publication_bindings: exact_name_en 'Bangladesh Parjatan Corporation', paragraph 12)

Biman Bangladesh Airlines: the text names it (publication_bindings: registry_acronym 'Biman', paragraph 9)

Civil Aviation Authority of Bangladesh: the text names it (publication_bindings: registry_acronym 'CAAB', paragraph 7)

Forest Department: the text names it (publication_bindings: exact_name_en 'Forest Department', paragraph 13)

Implementation Monitoring and Evaluation Division: the text names it (publication_bindings: registry_acronym 'IMED', paragraph 27)

Ministry of Civil Aviation and Tourism: the text names it (publication_bindings: registry_acronym 'MoCAT', paragraph 30)

Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 51)

Narrative57 Blue economy and the maritime domain

content/narratives/2026-09-06-bangladesh-2036-ch57-blue-economy-maritime

Bangladesh Petroleum Exploration and Production Company Limited: the text names it (publication_bindings: registry_acronym 'BAPEX', paragraph 13)

Bangladesh Shipping Corporation: the text names it (publication_bindings: exact_name_en 'Bangladesh Shipping Corporation', paragraph 10)

Department of Fisheries: the text names it (publication_bindings: registry_acronym 'DoF', paragraph 6)

Energy and Mineral Resources Division: the text names it (publication_bindings: exact_name_en 'Energy and Mineral Resources Division', paragraph 27)

Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 58)

Legislative and Parliamentary Affairs Division: the text names it (publication_bindings: exact_name_en 'Legislative and Parliamentary Affairs Division', paragraph 49)

Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 11)

Ministry of Industries: the text names it (publication_bindings: exact_name_en 'Ministry of Industries', paragraph 15)

Ministry of Shipping: the text names it (publication_bindings: exact_name_en 'Ministry of Shipping', paragraph 30)

Petrobangla: the text names it (publication_bindings: exact_name_en 'Petrobangla', paragraph 13)

Narrative59 Food inflation and the cost of living

content/narratives/2026-09-06-bangladesh-2036-ch59-food-inflation-cost-of-living

Bangladesh Bank: the text names it (publication_bindings: registry_acronym 'BB', paragraph 8)

Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 6)

Bangladesh Competition Commission: the text names it (publication_bindings: exact_name_en 'Bangladesh Competition Commission', paragraph 23)

Finance Division: the text names it (publication_bindings: exact_name_en 'Finance Division', paragraph 58)

Ministry of Commerce: the text names it (publication_bindings: registry_acronym 'MoC', paragraph 22)

Ministry of Finance: the text names it (publication_bindings: registry_acronym 'MoF', paragraph 22)

Trading Corporation of Bangladesh: the text names it (publication_bindings: registry_acronym 'TCB', paragraph 20)