ARTPARK-IISc/Vaani

VAANI is an India-representative multi-modal multi-lingual dataset. The current version (phase 1- 80 districts, phase 2- 65 districts) contains ~27,750 hours of spontaenous,image-prompted speech by 143K speakers across 145 districts, talking about 258K images covering 103 languages. From this audio data, 1,187 hours of transcribed data(text) is available, spanning almost evenly across the 145 districts.

Project Vaani, by IISc, Bangalore and ARTPARK, is capturing the true diversity of India’s spoken languages to propel language AI technologies for a truly inclusive Digital India. It was started with a vision to boost ML research and application capabilities in all Indian languages. We expect to create data corpora of over 150,000 hours of speech, part of which will be transcribed in local scripts, while ensuring linguistic, educational, urban-rural, age, and gender diversity (among other potential diversity characteristics). These diligently collected and curated datasets of natural speech and text from about 1 million people across all 773 districts of India will be open-sourced. The current version of the dataset that is open-sourced contains is from Phase 1. This unique dataset is also available through prestigious platforms such as Bhashini (under the National Language Translation Mission, MeiTY).

This initiative has been funded by Google.

	Alipurduar	Anantpur	Annamaya	Araria	Aurangabad	Balrampur	Bangalore	Bastar	Begusarai	Belgaum	Bellary	Bhagalpur	Bhopal	Bidar	Bijapur	Bikaner	Bilaspur	Budaun	Chamarajanagar	Chandigarh	Chandrapur	CharkhiDadri	Chennai	Chittoor	Churu	CoochBehar	DakshinDinajpur	DakshinaKannada	Darbhanga	Darjeeling	Deoghar	Deoria	Dhalai	Dhar	Dharwad	Dhule	Dimapur	EastChamparan	Etah	Fazilka	Gandhinagar	Garhwa	Gaya	Ghazipur	Gondia	Gopalganj	Gorakhpur	Gulbarga	Guntur	Hailakandi	Hamirpur	Hyderabad	Jahanabad	Jaipur	Jalaun	Jalpaiguri	Jamtara	Jamui	Jashpur	Jhajjar	Jhargram	JyotibaPhuleNagar	Kabirdham	Kaimur	KamrupMetropolitan	Kanyakumari	Kapurthala	Karimnagar	Kasaragod	Katihar	Katni	Khordha	Kishanganj	Kohima	Kolkata	Koppal	Korba	Krishna	Lakhisarai	Lalitpur	Longding	LowerDibangvalley	Lucknow	Madhepura	Mahabubabad	Malda	Malkangiri	Mumbaisuburban	Muzaffarnagar	Muzaffarpur	Mysore	Nagaur	Nagpur	Nalgonda	Namakkal	NewDelhi	Nilgiris	North24Parganas	NorthGaroHills	NorthSouthGoa	Nuapada	Palamu	PapumPare	PaschimMedinipur	Pathankot	Patna	Pune	Purnia	Purulia	Raichur	Raigarh	Raipur	Rajnandgaon	Ranchi	Rohtak	Saharanpur	Saharsa	Sahebganj	Samastipur	Sambalpur	Saran	Sarguja	Shamli	Shimla	Shimoga	Sindhudurg	Sitamarhi	Solapur	Sonitpur	SouthGarohills	SriSatyaSai	Srikakulam	Sukma	Supaul	TehriGarhwal	Unakoti	Uttarkashi	Vaishali	Valsad	Varanasi	Vishakapattanam	Washim	WestChamparan	WestGaroHills	WestTripura
Audio Duration(Hrs)	213.64	227.07	56.88	193.34	185.93	186.69	212.13	197.95	194.28	195.52	210.2	198.71	200.84	202.57	189.48	62.0	205.75	202.7	192.3	208.83	186.38	57.33	204.4	200.0	194.12	202.94	204.4	183.52	199.18	204.22	204.62	192.71	248.41	184.79	198.74	193.87	210.94	212.87	197.21	115.99	67.64	220.0	227.33	189.85	166.85	230.4	194.71	183.49	217.53	214.19	206.96	202.35	202.44	203.36	227.16	198.96	210.66	209.32	183.39	120.08	182.4	195.24	199.59	169.24	220.67	204.4	99.65	224.51	52.42	194.24	211.11	216.45	202.5	233.03	211.86	209.05	195.08	176.9	193.66	220.0	211.92	220.0	220.0	194.33	216.08	207.15	213.79	208.29	198.96	197.23	206.77	196.47	193.55	216.38	220.0	207.53	206.92	214.0	51.3	189.71	111.06	218.9	211.59	199.81	155.55	202.83	201.09	205.61	198.46	195.09	187.36	127.93	188.13	220.0	116.78	200.19	189.89	195.65	221.85	198.0	228.76	180.2	205.02	146.68	196.35	185.83	220.75	208.04	220.0	227.5	206.35	233.85	135.94	186.73	207.47	264.12	196.15	201.36	66.07	192.1	176.95	76.67	198.97	220.12	211.68
