juakazike/sw-bias-classifier-v3
Text Classification • 0.3B • Updated • 22
id stringlengths 8 8 | language stringclasses 1
value | script stringclasses 1
value | country stringclasses 2
values | region_dialect stringclasses 2
values | source_type stringclasses 3
values | source_ref stringlengths 17 3.33k | collection_date stringdate 2020-01-01 00:00:00 2026-03-05 00:00:00 | text stringlengths 20 24.2k | domain stringclasses 2
values | topic stringclasses 3
values | theme stringclasses 2
values | sensitive_characteristic stringclasses 1
value | target_gender stringclasses 7
values | bias_label stringclasses 13
values | stereotype_category stringclasses 9
values | explicitness stringclasses 3
values | sentiment_toward_referent stringclasses 3
values | device stringclasses 1
value | safety_flag stringclasses 2
values | pii_removed bool 2
classes | annotator_id stringclasses 6
values | qa_status stringclasses 4
values | notes stringclasses 125
values | has_bias bool 2
classes | bias_category stringclasses 7
values | expected_correction stringlengths 14 15.6k ⌀ | annotator_confidence stringclasses 2
values | annotator_notes stringclasses 984
values |
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sw-05817 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Na JANETH MUSHI -ARUSHA JESHI la Polisi Mkoa wa Arusha linamshikilia askari wa Jeshi la Magereza, Faustine Masanja, kwa tuhuma za kumwua kwa kumpiga risasi askari mwenzake, wakiwa kazini. Kamanda wa Jeshi la Polisi mkoani hapa, Charles Mkumbo, alisema tukio hilo lilitokea jana asubuhi katika eneo la Magereza, Kisongo ... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-06179 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | AVELINE KITOMARY – DAR ES SALAAM DAKTARI bingwa wa upasuaji kutoka Hospitali ya Taifa ya Muhimbili (MNH), Zaituni Bokhary amesema lishe duni na akinamama kutokuhudhuria kliniki ipasavyo huweza kusababisha watoto mapacha kuzaliwa wakiwa wameungana. Akizungumza na MTANZANIA mwishoni mwa wiki hii, Dk Bokhary alisema ukuaj... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 5 | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-00362 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Miaka saba sasa imetimia tangu Michael Jackson, mfalme wa muziki wa Pop aliyevunja rekodi ya mauzo ya albamu yake ya ‘Thriller’ mwaka 1982, ambaye ni kaka wa Janet, afariki dunia | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mfalme. Source: Swahili News Dataset | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-61636 | sw | latin | Kenya | kenya | web_public | http://simon-kitururu.blogspot.com/2006/09/ | 2026-03-05 | Alek Wek mwanadada mrembo atokaye Sudan
Vicky atokaye Cape Town Afrika kusini
Mwanadada mrembo Cynthia Masasi awakilishaye Tanzania katika fani. | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-00663 | sw | latin | Kenya | kenya | web_public | https://huggingface.co/datasets/masakhane/masakhaner | 2023-01-01 | Katika nchi hizo mbili wapiga kura wamegawanyika kwa karibu masuala sawa . Chad imepambana na umaskini na ukosefu wa utulivu tangu kupata uhuru wake kutoka kwa Ufaransa mwaka 1960 . | governance_civic | political_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Source: MasakhaNER Swahili train set | false | none | null | high | null |
sw-11029 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | MKAZI wa Kijiji cha Buriba wilayani Tarime Mkoa wa Mara, Sanawa Chacha mwenye umri wa kati ya miaka 30 hadi 35, amefi kishwa katika Kituo cha Polisi cha mjini Sirari akidaiwa kufukua kaburi alikozikwa mwanawe baada ya kutokea sintofahamu juu ya uhalali wa eneo la maziko na wakwe zake.Imeelezwa na mashuhuda kadhaa wa tu... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-03604 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Azam juzi ikiwa nyumbani kwenye Uwanja wa Azam Complex, ilijikuta ikipoteza kabisa matumaini ya ubingwa baada ya kulazimishwa sare ya mabao 2-2, na JKT Ruvu licha ya timu hiyo kwenda mapumziko ikiwa mbele kwa mabao 2-0.Akizungumza mara baada ya mchezo huo, Kitambi alisema kukosa umakini kwa wachezaji wao ndiko kulikowa... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 2 | false | none | null | high | null |
sw-02626 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Akizungumza na gazeti hili Kabange alisema katu haamini kama ushirikina unaweza kuinua soka la Tanzania, bali uwezo wa wachezaji pekee ndio ambao unahitaji kuangaliwa.“Mimi siamini ushirikina kama ndio unaobeba soka, kama wapo wanaotumia kujiinua ni sawa na bure, waonyeshe kiwango chao ndipo tutaona uwezo wao,” alisema... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 2 | false | none | null | high | null |
