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 & Parameters

Verify auto-detected geographic columns and configure precision thresholds.

Auto-Aligned Columns

District Column *

Block Column *

Village Column *

Unique ID (Optional)

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

Total Rows

0 Valid Rows

Blank Villages

0 Blank Blocks • 0 Blank Dist

Unique Villages

0 Districts • 0 Blocks

Unique D_B_V Tuples

Unique combinations to match

Exp B: Hierarchical Threshold (Within Block) 85%

Restricted strictly inside candidate villages of the matched District & Block.

Exp C: Global Full Composite String Threshold 96%

Compares full composite string: CleanDistrict_CleanBlock_CleanVillage against all 7,364 reference keys.

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

Pending Edge Cases

High-Confidence (≥85%)

Master Alias Keys

37,538

Official LGD Villages

7,364

Min Score: 0%

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

Showing 0 of 0 pending items

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

Showing 0 of 0 dictionary entries

Village Name & Code	Historical (From Block / District)	Current (To Block / District)	VEC Code	Shifting MIS Date
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

LGD Mapping Engine MVP v1.0

1 Upload Dataset

2 Column Alignment & Parameters

Running 3-Tier AI Mapping Engine...

Standardization Complete

LGD Governance & Resolution Center

1 Upload Dataset

2 Column Alignment & Parameters

Running 3-Tier AI Mapping Engine...

Standardization Complete

LGD Governance & Resolution Center

Admin Portal Login

Add Custom Alias / Manual Override

Register New Shifted Village