Trans. Duration(Hrs)	2.01	10.66	0.0	10.24	9.93	11.84	9.29	9.45	8.32	11.44	10.89	8.8	14.25	10.39	7.59	0.0	10.45	11.08	9.15	8.9	9.03	2.9	0.01	11.02	11.92	10.97	10.27	10.2	8.91	0.75	18.19	8.87	13.11	0.0	9.9	11.79	7.35	8.74	10.9	5.7	0.0	20.2	9.18	7.91	4.61	9.5	7.86	5.29	11.66	10.08	11.19	8.72	8.96	0.0	11.3	8.49	13.84	9.36	7.21	3.69	8.62	10.73	8.33	0.0	14.33	7.9	4.09	7.42	0.0	3.74	0.0	7.09	8.54	10.86	12.22	8.25	8.44	10.16	8.59	9.61	4.33	0.0	4.95	7.45	13.22	10.51	0.0	5.29	11.29	9.91	11.34	12.39	11.25	7.52	2.14	3.11	0.77	12.1	3.33	9.57	0.64	10.39	4.06	8.51	11.46	17.8	13.73	9.61	9.39	10.18	10.06	0.0	7.96	19.24	3.52	9.17	8.67	9.09	10.59	0.53	11.2	7.52	9.79	5.55	10.01	11.35	10.15	9.95	0.0	8.96	7.35	11.35	7.73	8.84	11.95	19.28	9.43	11.3	0.01	8.38	11.59	1.64	0.0	7.15	8.64
Audio Language-wise Duration(Hrs)	Bengali: 124.828, Bhojpuri: 0.553, English: 4.074, Hindi: 41.882, Nepali: 42.304	Kannada: 0.131, Tamil: 1.167, Marathi: 1.378, Bengali: 1.188, Telugu: 161.407, Urdu: 9.869, Hindi: 51.933	English: 0.467, Telugu: 56.416	Maithili: 22.732, Bhojpuri: 0.216, Bengali: 0.254, Telugu: 0.096, Angika: 1.678, Hindi: 167.755, Urdu: 0.612	Hindi: 79.5, Bengali: 0.132, Telugu: 0.14, Marathi: 106.157	Chhattisgarhi: 8.294, Hindi: 172.646, Awadhi: 5.753	Assamese: 0.751, Bengali: 2.373, English: 16.252, Hindi: 16.846, Kannada: 158.08, Malayalam: 0.039, Marathi: 0.168, Odia: 1.524, Punjabi: 2.726, Sumi: 0.168, Tamil: 10.809, Telugu: 1.809, Urdu: 0.586	Gondi: 0.101, Chhattisgarhi: 24.205, Bengali: 0.241, Bhatri: 1.029, Halbi: 41.791, Oriya: 0.554, Hindi: 130.032	Magahi: 0.082, Bhojpuri: 1.217, Angika: 12.869, Hindi: 131.54, Maithili: 32.628, Telugu: 0.12, Urdu: 15.825	Urdu: 0.204, Marathi: 34.809, Hindi: 12.865, Malayalam: 0.273, Kannada: 143.791, Telugu: 3.582	Tamil: 0.716, Kannada: 153.043, Hindi: 8.392, English: 0.388, Telugu: 44.414, Urdu: 2.593, Bearybashe: 0.489, Malayalam: 0.165	Urdu: 0.284, Bengali: 0.582, Bhojpuri: 0.157, Magahi: 0.275, Hindi: 141.861, Maithili: 9.685, Telugu: 0.193, Angika: 45.029, Marathi: 0.647	English: 0.314, Hindi: 199.931, Urdu: 0.592	Hindi: 0.323, Kannada: 200.181, Marathi: 2.066	Hindi: 10.735, English: 0.146, Kannada: 173.44, Urdu: 3.193, Malayalam: 0.283, Bengali: 1.393, Telugu: 0.288	Hindi: 60.843, Marwadi: 0.056, Rajasthani: 1.097	Bengali: 0.837, Marathi: 0.567, Maithili: 0.304, Hindi: 191.55, Chhattisgarhi: 12.491	Khariboli: 4.662, Bundeli: 2.898, Bengali: 0.248, Hindi: 192.439, Awadhi: 0.331, Urdu: 1.784, Marathi: 0.343	Hindi: 5.65, Malayalam: 0.322, Telugu: 0.213, Tamil: 4.423, Kannada: 181.695	Chhattisgarhi: 0.715, English: 7.134, Hindi: 188.714, Punjabi: 12.265	Hindi: 80.426, Marathi: 105.643, Malvani: 0.313	English: 0.79, Haryanvi: 5.957, Hindi: 50.438, Kashmiri: 0.14	Tamil: 204.396	Telugu: 169.261, Hindi: 27.124, Bengali: 1.02, Tamil: 2.476, Santali: 0.116	Mewati: 0.016, Hindi: 63.517, Harauti: 0.29, Rajasthani: 89.46, Bagri: 0.579, Mewari: 0.318, Marwari: 36.964, Jaipuri: 0.803, Wagdi: 0.366, Bengali: 0.461, Gujarati: 0.238, English: 0.168, Shekhawati: 0.934	Bengali: 201.204, English: 1.059, Hindi: 0.678	Hindi: 10.241, Bengali: 194.158	Bearybashe: 6.472, Malayalam: 0.475, Telugu: 0.212, Tulu: 39.943, Urdu: 6.674, Hindi: 13.423, Kannada: 116.32	Marathi: 0.301, Hindi: 176.606, Maithili: 20.816, Kannada: 0.147, Urdu: 1.314	Bengali: 5.336, English: 2.435, Hindi: 1.944, Nepali: 194.507	English: 0.919, Hindi: 196.755, Khorth: 3.001, KhorthKhotta: 3.943	Marathi: 0.356, Hindi: 102.05, Bhojpuri: 89.671, Awadhi: 0.112, Maithili: 0.294, Khariboli: 0.228	Bengali: 9.902, Chakma: 226.653, Hindi: 1.226, Kokborok: 10.629	Hindi: 184.786	Telugu: 9.98, Bhojpuri: 0.291, Kannada: 178.79, Malayalam: 0.279, Urdu: 0.453, Hindi: 8.95	Hindi: 52.372, Marathi: 132.888, Bhili: 2.879, Khandeshi: 5.731	Angami: 0.312, Ao: 2.869, Chakhesang: 4.311, English: 23.084, Hindi: 2.27, Kuki: 0.058, Liangmei: 0.254, Lotha: 0.58, Nagamese: 166.725, Phom: 0.245, Rongmei: 0.849, Sangtam: 1.438, Sumi: 6.247, Tenyidie: 0.793, Yimchunger: 0.729, Zeme: 0.178	Bhojpuri: 39.012, Bengali: 1.15, Marathi: 0.708, Hindi: 168.973, Urdu: 0.539, Maithili: 2.491	Khariboli: 2.844, English: 0.088, Marathi: 0.442, Hindi: 193.835	English: 5.197, Hindi: 86.504, Kashmiri: 1.595, Punjabi: 22.281, Sindhi: 0.411	English: 0.875, Gujarati: 52.951, Hindi: 13.349, Marathi: 0.464	English: 2.442, Hindi: 216.842, Magadhi: 0.502, Sadri: 0.213	Bhojpuri: 