BantuNomics My BantuNomics

Zambia

Bemba — connected speech, three modes.

Every mode below is part of the Bemba frame. Filled modes list their consented takes; empty modes stay visible as the next thing to record. Counts and text are open; corpus audio unlocks with your subscription tier.

Your access: public — text & counts (corpus audio opens at pilot)

Mode 1

Bantu only

Page-length native Bantu read aloud — gold-aligned connected speech and TTS voice.

22Takes
1Stories
22Sentences
89Words
1.4Minutes
1Speakers
StorySpeakerSentencesWordsLength Audio
Ulubuli Lulaletelela SPK-001 2 3.5s 🔒 licensed
Ulubuli Lulaletelela SPK-001 4 4.0s 🔒 licensed
Ulubuli Lulaletelela SPK-001 4 3.4s 🔒 licensed
Ulubuli Lulaletelela SPK-001 3 3.3s 🔒 licensed
Ulubuli Lulaletelela SPK-001 5 4.2s 🔒 licensed
Ulubuli Lulaletelela SPK-001 4 3.8s 🔒 licensed
Ulubuli Lulaletelela SPK-001 5 4.9s 🔒 licensed
Ulubuli Lulaletelela SPK-001 5 4.8s 🔒 licensed
Ulubuli Lulaletelela SPK-001 4 3.7s 🔒 licensed
Ulubuli Lulaletelela SPK-001 4 3.5s 🔒 licensed
Ulubuli Lulaletelela SPK-001 3 3.1s 🔒 licensed
Ulubuli Lulaletelela SPK-001 4 4.3s 🔒 licensed
Ulubuli Lulaletelela SPK-001 3 3.1s 🔒 licensed
Ulubuli Lulaletelela SPK-001 3 3.7s 🔒 licensed
Ulubuli Lulaletelela SPK-001 4 3.7s 🔒 licensed
Ulubuli Lulaletelela SPK-001 4 4.1s 🔒 licensed
Ulubuli Lulaletelela SPK-001 8 4.9s 🔒 licensed
Ulubuli Lulaletelela SPK-001 5 4.9s 🔒 licensed
Ulubuli Lulaletelela SPK-001 4 3.8s 🔒 licensed
Ulubuli Lulaletelela SPK-001 5 3.5s 🔒 licensed
Ulubuli Lulaletelela SPK-001 3 3.0s 🔒 licensed
Ulubuli Lulaletelela SPK-001 3 3.1s 🔒 licensed

Mode 2

Bantu & English (code-switch)

Interleaved Bantu↔English exactly as people speak — a labeled code-switch boundary in every take.

12Takes
1Stories
24Sentences
141Words
2.5Minutes
1Speakers
StorySpeakerSentencesWordsLength Switch Audio
Imbali Shibili SPK-001 2 4 6.4s 4588 ms 🔒 licensed
Imbali Shibili SPK-001 2 3 4.7s 3144 ms 🔒 licensed
Imbali Shibili SPK-001 2 10 10.6s 7464 ms 🔒 licensed
Imbali Shibili SPK-001 2 11 13.5s 9865 ms 🔒 licensed
Imbali Shibili SPK-001 2 12 11.0s 6985 ms 🔒 licensed
Imbali Shibili SPK-001 2 13 12.1s 8425 ms 🔒 licensed
Imbali Shibili SPK-001 2 18 20.0s 14666 ms 🔒 licensed
Imbali Shibili SPK-001 2 18 17.5s 12743 ms 🔒 licensed
Imbali Shibili SPK-001 2 19 15.1s 10346 ms 🔒 licensed
Imbali Shibili SPK-001 2 16 17.2s 12745 ms 🔒 licensed
Imbali Shibili SPK-001 2 15 17.9s 13706 ms 🔒 licensed
Imbali Shibili SPK-001 2 2 4.9s 3145 ms 🔒 licensed

Mode 3

English only (Bantu-accented)

The same neutral English text read by Bantu L1 speakers — the accent is the asset; frontier ASR trips on it.

20Takes
20Stories
2347Sentences
11558Words
112.4Minutes
1Speakers
9.0%Accent WER
StorySpeakerSentencesWordsLength ASR WER Audio
The Morning at Home SPK-004 92 449 214.6s 9.6% 🔒 licensed
Going to the Market SPK-004 141 668 373.6s 7.8% 🔒 licensed
At the Clinic SPK-004 138 672 406.9s 10.4% 🔒 licensed
The Birthday Meal at Home SPK-004 105 548 300.1s 9.7% 🔒 licensed
Rain Is Coming SPK-004 132 659 336.1s 10.3% 🔒 licensed
The Bus Ride SPK-004 153 701 344.3s 10.1% 🔒 licensed
Cooking with Grandmother SPK-004 137 619 339.4s 12.9% 🔒 licensed
The Lost Goat SPK-004 140 710 420.2s 10.7% 🔒 licensed
My First Day at School SPK-004 160 727 484.9s 10.8% 🔒 licensed
The Small Shop Near Our House SPK-004 88 491 297.4s 5.3% 🔒 licensed
Crossing the River Carefully SPK-004 96 504 249.7s 7.5% 🔒 licensed
The Child Who Forgot His Lunch SPK-004 90 464 234.5s 10.3% 🔒 licensed
Grandfather's Radio SPK-004 97 460 251.3s 9.1% 🔒 licensed
Helping My Mother Wash Clothes SPK-004 95 466 294.8s 10.3% 🔒 licensed
The Day We Planted Maize SPK-004 100 494 329.5s 10.5% 🔒 licensed
The Football Match SPK-004 153 727 487.9s 6.9% 🔒 licensed
Walking to Church on Sunday SPK-004 107 515 357.2s 8.0% 🔒 licensed
The Chicken That Entered the House SPK-004 82 445 269.7s 3.6% 🔒 licensed
Fetching Water in the Morning SPK-004 90 475 292.0s 7.0% 🔒 licensed
A Visit from Auntie SPK-004 151 764 458.2s 10.2% 🔒 licensed

Mode 4 · coming

Oral narration

Spontaneous oral narration — the future unscripted row.

Not yet recorded for Bemba. This mode is part of the frame and on the roadmap — recording is contributor-driven, so the slot fills as native speakers record.