Datasets:

asrinivas15
/

mapvoice-india-navigation-toponyms

record_id stringlengths 8 18	pack_id stringclasses 5 values	city stringclasses 5 values	language stringclasses 5 values	language_code stringclasses 5 values	latin_name stringlengths 4 22	native_name stringclasses 20 values	entity_type stringclasses 2 values	data_stage stringclasses 2 values	verification_status stringclasses 1 value	pronunciation_verified bool 1 class	annotation_status stringclasses 1 value	source_id float64	source_record_id float64	source_name float64	source_url float64	source_license float64	latitude float64	longitude float64	provenance_status float64	notes stringclasses 3 values
cand_0055	blr-kn	Bengaluru	Kannada	kn	Anekal	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0023	blr-kn	Bengaluru	Kannada	kn	Arekere	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0056	blr-kn	Bengaluru	Kannada	kn	Attibele	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0004	blr-kn	Bengaluru	Kannada	kn	Banashankari	ಬನಶಂಕರಿ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
blr_0001	blr-kn	Bengaluru	Kannada	kn	Basavanagudi	ಬಸವನಗುಡಿ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0022	blr-kn	Bengaluru	Kannada	kn	Begur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0006	blr-kn	Bengaluru	Kannada	kn	Bellandur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0053	blr-kn	Bengaluru	Kannada	kn	Bilekahalli	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0021	blr-kn	Bengaluru	Kannada	kn	Bommanahalli	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0042	blr-kn	Bengaluru	Kannada	kn	Brookefield	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0008	blr-kn	Bengaluru	Kannada	kn	BTM Layout	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0027	blr-kn	Bengaluru	Kannada	kn	Chamarajpet	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0020	blr-kn	Bengaluru	Kannada	kn	Chikkabanavara	ಚಿಕ್ಕಬಾಣಾವರ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0028	blr-kn	Bengaluru	Kannada	kn	Cottonpet	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0017	blr-kn	Bengaluru	Kannada	kn	Cox Town	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0018	blr-kn	Bengaluru	Kannada	kn	Devanahalli	ದೇವನಹಳ್ಳಿ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0014	blr-kn	Bengaluru	Kannada	kn	Domlur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0004	blr-kn	Bengaluru	Kannada	kn	Electronic City	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0016	blr-kn	Bengaluru	Kannada	kn	Frazer Town	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0024	blr-kn	Bengaluru	Kannada	kn	Gottigere	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0049	blr-kn	Bengaluru	Kannada	kn	Harlur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0005	blr-kn	Bengaluru	Kannada	kn	Hebbal	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0019	blr-kn	Bengaluru	Kannada	kn	Hesaraghatta	ಹೆಸರಘಟ್ಟ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0052	blr-kn	Bengaluru	Kannada	kn	Hongasandra	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0045	blr-kn	Bengaluru	Kannada	kn	Hoodi	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0039	blr-kn	Bengaluru	Kannada	kn	Horamavu	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0007	blr-kn	Bengaluru	Kannada	kn	HSR Layout	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0007	blr-kn	Bengaluru	Kannada	kn	Hulimavu	ಹುಳಿಮಾವು	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0001	blr-kn	Bengaluru	Kannada	kn	Indiranagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0032	blr-kn	Bengaluru	Kannada	kn	Jalahalli	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0002	blr-kn	Bengaluru	Kannada	kn	Jayanagar	ಜಯನಗರ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0054	blr-kn	Bengaluru	Kannada	kn	Jigani	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0009	blr-kn	Bengaluru	Kannada	kn	JP Nagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0011	blr-kn	Bengaluru	Kannada	kn	Kadubeesanahalli	ಕಾಡುಬೀಸನಹಳ್ಳಿ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0029	blr-kn	Bengaluru	Kannada	kn	Kalasipalya	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0037	blr-kn	Bengaluru	Kannada	kn	Kalyan Nagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0038	blr-kn	Bengaluru	Kannada	kn	Kammanahalli	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0015	blr-kn	Bengaluru	Kannada	kn	Kanakapura Road	ಕನಕಪುರ ರಸ್ತೆ	road	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
blr_0016	blr-kn	Bengaluru	Kannada	kn	Kempegowda Road	ಕೆಂಪೇಗೌಡ ರಸ್ತೆ	road	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
blr_0006	blr-kn	Bengaluru	Kannada	kn	Kengeri	ಕೆಂಗೇರಿ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0059	blr-kn	Bengaluru	Kannada	kn	Kengeri Satellite Town	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0010	blr-kn	Bengaluru	Kannada	kn	Konanakunte	ಕೋಣನಕುಂಟೆ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0002	blr-kn	Bengaluru	Kannada	kn	Koramangala	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0041	blr-kn	Bengaluru	Kannada	kn	KR Puram	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0051	blr-kn	Bengaluru	Kannada	kn	Kudlu	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0025	blr-kn	Bengaluru	Kannada	kn	Kumaraswamy Layout	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0057	blr-kn	Bengaluru	Kannada	kn	Kumbalgodu	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0046	blr-kn	Bengaluru	Kannada	kn	Kundalahalli	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0013	blr-kn	Bengaluru	Kannada	kn	Mahadevapura	ಮಹದೇವಪುರ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