0.343, Hindi: 187.242, Magahi: 35.393, Bengali: 0.126, Maithili: 3.048, Marwari: 0.039, Marathi: 1.142	Hindi: 112.38, Khariboli: 0.36, Tamil: 0.286, Awadhi: 0.34, Marathi: 0.473, Urdu: 0.284, Bhojpuri: 75.199, Chhattisgarhi: 0.271, Bengali: 0.254	English: 3.791, Hindi: 106.861, Marathi: 54.406, Powari: 1.792	Marathi: 0.46, Maithili: 2.226, Bhojpuri: 35.267, Hindi: 192.245, Bengali: 0.201	Khariboli: 0.829, Hindi: 118.869, Marathi: 1.061, Bhojpuri: 73.951	Kannada: 130.248, Telugu: 15.542, Urdu: 20.037, Malayalam: 0.237, Hindi: 17.424	English: 0.074, Telugu: 188.831, Urdu: 9.723, Bengali: 0.532, Tamil: 0.394, Marathi: 0.851, Hindi: 17.125	Assamese: 19.518, Bengali: 188.737, English: 0.579, Hindi: 4.743, Sylheti: 0.611	Bundeli: 3.65, Hindi: 200.863, Urdu: 0.049, Bengali: 0.187, Awadhi: 0.059, Marathi: 0.586, Khariboli: 1.567	English: 6.987, Hindi: 8.267, Tamil: 0.468, Telugu: 186.449, Urdu: 0.175	Bengali: 0.651, Magahi: 12.912, Marathi: 0.77, Urdu: 0.761, Maithili: 2.89, Hindi: 184.454	English: 2.867, Hindi: 196.368, Marwadi: 2.497, Marwari: 0.211, Punjabi: 0.193, Rajasthani: 1.219	Marathi: 0.619, Khariboli: 1.122, Awadhi: 0.179, Hindi: 222.448, Gujarati: 0.094, Assamese: 0.233, Bundeli: 2.468	Hindi: 7.207, Bengali: 190.021, Sadri: 0.585, Marathi: 1.149	Marathi: 0.572, Bengali: 21.924, Hindi: 165.005, Khortha: 22.436, Bhojpuri: 0.26, Maithili: 0.458	Magahi: 6.467, Hindi: 186.895, Maithili: 4.571, Tamil: 0.155, Angika: 10.953, Bengali: 0.275	Agariya: 0.063, Hindi: 94.596, Kurukh: 7.439, Chhattisgarhi: 55.097, Bengali: 0.428, Sadri: 25.616, Oriya: 0.149	English: 1.419, Haryanvi: 17.137, Hindi: 100.89, Kashmiri: 0.459, Punjabi: 0.172	Marathi: 0.653, Bengali: 177.872, Hindi: 3.611, Bhojpuri: 0.261	Hindi: 191.227, Urdu: 1.447, Khariboli: 1.813, Marathi: 0.623, English: 0.126	Maithili: 0.257, Hindi: 174.052, Marathi: 0.185, Chhattisgarhi: 25.098	Bengali: 0.206, Bhojpuri: 9.522, Bihari: 0.87, English: 1.924, Hindi: 156.454, Urdu: 0.263	Assamese: 129.107, Bengali: 5.183, English: 40.274, Hindi: 46.107	English: 0.791, Tamil: 203.607	English: 3.005, Hindi: 47.595, Kashmiri: 1.845, Punjabi: 46.83, Telugu: 0.208, Urdu: 0.163	Hindi: 6.151, Urdu: 1.999, Bengali: 0.526, English: 0.683, Telugu: 215.153	English: 0.279, Malayalam: 52.138	Angika: 9.374, Bengali: 28.094, Bhojpuri: 1.6, Bihari: 0.632, English: 0.754, Hindi: 148.876, Maithili: 2.483, Santali: 0.686, Thethi: 0.268, Urdu: 1.476	Bagheli: 0.266, Bundeli: 0.254, Dogari: 0.232, Haryanvi: 0.25, Hindi: 209.053, Sindhi: 1.052	Bengali: 4.387, English: 0.214, Hindi: 24.178, Odia: 187.31, Telugu: 0.36	Hindi: 165.249, Urdu: 3.238, Magahi: 0.242, Maithili: 4.121, Bengali: 3.529, Marathi: 0.199, Surjapuri: 25.919	Angami: 0.23, Ao: 2.935, Assamese: 0.163, Chakhesang: 2.84, English: 73.733, Hindi: 4.395, Liangmei: 0.243, Lotha: 0.192, Nagamese: 127.091, Rengma: 6.653, Rongmei: 2.105, Sangtam: 0.24, Sumi: 10.171, Tenyidie: 0.88, Yimchunger: 0.666, Zeme: 0.488	Bengali: 201.036, Hindi: 10.829	English: 1.263, Hindi: 1.607, Kannada: 205.798, Urdu: 0.378	Chhattisgarhi: 32.501, Hindi: 162.584	Marathi: 0.18, Hindi: 19.702, English: 0.296, Telugu: 155.909, Bengali: 0.297, Tamil: 0.515	Telugu: 0.117, Konkani: 0.245, Magahi: 28.746, Maithili: 3.331, Hindi: 159.678, Bhojpuri: 1.157, Marathi: 0.383	Hindi: 219.999	English: 3.897, Hindi: 86.12, Wancho: 121.904	Assamese: 2.114, Bengali: 0.526, English: 20.608, Hindi: 187.234, Idu mishmi: 9.304, Nepali: 0.213	English: 3.4, Hindi: 216.292, Urdu: 0.307	Khortha: 0.239, Maithili: 77.053, Angika: 3.113, Marathi: 0.187, Telugu: 0.176, Magahi: 0.24, Hindi: 112.652, Bengali: 0.673	English: 4.007, Telugu: 211.827, Urdu: 0.249	Marathi: 0.193, Hindi: 7.75, Bengali: 199.205	Awadhi: 0.149, Baghati: 0.078, Bagri: 0.131, Bengali: 6.57, Bhatri: 0.25, Desia: 7.382, English: 3.339, Hindi: 18.766, Koya: 3.877, Odia: 172.327, Telugu: 0.927	Bengali: 0.125, English: 4.311, Gujarati: 4.377, Hindi: 164.019, Marathi: 35.461	Kannada: 0.229, Hindi: 193.405, Awadhi: 0.128, Marathi: 1.12, Khariboli: 3.668, Urdu: 0.411	Angika: 0.143, Bhojpuri: 28.504, Bajjika: 