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 18

6 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)
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)

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

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)

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)

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)