blr_0017	blr-kn	Bengaluru	Kannada	kn	Malleshwaram	ಮಲ್ಲೇಶ್ವರಂ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
blr_0012	blr-kn	Bengaluru	Kannada	kn	Marathahalli	ಮಾರತಹಳ್ಳಿ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0034	blr-kn	Bengaluru	Kannada	kn	Mathikere	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0047	blr-kn	Bengaluru	Kannada	kn	Munnekollal	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0014	blr-kn	Bengaluru	Kannada	kn	Nagarabhavi	ನಾಗರಭಾವಿ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
blr_0009	blr-kn	Bengaluru	Kannada	kn	Nagasandra	ನಾಗಸಂದ್ರ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0060	blr-kn	Bengaluru	Kannada	kn	Nayandahalli	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0026	blr-kn	Bengaluru	Kannada	kn	Padmanabhanagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0048	blr-kn	Bengaluru	Kannada	kn	Panathur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0031	blr-kn	Bengaluru	Kannada	kn	Peenya	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0003	blr-kn	Bengaluru	Kannada	kn	Rajajinagar	ರಾಜಾಜಿನಗರ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0058	blr-kn	Bengaluru	Kannada	kn	Rajarajeshwari Nagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0040	blr-kn	Bengaluru	Kannada	kn	Ramamurthy Nagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0018	blr-kn	Bengaluru	Kannada	kn	Richmond Town	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0010	blr-kn	Bengaluru	Kannada	kn	RT Nagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0036	blr-kn	Bengaluru	Kannada	kn	Sadashivanagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0035	blr-kn	Bengaluru	Kannada	kn	Sanjaynagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0044	blr-kn	Bengaluru	Kannada	kn	Sarjapur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0012	blr-kn	Bengaluru	Kannada	kn	Seshadripuram	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0020	blr-kn	Bengaluru	Kannada	kn	Shantinagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0013	blr-kn	Bengaluru	Kannada	kn	Shivajinagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0050	blr-kn	Bengaluru	Kannada	kn	Singasandra	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0030	blr-kn	Bengaluru	Kannada	kn	Sunkadakatte	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0015	blr-kn	Bengaluru	Kannada	kn	Ulsoor	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0008	blr-kn	Bengaluru	Kannada	kn	Uttarahalli	ಉತ್ತರಹಳ್ಳಿ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0043	blr-kn	Bengaluru	Kannada	kn	Varthur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0011	blr-kn	Bengaluru	Kannada	kn	Vijayanagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0003	blr-kn	Bengaluru	Kannada	kn	Whitefield	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
cand_0019	blr-kn	Bengaluru	Kannada	kn	Wilson Garden	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
blr_0005	blr-kn	Bengaluru	Kannada	kn	Yelahanka	ಯಲಹಂಕ	locality	labeled-unverified	unverified	false	null	null	null	null	null	null	null	null	null	Migrated from v0.1 seed row
cand_0033	blr-kn	Bengaluru	Kannada	kn	Yeshwanthpur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Requires source verification and Kannada/native pronunciation review
chn_ta_cand_0001	chn-ta	Chennai	Tamil	ta	Adyar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0015	chn-ta	Chennai	Tamil	ta	Ambattur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0002	chn-ta	Chennai	Tamil	ta	Anna Nagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0020	chn-ta	Chennai	Tamil	ta	Besant Nagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0010	chn-ta	Chennai	Tamil	ta	Chromepet	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0018	chn-ta	Chennai	Tamil	ta	Egmore	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0007	chn-ta	Chennai	Tamil	ta	Guindy	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0016	chn-ta	Chennai	Tamil	ta	Kodambakkam	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0004	chn-ta	Chennai	Tamil	ta	Mylapore	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0008	chn-ta	Chennai	Tamil	ta	Nungambakkam	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0011	chn-ta	Chennai	Tamil	ta	Pallavaram	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0009	chn-ta	Chennai	Tamil	ta	Perambur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0014	chn-ta	Chennai	Tamil	ta	Porur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0019	chn-ta	Chennai	Tamil	ta	Royapettah	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0017	chn-ta	Chennai	Tamil	ta	Saidapet	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0013	chn-ta	Chennai	Tamil	ta	Sholinganallur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0003	chn-ta	Chennai	Tamil	ta	T Nagar	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0006	chn-ta	Chennai	Tamil	ta	Tambaram	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0012	chn-ta	Chennai	Tamil	ta	Thiruvanmiyur	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.
chn_ta_cand_0005	chn-ta	Chennai	Tamil	ta	Velachery	null	locality	candidate	unverified	false	candidate	null	null	null	null	null	null	null	null	Seed candidate only; native-script form and pronunciation require review.