12.282, Hindi: 146.714, Kurmali: 0.99, Maithili: 8.447, Bengali: 0.147	Lambani: 0.226, Tamil: 0.068, Hindi: 12.808, Malayalam: 0.215, Telugu: 0.243, Kannada: 188.37, Bengali: 0.498, Urdu: 4.342	Hindi: 57.511, Rajasthani: 71.975, Jaipuri: 1.44, Mewari: 0.288, Marwari: 64.981, Marathi: 0.063, Bengali: 0.217	Chhattisgarhi: 0.193, Hindi: 84.323, Malvani: 0.291, Gujarati: 0.123, Marathi: 108.616	Malayalam: 0.172, Bengali: 0.245, Lambani: 0.442, Hindi: 6.183, Telugu: 209.335	Tamil: 220.0	Bengali: 0.22, English: 0.93, Hindi: 203.767, Odia: 0.481, Punjabi: 2.129	English: 0.562, Tamil: 206.36	Bengali: 210.305, Hindi: 3.5, Marathi: 0.193	Assamese: 0.046, English: 0.347, Garo: 50.908	English: 0.113, Hindi: 97.382, Kannada: 0.316, Gujarati: 0.245, Bengali: 0.601, Konkani: 68.399, Marathi: 22.651	Bengali: 2.478, English: 2.376, Hindi: 19.09, Odia: 83.475, Sambalpuri: 3.638	Bhojpuri: 3.877, English: 0.029, Hindi: 205.034, KhorthKhotta: 0.231, Magadhi: 6.498, MagadhiMagahi: 0.442, Magahi: 2.788	English: 5.835, Galo: 0.51, Hindi: 197.347, NissiDafla: 0.344, Nyishi: 5.086, Tagin: 1.991, Wancho: 0.474	Bengali: 197.688, Hindi: 2.122	Dogri: 0.144, English: 2.251, Hindi: 124.197, Kashmiri: 0.6, Punjabi: 28.319, Sindhi: 0.044	Bajjika: 0.046, Bhojpuri: 1.802, Bihari: 0.084, English: 0.971, Hindi: 196.556, Magahi: 2.152, Maithili: 0.692, Meitei: 0.528	Marathi: 163.223, Urdu: 0.049, Maithili: 0.502, Hindi: 37.32	Chhattisgarhi: 0.065, Hindi: 175.595, Urdu: 0.496, Maithili: 19.789, Angika: 9.669	Bengali: 178.953, Hindi: 19.097, Rajbanshi: 0.191, Santali: 0.223	Urdu: 1.804, Kannada: 162.703, Bhojpuri: 0.277, Telugu: 21.205, Hindi: 8.855, Malayalam: 0.241	Chhattisgarhi: 29.899, Hindi: 156.895, Oriya: 0.565	Bengali: 1.449, Chhattisgarhi: 17.927, English: 0.378, Hindi: 108.178	English: 0.099, Hindi: 113.163, Marathi: 0.252, Bengali: 0.272, Kannada: 0.131, Chhattisgarhi: 74.216	Bengali: 0.196, Bhojpuri: 0.117, English: 0.113, Hindi: 219.573	English: 1.272, Haryanvi: 10.411, Hindi: 104.873, Rajasthani: 0.228	English: 0.424, Hindi: 199.761	Kannada: 0.243, Magahi: 0.269, Hindi: 129.425, Maithili: 37.877, Bengali: 0.135, Angika: 2.03, Urdu: 19.717, Chhattisgarhi: 0.193	Angika: 0.769, Bhojpuri: 1.171, Kurmali: 0.157, Magahi: 0.489, Bengali: 20.25, Hindi: 162.87, Khortha: 3.524, English: 0.046, Chhattisgarhi: 0.14, Marathi: 0.55, Santali: 5.687	Angika: 2.87, Magahi: 15.456, Bhojpuri: 0.832, Bajjika: 0.116, Urdu: 0.205, Maithili: 91.061, Hindi: 111.313	Bagheli: 0.18, Bengali: 0.892, English: 1.334, Hindi: 22.938, Odia: 140.428, Sambalpuri: 32.047, Sirmauri: 0.18	Bhojpuri: 61.655, Maithili: 3.343, Hindi: 162.94, Marathi: 0.823	Surgujia: 16.684, Bengali: 0.247, Chhattisgarhi: 58.539, Kurukh: 3.961, Hindi: 100.768	English: 0.144, Hindi: 204.88	English: 2.323, Hindi: 140.688, Kashmiri: 1.429, Pahadi: 1.254, Punjabi: 0.985	Urdu: 1.118, Hindi: 5.931, Telugu: 0.153, Bengali: 0.054, Tamil: 0.302, Malayalam: 0.262, Kannada: 188.526	Malvani: 14.973, Hindi: 48.225, Marathi: 122.63	Tamil: 0.182, Bajjika: 1.145, Hindi: 208.209, Angika: 0.405, Bengali: 0.016, Urdu: 3.936, Maithili: 4.256, Khortha: 0.391, Sadri: 0.284, Bhojpuri: 1.928	Maithili: 0.156, Hindi: 49.983, Bengali: 0.19, Marathi: 157.331, Kannada: 0.248, Malvani: 0.133	Assamese: 190.187, Bengali: 2.211, English: 7.528, Hindi: 19.852, Sadri: 0.221	Assamese: 0.129, Garo: 227.373	English: 7.303, Hindi: 1.617, Kannada: 0.71, Telugu: 196.716	Telugu: 221.554, Marathi: 0.173, Bhojpuri: 0.219, Kannada: 0.293, Hindi: 11.606	Gondi: 3.495, Dorli: 1.363, Oriya: 0.478, Duruwa: 0.521, Chhattisgarhi: 32.299, Hindi: 97.468, Bengali: 0.311	Angika: 1.932, Urdu: 0.281, Hindi: 111.46, Bhojpuri: 1.498, Maithili: 71.558	Garhwali: 49.979, Bengali: 0.559, Kumaoni: 12.974, Hindi: 143.682, Marathi: 0.277	Bengali: 29.38, Chakma: 227.807, English: 0.91, Hindi: 3.419, Kokborok: 2.608	Marathi: 0.365, Garhwali: 85.368, Hindi: 95.773, Bengali: 0.261, Kumaoni: 13.735, Maithili: 0.647	Bajjika: 58.804, Bhojpuri: 1.484, Nepali: 0.182, Bengali: 0.226, Maithili: 13.264, Marathi: 0.393, Hindi: 127.011	English: 5.413, Gujarati: 