What is the grassroots infrastructure, market network, and village demographic distribution across Bangladesh's 4,515 union parishads?

Union parishads. 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/brain/unions.

Descriptive, sourced: no modelLive record not served: unavailable.Live record not served: unavailable.Live record not served: unavailable.

Basis: sourced records (URL, sha256 or locator per row), no model.

Primary portal extracts verified against stored html subpages; zero synthetic data; personal data quarantined; union budgets linked to localgov brain.

As of: 2 October 2026.

Project rows parsed from union portals: 54,947
Rural hatbazars documented: 6,554
Reporting unions of 4,515: 2,354
Villages documented: 39,078
Highest project density, Magura: 223.3 per 100,000 rural residents
Lowest project density, Narsingdi: 15.41 per 100,000 rural residents

Field projects by category

rows with an empty project_name or an artifact token (অ্যাকশন, বিবিজি, সার্কুলার) are kept in every table and count but excluded from ranked project lists

Project rows with an empty name: 32,254
গ্রামীণ অবকাঠামো / অন্যান্য: projects: 10,680
গ্রামীণ অবকাঠামো / অন্যান্য: allocation: Tk 867.4 crore
কাবিটা: allocation: Tk 2,615.19 crore

Project categories, with documented allocations

Category	Projects

Project density per 100,000 rural residents

Highest project density

District	Density	Projects	Rural residents
Magura	Density: 223.3	Projects: 1,871	Rural residents: 837,891

All 64 districts

Districts: unions, villages, hatbazars, projects and density

District	Unions	Villages	Hatbazars	Projects	Density
Magura	Unions: 36	Villages: 403

Not held

Beneficiary Rosters (sovereign_union_beneficiaries): Quarantined under privacy protocol: holds citizen national IDs, phone numbers, and vulnerability statuses.
Gram Police Rosters (sovereign_union_gram_police): Quarantined under privacy protocol: holds personal contact information and salary accounts of chowkidars.
Ward Member & Representative Directory (sovereign_union_ward_members): Quarantined under privacy protocol: personal contact numbers and residential details of elected members.
Fertilizer Dealer & Subsidy Rosters (sovereign_union_fertilizer): Quarantined under privacy protocol: contains personal phone numbers and merchant license records.
Field Worker Directories (sovereign_union_field_workers): Quarantined under privacy protocol: direct mobile contact information of grassroots field personnel.
Synthetic Hatbazar Census (sovereign_union_hatbazar_census): Quarantined under SYNTHETIC_RNG_TABLES (app/twin/quarantine.py:645) due to synthetic numpy RNG draws.
Union Parishad Fiscal Budgets (sovereign_union_budgets): Budgets belong to localgov domain; served through /api/twin/brain/localgov and linked via related routes.

Sources

Sovereign Union Field Projects Portal Extract. National Web Portal of Bangladesh (LGED / Local Government Division subpages).

গ্রামীণ অবকাঠামো / অন্যান্য	Projects: 10,680	Allocation, Tk crore: Tk 867.4 crore
কাবিখা	Projects: 1,254	Allocation, Tk crore: Tk 15.6 crore
এলজিএসপি	Projects: 926	Allocation, Tk crore: Tk 26.35 crore
কাবিটা	Projects: 863	Allocation, Tk crore: Tk 2,615.19 crore
টিআর	Projects: 759	Allocation, Tk crore: Tk 7.53 crore
টি আর	Projects: 480	Allocation, Tk crore: Tk 9.43 crore
এলজিইডি	Projects: 464	Allocation, Tk crore: Tk 27.45 crore
প্রকল্পের নাম	Projects: 299	Allocation, Tk crore: Tk 0.01 crore
জি আর	Projects: 282	Allocation, Tk crore: Tk 3.49 crore
জিআর	Projects: 267	Allocation, Tk crore: Tk 1.73 crore

District	Density	Projects	Rural residents
Narsingdi	Density: 15.41	Projects: 299	Rural residents: 1,940,417
Noakhali	Density: 16.35	Projects: 486	Rural residents: 2,972,712
Rajbari	Density: 19.6	Projects: 198	Rural residents: 1,010,027
Narayanganj	Density: 24.08	Projects: 560	Rural residents: 2,325,184
Pabna	Density: 25.47	Projects: 578	Rural residents: 2,269,547