End of preview. Expand in Data Studio

MapVoice Indian Navigation Toponyms — Preview

Version: 0.1.0

MapVoice is a city-specific Indian navigation/place-name data project covering Bengaluru/Kannada, Chennai/Tamil, Hyderabad/Telugu, Mumbai/Marathi and Kochi/Malayalam.

Maturity

This repository deliberately separates candidate, labeled-but-unverified, and reviewed records.

preview is for exploration, review tooling and early experiments.
reviewed contains only rows materialized through the MapVoice independent-review/adjudication workflow.
A native-script value does not imply pronunciation verification.
This release is not a production-grade or fully pronunciation-verified corpus.

Current counts

{
  "blr-kn": {
    "preview": 80,
    "reviewed": 0,
    "with_native_name": 20,
    "pronunciation_verified": 0
  },
  "chn-ta": {
    "preview": 20,
    "reviewed": 0,
    "with_native_name": 0,
    "pronunciation_verified": 0
  },
  "hyd-te": {
    "preview": 20,
    "reviewed": 0,
    "with_native_name": 0,
    "pronunciation_verified": 0
  },
  "kochi-ml": {
    "preview": 20,
    "reviewed": 0,
    "with_native_name": 0,
    "pronunciation_verified": 0
  },
  "mum-mr": {
    "preview": 20,
    "reviewed": 0,
    "with_native_name": 0,
    "pronunciation_verified": 0
  }
}

Provenance and licensing

The MapVoice-authored preview/annotation layer is released under CC BY 4.0. Future upstream-derived rows retain their row-level source license.

Rows derived from upstream data retain source identity/license in row metadata.

Review methodology

Two independent reviews are required for verification; disagreements require adjudication. Pronunciation approval is recorded separately from spelling/source approval.

Limitations

Coverage is incomplete and uneven. Candidate rows may lack native-script forms or authoritative provenance. Unverified rows are not gold labels.

Related work

Indian locality-pronunciation benchmarks already exist, including the Koel Benchmark Suite. MapVoice focuses on city-specific navigation adaptation, provenance/review lifecycle, held-out evaluation and a planned regional adapter family.

Citation

A formal citation will be added when the dataset reaches a stable reviewed release.

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