29.664, Hindi: 29.342, Marathi: 1.653	Khariboli: 0.632, Hindi: 163.8, Bhojpuri: 25.842, Awadhi: 0.948, Marathi: 0.649, Bengali: 0.232	Bengali: 0.278, Kannada: 0.28, Marathi: 0.314, Telugu: 164.229, Maithili: 0.101, Tamil: 0.28, Hindi: 11.466	English: 2.349, Gujarati: 0.089, Hindi: 27.871, Kannada: 0.516, Kashmiri: 0.596, Marathi: 44.108, Urdu: 1.143	Bengali: 0.544, Bhatri: 0.23, Bhojpuri: 10.266, Bihari: 0.228, English: 0.477, Hindi: 186.612, Thethi: 0.432, Urdu: 0.181	Bengali: 0.819, Chakhesang: 0.293, English: 0.293, Garo: 212.747, Hajong: 0.424, Hindi: 4.433, Nagamese: 1.11	Bengali: 94.128, Chakma: 78.753, English: 0.434, Hindi: 6.689, Kokborok: 31.678
Trans. Language-wise Duration(Hrs)	Bengali: 1.893, Bhojpuri: 0.0, English: 0.0, Hindi: 0.113, Nepali: 0.0	Kannada: 0.0, Tamil: 0.029, Marathi: 0.005, Bengali: 0.014, Telugu: 8.344, Urdu: 0.52, Hindi: 1.744	English: 0.0, Telugu: 0.0	Maithili: 0.556, Bhojpuri: 0.006, Bengali: 0.005, Telugu: 0.0, Angika: 0.131, Hindi: 9.522, Urdu: 0.023	Hindi: 3.808, Bengali: 0.001, Telugu: 0.0, Marathi: 6.118	Chhattisgarhi: 0.551, Hindi: 11.13, Awadhi: 0.16	Assamese: 0.031, Bengali: 0.0, English: 0.549, Hindi: 1.036, Kannada: 6.807, Malayalam: 0.0, Marathi: 0.007, Odia: 0.0, Punjabi: 0.272, Sumi: 0.014, Tamil: 0.521, Telugu: 0.054, Urdu: 0.0	Gondi: 0.002, Chhattisgarhi: 0.485, Bengali: 0.005, Bhatri: 0.048, Halbi: 1.93, Oriya: 0.0, Hindi: 6.978	Magahi: 0.005, Bhojpuri: 0.071, Angika: 0.86, Hindi: 5.745, Maithili: 1.608, Telugu: 0.0, Urdu: 0.026	Urdu: 0.0, Marathi: 1.695, Hindi: 0.067, Malayalam: 0.0, Kannada: 9.624, Telugu: 0.056	Tamil: 0.002, Kannada: 10.157, Hindi: 0.092, English: 0.0, Telugu: 0.623, Urdu: 0.004, Bearybashe: 0.012, Malayalam: 0.0	Urdu: 0.0, Bengali: 0.009, Bhojpuri: 0.002, Magahi: 0.028, Hindi: 6.713, Maithili: 0.523, Telugu: 0.005, Angika: 1.486, Marathi: 0.03	English: 0.004, Hindi: 14.246, Urdu: 0.0	Hindi: 0.034, Kannada: 10.333, Marathi: 0.026	Hindi: 0.023, English: 0.0, Kannada: 7.555, Urdu: 0.0, Malayalam: 0.0, Bengali: 0.008, Telugu: 0.0	Hindi: 0.0, Marwadi: 0.0, Rajasthani: 0.0	Bengali: 0.003, Marathi: 0.048, Maithili: 0.006, Hindi: 9.633, Chhattisgarhi: 0.758	Khariboli: 0.402, Bundeli: 0.212, Bengali: 0.0, Hindi: 10.217, Awadhi: 0.018, Urdu: 0.225, Marathi: 0.004	Hindi: 0.009, Malayalam: 0.0, Telugu: 0.003, Tamil: 0.295, Kannada: 8.842	Chhattisgarhi: 0.0, English: 0.0, Hindi: 8.744, Punjabi: 0.154	Hindi: 3.929, Marathi: 5.068, Malvani: 0.03	English: 0.072, Haryanvi: 0.17, Hindi: 2.662, Kashmiri: 0.0	Tamil: 0.014	Telugu: 9.8, Hindi: 1.185, Bengali: 0.0, Tamil: 0.033, Santali: 0.0	Mewati: 0.0, Hindi: 3.455, Harauti: 0.022, Rajasthani: 5.237, Bagri: 0.062, Mewari: 0.04, Marwari: 2.91, Jaipuri: 0.074, Wagdi: 0.006, Bengali: 0.022, Gujarati: 0.011, English: 0.0, Shekhawati: 0.084	Bengali: 10.966, English: 0.0, Hindi: 0.007	Hindi: 0.623, Bengali: 9.649	Bearybashe: 0.162, Malayalam: 0.0, Telugu: 0.0, Tulu: 3.093, Urdu: 0.029, Hindi: 0.06, Kannada: 6.855	Marathi: 0.018, Hindi: 7.87, Maithili: 1.015, Kannada: 0.002, Urdu: 0.0	Bengali: 0.482, English: 0.0, Hindi: 0.0, Nepali: 0.268	English: 0.059, Hindi: 17.49, Khorth: 0.305, KhorthKhotta: 0.339	Marathi: 0.017, Hindi: 4.359, Bhojpuri: 4.436, Awadhi: 0.001, Maithili: 0.028, Khariboli: 0.026	Bengali: 0.372, Chakma: 12.411, Hindi: 0.059, Kokborok: 0.266	Hindi: 0.0	Telugu: 0.16, Bhojpuri: 0.0, Kannada: 9.731, Malayalam: 0.0, Urdu: 0.0, Hindi: 0.011	Hindi: 3.036, Marathi: 8.598, Bhili: 0.157, Khandeshi: 0.0	Angami: 0.005, Ao: 0.151, Chakhesang: 0.198, English: 0.259, Hindi: 0.095, Kuki: 0.0, Liangmei: 0.0, Lotha: 0.012, Nagamese: 6.405, Phom: 0.0, Rongmei: 0.0, Sangtam: 0.0, Sumi: 0.195, Tenyidie: 0.031, Yimchunger: 0.0, Zeme: 0.0	Bhojpuri: 1.587, Bengali: 0.012, Marathi: 0.018, Hindi: 7.003, Urdu: 0.0, Maithili: 0.118	Khariboli: 0.227, English: 0.0, Marathi: 0.0, Hindi: 10.678	English: 0.197, Hindi: 5.207, Kashmiri: 0.0, Punjabi: 0.26, Sindhi: 0.034	English: 0.0, Gujarati: 0.0, Hindi: 0.0, Marathi: 0.0	English: 0.286, Hindi: 19.904, Magadhi: 0.009, Sadri: 0.0	Bhojpuri: 0.008, Hindi: 6.812, Magahi: 