LGD Mapping Engine & Governance Portal | Enterprise GIS Standardizer

1 Upload Dataset

Upload any raw government or scheme dataset (CSV, XLSX) containing District, Block, and Village strings.

Supports up to 3M+ rows

Click to browse or drag & drop files here

Supported formats: .CSV, .XLSX, .XLS (Up to 500MB)

2 Column Alignment & Mode Configuration

Select your mapping workflow: match raw text names with AI or standardize existing Village LGD codes.

Auto-Aligned Columns

District Column *

Block Column *

Village Column (Optional for Block-Level)

Unique ID (Optional)

Exp B: Hierarchical Fuzzy (Within Block)

Restricted inside candidate villages of the matched District & Block

≥ 85%

Exp C: Global Full DBV Rescue

Full composite match (District_Block_Village)

> 97%

Dataset Health & Geographic Scope Calculated across 100% of uploaded rows

Total Rows

0 Valid Rows

Blank Records

0 Blank Blocks • 0 Blank Dist

Unique Items

0 Districts • 0 Blocks

Unique Combinations

Distinct entries to standardize

Standardization Complete

Dataset processed in 1.2s (85,000 rows/sec).

Dataset Standardization & Comparison Profile (Ingest vs Mapped LGD) Click any metric card below to filter preview records

Total Ingested 0

Valid Targets 0

Blank Villages 0

Districts (Raw → LGD) 0 → 0

Blocks (Raw → LGD) 0 → 0

Villages (Raw → LGD) 0 → 0

Unique DBV Tuples 0

Mapped

0 of 0 rows

Tier 1 Hits

0% (Dictionary)

Tier 2 Fuzzy

Exp B: 0 • Exp C: 0

Shifted

0% Shifted Rows

New Villages

0% New Status

Unmapped

0% Unmapped

Filter:

Showing first 50 rows in preview. Full dataset ready in download.

LGD Governance & Resolution Center

Master Data Management (MDM) • Human-in-the-Loop AI Approvals • Auditability

Unmapped Edge Cases

Master Alias Keys

37,538

Official LGD Villages

7,364

Shifted Villages

678

Unmapped Edge Cases (< 85%)

	Raw Spelling (District / Block / Village)	Rows	Top AI Fuzzy Suggestion (District • Block • Score)	Match Score	Actions
Loading unmapped resolution queue...

Showing 0 of 0 pending items

	Raw Merge Key	Standardized Key	Mapped LGD Village	LGD Code	Source Lineage	Actions
Loading master alias dictionary...

Showing 0 of 0 entries

Village LGD Code	Official Village Name	Block Name & Code	District Name & Code	Classification
Loading official LGD Master repository...

Showing 0 of 0 official villages

Village Name	Historical (From Block / District)	Current (To Block / District)	Village LGD Code	Shifting MIS Date	Actions
Loading shifted villages repository...

Showing 0 of 0 shifted villages

Immutable Governance Audit Log

Timestamp	Raw Merge Key	Action Type	Previous Code ➔ New Code	Performed By	Rollback
No audit records found.

Showing 0 of 0 audit records

Permanent Processed Datasets (PostgreSQL `lgd_mapped`)

Select any previously mapped scheme dataset to inspect its full standardization results, KPIs, and records.

Choose Dataset to View

No Dataset Selected

Select any dataset from the dropdown above to view its complete standardization summary, profile comparison, KPI metrics, and live records.

Dataset Results

lgd_mapped.table

Processed: 2026-09-07 • Stored Permanently in PostgreSQL

Runtime: 0.0s • Speed: 0 rows/sec

Dataset Standardization & Comparison Profile (Ingest vs Mapped LGD) Click any metric card below to filter preview records

Total Ingested 0

Valid Targets 0

Blank Villages 0

Districts (Raw → LGD) 0 → 0

Blocks (Raw → LGD) 0 → 0

Villages (Raw → LGD) 0 → 0

Unique DBV Tuples 0

Mapped

0 of 0 rows

Tier 1 Hits

0% (Dictionary)

Tier 2 Fuzzy

Exp B: 0 • Exp C: 0

Shifted

0% Shifted Rows

New Villages

0% New Status

Unmapped

0% Unmapped

Filter:

Generate Department API Key (B2B / G2G Service Integration)

Issue authentication keys to external departments (Health, PMAY, MGNREGA, Education) to connect their databases via REST API.

Department / Agency Name *

Purpose / Description

Registered Department API Keys

Department Name	API Key (X-API-Key)	Total Requests	Records Mapped	Created Date	Status	Actions
Loading API Keys...

API Integration Code Snippets

HEADER: X-API-Key: MEG_LGD_...

Loading code sample...

LGD Mapping Engine

1 Upload Dataset

2 Column Alignment & Mode Configuration

Instant O(1) LGD Master Hierarchy Resolution

Running 3-Tier AI Mapping Engine...

Standardization Complete

LGD Governance & Resolution Center

Permanent Processed Datasets (PostgreSQL `lgd_mapped`)

No Dataset Selected

Dataset Results

Generate Department API Key (B2B / G2G Service Integration)

Registered Department API Keys

API Integration Code Snippets

1 Upload Dataset

2 Column Alignment & Mode Configuration

Instant O(1) LGD Master Hierarchy Resolution

Running 3-Tier AI Mapping Engine...

Standardization Complete

LGD Governance & Resolution Center

Permanent Processed Datasets (PostgreSQL lgd_mapped)

No Dataset Selected

Dataset Results

Generate Department API Key (B2B / G2G Service Integration)

Registered Department API Keys

API Integration Code Snippets

Admin Portal Login

Add Custom Alias / Manual Override

Edit Dictionary Mapping

Register New Shifted Village

Edit Shifted Village Order

Dataset Table Preview

Permanent Processed Datasets (PostgreSQL `lgd_mapped`)