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.
NarrativeBangladesh is Drowning
content/narratives/2026-03-15-bangladesh-drowning
Bangladesh Water Development Board: the text names it (publication_bindings: exact_name_en 'Bangladesh Water Development Board', paragraph 44)
Department of Disaster Management: the text names it (publication_bindings: exact_name_en 'Department of Disaster Management', paragraph 45)
Ministry of Environment, Forest and Climate Change: the text names it (publication_bindings: exact_name_en 'Ministry of Environment, Forest and Climate Change', paragraph 43)
NarrativeBangladesh is Greening (and Browning)
content/narratives/2026-03-21-bangladesh-greening
Bangladesh Water Development Board: the text names it (publication_bindings: exact_name_en 'Bangladesh Water Development Board', paragraph 41)
Department of Environment: the text names it (publication_bindings: exact_name_en 'Department of Environment', paragraph 40)
Forest Department: the text names it (publication_bindings: exact_name_en 'Forest Department', paragraph 39)
Ministry of Environment, Forest and Climate Change: the text names it (publication_bindings: exact_name_en 'Ministry of Environment, Forest and Climate Change', paragraph 39)
NarrativeThe Agromet Gap
content/narratives/2026-05-09-bd-agromet-gap
Bangladesh Agricultural Research Council: the text names it (publication_bindings: registry_acronym 'BARC', paragraph 10)
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).
Bangladesh Agricultural Research Institute: the text names it (publication_bindings: registry_acronym 'BARI', paragraph 15)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 25)
Bangladesh Meteorological Department: the text names it (publication_bindings: registry_acronym 'BMD', paragraph 10)
Bangladesh Rice Research Institute: the text names it (publication_bindings: registry_acronym 'BRRI', paragraph 15)
Bangladesh Water Development Board: the text names it (publication_bindings: exact_name_en 'Bangladesh Water Development Board', paragraph 10)
Department of Agricultural Extension: the text names it (publication_bindings: registry_acronym 'DAE', paragraph 15)
Narrativeহাওর থেকে আমবাগান: যে পূর্বাভাস কৃষকের কাছে পৌঁছায় না
content/narratives/2026-05-09-bd-agromet-gap-bn
Bangladesh Agricultural Research Council: the text names it (publication_bindings: registry_acronym 'BARC', paragraph 12)
Bangladesh Agricultural Research Institute: the text names it (publication_bindings: registry_acronym 'BARI', paragraph 18)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 28)
Bangladesh Meteorological Department: the text names it (publication_bindings: exact_name_bn+bn_case_suffix 'বাংলাদেশ আবহাওয়া অধিদপ্তর', paragraph 40)
Bangladesh Rice Research Institute: the text names it (publication_bindings: registry_acronym 'BRRI', paragraph 18)
Bangladesh Water Development Board: the text names it (publication_bindings: registry_acronym 'BWDB', paragraph 5)
Ministry of Agriculture: the text names it (publication_bindings: exact_name_bn+bn_case_suffix 'কৃষি মন্ত্রণালয়', paragraph 24)
Ministry of Defence: the text names it (publication_bindings: exact_name_bn+bn_case_suffix 'প্রতিরক্ষা মন্ত্রণালয়', paragraph 24)
NarrativeWhere the Salt Is
content/narratives/2026-05-16-where-salt-is
Bangladesh Meteorological Department: the text names it (publication_bindings: exact_name_en 'Bangladesh Meteorological Department', paragraph 10)
Bangladesh Rice Research Institute: the text names it (publication_bindings: exact_name_en 'Bangladesh Rice Research Institute', paragraph 3)
Bangladesh Water Development Board: the text names it (publication_bindings: exact_name_en 'Bangladesh Water Development Board', paragraph 23)
Department of Agricultural Extension: the text names it (publication_bindings: exact_name_en 'Department of Agricultural Extension', paragraph 23)
Department of Environment: the text names it (publication_bindings: exact_name_en 'Department of Environment', paragraph 46)
Local Government Engineering Department: the text names it (publication_bindings: exact_name_en 'Local Government Engineering Department', paragraph 23)
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 Environment, Forest and Climate Change: the text names it (publication_bindings: exact_name_en 'Ministry of Environment, Forest and Climate Change', paragraph 23)
Narrativeযেখানে লোনা এসেছে
content/narratives/2026-05-16-where-salt-is-bn
Bangladesh Meteorological Department: the text names it (publication_bindings: exact_name_bn+bn_case_suffix 'বাংলাদেশ আবহাওয়া অধিদপ্তর', paragraph 8)
Bangladesh Rice Research Institute: the text names it (publication_bindings: registry_acronym 'BRRI', paragraph 3)
Bangladesh Water Development Board: the text names it (publication_bindings: exact_name_bn 'বাংলাদেশ পানি উন্নয়ন বোর্ড', paragraph 21)
Department of Agricultural Extension: the text names it (publication_bindings: exact_name_bn+bn_case_suffix 'কৃষি সম্প্রসারণ অধিদপ্তর', paragraph 3)
Local Government Engineering Department: the text names it (publication_bindings: exact_name_bn 'স্থানীয় সরকার প্রকৌশল অধিদপ্তর', paragraph 21)
Ministry of Disaster Management and Relief: the text names it (publication_bindings: exact_name_bn 'দুর্যোগ ব্যবস্থাপনা ও ত্রাণ মন্ত্রণালয়', paragraph 21)
Ministry of Environment, Forest and Climate Change: the text names it (publication_bindings: exact_name_bn 'পরিবেশ, বন ও জলবায়ু পরিবর্তন মন্ত্রণালয়', paragraph 21)
Prime Minister's Office: the text names it (publication_bindings: exact_name_bn+bn_case_suffix 'প্রধানমন্ত্রীর কার্যালয়', paragraph 23)
NarrativeThe Most Crowded Farmland: A Country With No Land Left to Convert
content/narratives/2026-08-10-the-most-crowded-farmland
Bangladesh Agricultural Research Council: the text names it (publication_bindings: exact_name_en 'Bangladesh Agricultural Research Council', paragraph 37)
Bangladesh Bureau of Statistics: the text names it (publication_bindings: registry_acronym 'BBS', paragraph 37)
Bangladesh Water Development Board: the text names it (publication_bindings: exact_name_en 'Bangladesh Water Development Board', paragraph 37)
Ministry of Agriculture: the text names it (publication_bindings: exact_name_en 'Ministry of Agriculture', paragraph 37)
Ministry of Land: the text names it (publication_bindings: exact_name_en 'Ministry of Land', paragraph 37)
NarrativeThe Aquifer Under the Harvest
content/narratives/2026-08-23-aquifer-under-the-harvest
Bangladesh Water Development Board: the text names it (publication_bindings: exact_name_en 'Bangladesh Water Development Board', paragraph 30)
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)
NarrativeThe delta is not waiting for the policy cycle
content/narratives/2026-09-06-bangladesh-2036-7-the-delta
Bangladesh Water Development Board: the text names it (publication_bindings: exact_name_en 'Bangladesh Water Development Board', paragraph 4)
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)
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)
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)