2.195, Bengali: 0.002, Maithili: 0.119, Marwari: 0.004, Marathi: 0.039	Hindi: 4.436, Khariboli: 0.024, Tamil: 0.0, Awadhi: 0.003, Marathi: 0.015, Urdu: 0.0, Bhojpuri: 3.419, Chhattisgarhi: 0.01, Bengali: 0.0	English: 0.331, Hindi: 1.313, Marathi: 2.956, Powari: 0.013	Marathi: 0.004, Maithili: 0.078, Bhojpuri: 1.924, Hindi: 7.481, Bengali: 0.009	Khariboli: 0.058, Hindi: 4.052, Marathi: 0.013, Bhojpuri: 3.734	Kannada: 5.061, Telugu: 0.156, Urdu: 0.0, Malayalam: 0.008, Hindi: 0.061	English: 0.0, Telugu: 10.754, Urdu: 0.0, Bengali: 0.003, Tamil: 0.008, Marathi: 0.017, Hindi: 0.881	Assamese: 1.111, Bengali: 8.589, English: 0.02, Hindi: 0.359, Sylheti: 0.0	Bundeli: 0.284, Hindi: 10.831, Urdu: 0.0, Bengali: 0.0, Awadhi: 0.003, Marathi: 0.01, Khariboli: 0.062	English: 0.05, Hindi: 0.306, Tamil: 0.01, Telugu: 8.357, Urdu: 0.0	Bengali: 0.004, Magahi: 0.337, Marathi: 0.015, Urdu: 0.0, Maithili: 0.074, Hindi: 8.53	English: 0.0, Hindi: 0.0, Marwadi: 0.0, Marwari: 0.0, Punjabi: 0.0, Rajasthani: 0.0	Marathi: 0.005, Khariboli: 0.096, Awadhi: 0.002, Hindi: 10.971, Gujarati: 0.0, Assamese: 0.0, Bundeli: 0.222	Hindi: 0.268, Bengali: 8.16, Sadri: 0.0, Marathi: 0.066	Marathi: 0.038, Bengali: 2.232, Hindi: 10.023, Khortha: 1.493, Bhojpuri: 0.022, Maithili: 0.036	Magahi: 0.398, Hindi: 8.748, Maithili: 0.121, Tamil: 0.0, Angika: 0.088, Bengali: 0.0	Agariya: 0.0, Hindi: 2.904, Kurukh: 0.219, Chhattisgarhi: 3.227, Bengali: 0.005, Sadri: 0.853, Oriya: 0.0	English: 0.076, Haryanvi: 0.028, Hindi: 3.531, Kashmiri: 0.042, Punjabi: 0.017	Marathi: 0.019, Bengali: 8.484, Hindi: 0.113, Bhojpuri: 0.006	Hindi: 10.421, Urdu: 0.117, Khariboli: 0.172, Marathi: 0.023, English: 0.0	Maithili: 0.018, Hindi: 7.104, Marathi: 0.003, Chhattisgarhi: 1.205	Bengali: 0.0, Bhojpuri: 0.0, Bihari: 0.0, English: 0.0, Hindi: 0.0, Urdu: 0.0	Assamese: 8.295, Bengali: 0.249, English: 2.479, Hindi: 3.302	English: 0.0, Tamil: 7.897	English: 0.265, Hindi: 3.317, Kashmiri: 0.167, Punjabi: 0.322, Telugu: 0.0, Urdu: 0.015	Hindi: 0.065, Urdu: 0.0, Bengali: 0.0, English: 0.006, Telugu: 7.353	English: 0.0, Malayalam: 0.0	Angika: 0.0, Bengali: 1.065, Bhojpuri: 0.0, Bihari: 0.0, English: 0.0, Hindi: 2.678, Maithili: 0.0, Santali: 0.0, Thethi: 0.0, Urdu: 0.0	Bagheli: 0.0, Bundeli: 0.0, Dogari: 0.0, Haryanvi: 0.0, Hindi: 0.0, Sindhi: 0.0	Bengali: 0.263, English: 0.014, Hindi: 5.093, Odia: 1.72, Telugu: 0.0	Hindi: 7.779, Urdu: 0.24, Magahi: 0.0, Maithili: 0.208, Bengali: 0.05, Marathi: 0.008, Surjapuri: 0.255	Angami: 0.017, Ao: 0.324, Assamese: 0.0, Chakhesang: 0.127, English: 0.328, Hindi: 0.33, Liangmei: 0.0, Lotha: 0.003, Nagamese: 8.06, Rengma: 0.621, Rongmei: 0.0, Sangtam: 0.0, Sumi: 0.966, Tenyidie: 0.08, Yimchunger: 0.0, Zeme: 0.0	Bengali: 11.8, Hindi: 0.421	English: 0.041, Hindi: 0.056, Kannada: 8.155, Urdu: 0.0	Chhattisgarhi: 1.552, Hindi: 6.884	Marathi: 0.0, Hindi: 0.553, English: 0.0, Telugu: 9.587, Bengali: 0.0, Tamil: 0.024	Telugu: 0.002, Konkani: 0.019, Magahi: 1.358, Maithili: 0.131, Hindi: 7.027, Bhojpuri: 0.051, Marathi: 0.005	Hindi: 9.606	English: 0.155, Hindi: 1.741, Wancho: 2.43	Assamese: 0.0, Bengali: 0.0, English: 0.0, Hindi: 0.0, Idu mishmi: 0.0, Nepali: 0.0	English: 0.0, Hindi: 4.948, Urdu: 0.0	Khortha: 0.01, Maithili: 2.201, Angika: 0.235, Marathi: 0.014, Telugu: 0.001, Magahi: 0.019, Hindi: 4.966, Bengali: 0.002	English: 0.0, Telugu: 13.219, Urdu: 0.0	Marathi: 0.019, Hindi: 0.285, Bengali: 10.203	Awadhi: 0.0, Baghati: 0.0, Bagri: 0.0, Bengali: 0.0, Bhatri: 0.0, Desia: 0.0, English: 0.0, Hindi: 0.0, Koya: 0.0, Odia: 0.0, Telugu: 0.0	Bengali: 0.0, English: 0.21, Gujarati: 0.417, Hindi: 3.576, Marathi: 1.091	Kannada: 0.003, Hindi: 10.933, Awadhi: 0.0, Marathi: 0.029, Khariboli: 0.301, Urdu: 0.024	Angika: 0.01, Bhojpuri: 2.388, Bajjika: 0.029, Hindi: 7.07, Kurmali: 0.021, Maithili: 0.386, Bengali: 0.003	Lambani: 0.0, Tamil: 0.0, Hindi: 0.018, Malayalam: 0.0, Telugu: 0.0, Kannada: 11.286, Bengali: 0.035, Urdu: 0.0	Hindi: 2.728, Rajasthani: 4.421, Jaipuri: 0.117, Mewari: 0.04, Marwari: 5.079, Marathi: 0.005, Bengali: 0.0	Chhattisgarhi: 0.017, Hindi: 4.731, Malvani: 0.029, Gujarati: 0.001, Marathi: 6.474	Malayalam: 0.0, Bengali: 0.003, Lambani: 0.0, Hindi: 0.069, Telugu: 7.446	Tamil: 2.138	Bengali: 0.0, English: 0.0, Hindi: 2.872, Odia: 0.0, Punjabi: 0.237	English: 0.0, Tamil: 0.774	Bengali: 11.96, Hindi: 0.127, Marathi: 0.012	Assamese: 0.0, English: 0.0, Garo: 3.331	English: 0.0, Hindi: 5.344, Kannada: 0.0, Gujarati: 0.0, Bengali: 0.032, Konkani: 3.323, Marathi: 0.872	Bengali: 0.0, English: 0.0, Hindi: 0.0, Odia: 0.64, Sambalpuri: 0.0	Bhojpuri: 0.337, English: 0.0, Hindi: 9.538, KhorthKhotta: 0.022, Magadhi: 0.159, MagadhiMagahi: 0.046, Magahi: 0.284	English: 0.036, Galo: 0.0, Hindi: 4.025, NissiDafla: 0.0, Nyishi: 0.0, Tagin: 0.0, Wancho: 0.0	Bengali: 8.43, Hindi: 0.079	Dogri: 0.0, English: 0.208, Hindi: 11.052, Kashmiri: 0.0, Punjabi: 0.202, Sindhi: 0.0	Bajjika: 0.0, Bhojpuri: 0.036, Bihari: 0.0, English: 0.043, Hindi: 17.724, Magahi: 0.0, Maithili: 0.0, Meitei: 0.0	Marathi: 10.689, Urdu: 0.0, Maithili: 0.01, Hindi: 3.036	Chhattisgarhi: 0.005, Hindi: 8.565, Urdu: 0.0, Maithili: 0.852, Angika: 0.191	Bengali: 8.674, Hindi: 0.716, Rajbanshi: 0.003, Santali: 0.0	Urdu: 0.0, Kannada: 10.042, Bhojpuri: 0.0, Telugu: 0.074, Hindi: 0.068, Malayalam: 0.0	Chhattisgarhi: 2.527, Hindi: 7.529, Oriya: 0.0	Bengali: 0.0, Chhattisgarhi: 0.0, English: 0.0, Hindi: 0.0	English: 0.0, Hindi: 4.159, Marathi: 0.008, Bengali: 0.003, Kannada: 0.0, Chhattisgarhi: 3.791	Bengali: 0.02, Bhojpuri: 0.014, English: 0.0, Hindi: 19.205	English: 0.115, Haryanvi: 0.145, Hindi: 3.259, Rajasthani: 0.0	English: 0.0, Hindi: 9.17	Kannada: 0.002, Magahi: 0.002, Hindi: 5.996, Maithili: 2.204, Bengali: 0.003, Angika: 0.11, Urdu: 0.339, Chhattisgarhi: 0.01	Angika: 0.049, Bhojpuri: 0.104, Kurmali: 0.013, Magahi: 0.041, Bengali: 1.108, Hindi: 7.427, Khortha: 0.234, English: 0.0, Chhattisgarhi: 0.0, Marathi: 0.031, Santali: 0.086	Angika: 0.207, Magahi: 1.17, Bhojpuri: 0.057, Bajjika: 0.013, Urdu: 0.0, Maithili: 5.34, Hindi: 3.8	Bagheli: 0.0, Bengali: 0.0, English: 0.0, Hindi: 0.09, Odia: 0.01, Sambalpuri: 0.434, Sirmauri: 0.0	Bhojpuri: 2.618, Maithili: 0.104, Hindi: 8.416, Marathi: 0.058	Surgujia: 0.637, Bengali: 0.003, Chhattisgarhi: 2.877, Kurukh: 0.0, Hindi: 4.005	English: 0.0, Hindi: 9.791	English: 0.195, Hindi: 5.142, Kashmiri: 0.129, Pahadi: 0.0, Punjabi: 0.088	Urdu: 0.0, Hindi: 0.014, Telugu: 0.003, Bengali: 0.0, Tamil: 0.0, Malayalam: 0.0, Kannada: 9.994	Malvani: 0.992, Hindi: 2.595, Marathi: 7.767	Tamil: 0.0, Bajjika: 0.086, Hindi: 9.752, Angika: 0.004, Bengali: 0.0, Urdu: 0.0, Maithili: 0.187, Khortha: 0.0, Sadri: 0.0, Bhojpuri: 0.124	Maithili: 0.012, Hindi: 3.121, Bengali: 0.0, Marathi: 6.811, Kannada: 0.0, Malvani: 0.006	Assamese: 0.0, Bengali: 0.0, English: 0.0, Hindi: 0.0, Sadri: 0.0	Assamese: 0.0, Garo: 8.957	English: 0.403, Hindi: 0.083, Kannada: 0.041, Telugu: 6.82	Telugu: 11.197, Marathi: 0.0, Bhojpuri: 0.0, Kannada: 0.0, Hindi: 0.148	Gondi: 0.438, Dorli: 0.0, Oriya: 0.0, Duruwa: 0.0, Chhattisgarhi: 0.598, Hindi: 6.678, Bengali: 0.014	Angika: 0.155, Urdu: 0.0, Hindi: 5.495, Bhojpuri: 0.075, Maithili: 3.119	Garhwali: 4.667, Bengali: 0.006, Kumaoni: 1.056, Hindi: 6.208, Marathi: 0.01	Bengali: 1.616, Chakma: 17.177, English: 0.0, Hindi: 0.392, Kokborok: 0.098	Marathi: 0.01, Garhwali: 2.573, Hindi: 5.656, Bengali: 0.0, Kumaoni: 1.155, Maithili: 0.035	Bajjika: 3.382, Bhojpuri: 0.07, Nepali: 0.004, Bengali: 0.004, Maithili: 0.575, Marathi: 0.013, Hindi: 7.251	English: 0.0, Gujarati: 0.0, Hindi: 0.005, Marathi: 0.0	Khariboli: 0.026, Hindi: 7.1, Bhojpuri: 1.187, Awadhi: 0.058, Marathi: 0.012, Bengali: 0.0	Bengali: 0.0, Kannada: 0.0, Marathi: 0.0, Telugu: 11.141, Maithili: 0.004, Tamil: 0.0, Hindi: 0.444	English: 0.214, Gujarati: 0.0, Hindi: 0.0, Kannada: 0.045, Kashmiri: 0.0, Marathi: 1.378, Urdu: 0.0	Bengali: 0.0, Bhatri: 0.0, Bhojpuri: 0.0, Bihari: 0.0, English: 0.0, Hindi: 0.0, Thethi: 0.0, Urdu: 0.0	Bengali: 0.001, Chakhesang: 0.0, English: 0.0, Garo: 7.139, Hajong: 0.0, Hindi: 0.009, Nagamese: 0.0	Bengali: 6.314, Chakma: 1.997, English: 0.0, Hindi: 0.325, Kokborok: 0.0

This table represents the audio and transcription duration data for various languages.

	Agariya	Angami	Angika	Ao	Assamese	Awadhi	Baghati	Bagheli	Bagri	Bajjika	Bearybashe	Bengali	Bhatri	Bhili	Bhojpuri	Bihari	Bundeli	Chakhesang	Chakma	Chhattisgarhi	Desia	Dogari	Dogri	Dorli	Duruwa	English	Galo	Garhwali	Garo	Gondi	Gujarati	Hajong	Halbi	Harauti	Haryanvi	Hindi	Idu mishmi	Jaipuri	Kannada	Kashmiri	Khandeshi	Khariboli	Khorth	KhorthKhotta	Khortha	Kokborok	Konkani	Koya	Kuki	Kumaoni	Kurmali	Kurukh	Lambani	Liangmei	Lotha	Magadhi	MagadhiMagahi	Magahi	Maithili	Malayalam	Malvani	Marathi	Marwadi	Marwari	Meitei	Mewari	Mewati	Nagamese	Nepali	NissiDafla	Nyishi	Odia	Oriya	Pahadi	Phom	Powari	Punjabi	Rajasthani	Rajbanshi	Rengma	Rongmei	Sadri	Sambalpuri	Sangtam	Santali	Shekhawati	Sindhi	Sirmauri	Sumi	Surgujia	Surjapuri	Sylheti	Tagin	Tamil	Telugu	Tenyidie	Thethi	Tulu	Urdu	Wagdi	Wancho	Yimchunger	Zeme
Audio Duration(Hrs)	0.0632631	0.542089	100.835	5.80393	342.248	7.99839	0.0776472	0.446076	0.709537	72.3937	6.96098	2320.87	1.50779	2.87888	468.151	1.81456	9.27022	7.44409	533.213	372.144	7.38229	0.232397	0.143664	1.36326	0.520801	288.708	0.509829	135.346	491.029	3.59611	87.7803	0.424345	41.7908	0.290435	33.7556	13209.3	9.30375	2.24244	2184.23	6.66431	5.73109	17.7265	3.0005	4.17482	26.5895	44.9141	68.6433	3.87737	0.0577172	26.7085	1.14692	11.3993	0.667256	0.497359	0.772598	7.00019	0.441788	105.509	441.082	55.1022	15.7096	1112.47	2.55345	102.195	0.527946	0.606216	0.0161572	294.925	237.206	0.343717	5.08613	585.546	1.74602	1.25429	0.245239	1.79184	115.899	163.978	0.190988	6.65306	2.95455	26.9195	35.6853	1.67822	6.71263	0.934412	1.50747	0.1805	16.5863	16.6838	25.9191	0.610553	1.99106	856.607	2237.06	1.67283	0.700371	39.9432	118.756	0.365609	122.378	1.39575	0.666491
Trans. Duration(Hrs)	0	0.0220608	3.52681	0.474845	9.43717	0.244665	0	0	0.061615	3.50942	0.174416	112.791	0.0479003	0.156969	22.2754	0	0.717375	0.324811	31.5852	17.6133	0	0	0	0	0	6.61381	0	7.24027	19.4274	0.440207	0.428589	0	1.92977	0.0224436	0.34303	571.22	0	0.190742	114.536	0.339137	0	1.39323	0.304651	0.361436	1.73785	0.363839	3.34215	0	0	2.21032	0.0339622	0.218693	0	0	0.0151217	0.168839	0.0459111	5.83941	19.6667	0.00796611	1.05753	60.1866	0	7.9934	0	0.079755	0	14.4654	0.271122	0	0	2.36966	0	0	0	0.0128845	1.55276	9.65789	0.00281361	0.620681	0	0.852675	0.433615	0	0.0864886	0.0840644	0.034062	0	1.17545	0.637492	0.254763	0	0	11.7459	105.156	0.110588	0	3.09287	1.56096	0.00551278	2.42981	0	0

To learn more about the project, please click here

How to use the data

You can load the dataset using the load_dataset function from the datasets library. When loading the dataset, you can specify which subset (formatted as {State}_{District}) you would like to access. Please refer to the dataset card to explore the available subsets. Additionally, you will need to use an access token, which you can obtain here, to access the dataset.

from datasets import load_dataset
dataset_subset = load_dataset("ARTPARK-IISc/VAANI", "Goa_NorthSouthGoa",token=<access_token>)

To download associated images

from datasets import load_dataset
dataset_subset = load_dataset("ARTPARK-IISc/VAANI", "images",token=<access_token>)

Citation

If you use this data, please cite the following:

@misc{vaani2025,
  author       = {VAANI Team},
  title        = {VAANI: Capturing the Language Landscape for an Inclusive Digital India (Phase 1)},
  howpublished = {\url{https://vaani.iisc.ac.in/}},
  year         = {2025}
}

Contact Us

We are eager to hear your feedback about the dataset and are open to new ideas for collaborations as well. Feel free to reach out to us at [email protected]