sw-50083 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Mbunge Ngeleja amesisitiza kuwa amerudisha fedha hizo ili kulinda heshima na maslahi mapana ya nchi yake, chama chake (CCM), Serikali yake, Jimbo lake la Sengerema, familia yake na heshima yake mwenyewe. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-56527 | sw | latin | Kenya | kenya | web_public | http://charaz.blogspot.com/2015/10/mama-salma-kikwete-katika-tamasha-la.html | 2026-03-05 | Mke wa Rais Mama Salma Kikwete akiwa na maaskofu na wageni waalikwa wakifuatilia kwa makini waimbaji mbalimbali wa muziki wa injili kutoka Tanzania na nje ya nchi kwenye Tamasha la kuombea Amani kuelekea uchaguzi mkuu wa mwaka 2015 lililofanyika kwenye uwanja wa Taifa hapa Dar es Salaam tarehe 4.10.2015. | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-63785 | sw | latin | Kenya | kenya | web_public | http://zanzibarnikwetu.blogspot.com/2016/11/balozi-seif-amkagua-mhe-mapuri-afariji.html | 2026-03-05 | Kati kati yao ni Mke wa Makamu wa Pili wa Rais wa Zanzibar Mama Asha Suleiman Iddi. | media_and_online | gender_roles | stereotypes | gender | none | neutral | none | none | negative | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | high | [v3-bulk: no gender bias marker — set neutral] |
sw-63296 | sw | latin | Kenya | kenya | web_public | https://davidcarol719.wordpress.com/wajibu-wa-kuwa-kielelezo-kwao-waaminio/ | 2026-03-05 | Isaka alimfuata baba yake Ibrahim, katika kusema uongo uleule wa mlezi wake (MWANZO 12:11-13; 20:1-2; linganisha na MWANZO 26:6-7 ). | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-13570 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Na FARAJA MASINDE-DAR ES SALAAM MZEE Athuman Mchambua (76) ambaye ametoa tangazo la kutafuta mke wa kuoa, amesema anaamini atafanikiwa lengo lake kabla mwaka huu kumalizika. Alisema hadi sasa ameshapokea simu za wanawake wa mikoa karibu yote ya Tanzania bara isipokuwa Pwani. Akizungumza na MTANZANIA kwa simu jana, Mzee... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-58575 | sw | latin | Kenya | kenya | web_public | http://muhezadc.go.tz/new/harambee-yaibuka-na-zaidi-ya-shilingi-milioni-500-muheza | 2026-03-05 | Nae Asha Suleiman Iddi (mke wa Makamu wa pili wa Rais wa Mapinduzi Zanzibar ) ambae ndie aliekuwa Mgeni rasmi katika hafla hiyo ametoa rai kwa jamii kutowaficha watoto walemavu kwani wana haki ya kusoma na kufanya kazi kama watu wengine pia alichangia kiasi cha shilingi milioni 6 na kompyuta 2 ili ziweze kusaidia katik... | media_and_online | gender_roles | stereotypes | gender | none | neutral | none | none | negative | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | high | [v3-bulk: no gender bias marker — set neutral] |
sw-05314 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Na Mwandishi Wetu – DAR ES SALAAM RAIS Dk. John Magufuli, ametengua uteuzi wa Mkurugenzi wa Halmashauri ya Butiama, Solomon Ngiliule. Akitangaza uamuzi huo ofisini kwake Dar es Salaam jana, Waziri wa Nchi, Ofisi ya Rais, Tawala za Mikoa na Serikali za Mitaa (TAMISEMI), Selemani Jafo, alisema amefikia uamuzi huo kutok... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | null |
sw-46109 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | “Kuhusu matibabu yake, ni kama nilivyosema, kwamba yanaendelea vizuri na Alhamisi ya wiki iliyopita, alifanyiwa upasuaji mdogo uliokwenda vizuri na matumaini yetu na madaktari, ni kwamba huo ndiyo ulikuwa upasuaji wa mwisho kabla hajaanza hatua ya uangalizi na kufanyiwa mazoezi ya viungo. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-53412 | sw | latin | Kenya | kenya | web_public | http://richard-mwaikenda.blogspot.com/2018/03/harambee-ya-ujenzi-hospitali-ya-muheza.html | 2026-03-05 | IGP Mstaafu, Said Mwema akiahidi kuchangia ujenzi wa hospitali hiyo
Mdau akiahidi kuchangia
Mkurugenzi Mtendaji wa Mtandao wa Kijani Kibichi Tanzania (Mkikita), akipewa mkono wa shukrani na Makamu wa Rais, Mama Samia pamoja na Mwenyekiti wa CCM, Mkoa wa Tanga, Henry Shekifu baada ya kuahidi kuchangia sh. | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-43454 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Matokeo yake ni migogoro na wenzake mara kwa mara. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: afya | false | none | null | high | null |
sw-25472 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Alisema kwamba kuna malalamiko baadhi ya vijiji havipo katika mpango wa REA III, kwa mzunguko wa kwanza ambapo muda wake utaishia Juni 30, mwaka huu. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-44915 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Katika matukio hayo ya mauaji, watu hao wasiofahamika walimuua Mwenyekiti wa zamani wa CCM Tawi la Njia nne liliopo katika Kijiji cha Muyuyu, Kata ya Mtunda wilayani Kibiti, Iddy Kirungi na mtoto wake, Nurdin Kirungi naye alifariki siku mbili baadaye baada ya kupigwa risasi ya tumbo. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-42199 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Matamshi yake yanajiri siku chache tu baada ya baadhi ya wandani wa naibu huyo wa rais akiwemo aliyekuwa kiongozi wa wengi katika bunge la seneti Kipchumba Murkomen na aliyekuwa naibu wa spika katika bunge hilo Kindiki Kithure kupoteza nyadhfa zao. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kimataifa | false | none | null | high | null |
sw-27119 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Alisema kutokana na mateso Januari 4 mwaka huu, alikimbilia Chang’ombe ambako alilalamikia mwajiri wake huyokutumia mwiko kumpiga kichwani hali ambayo imefanya kichwa kiwe na majeraha yanayofanya ashindwe kuota nywele.Binti huyo alisema alikuwa akilipwa Sh 50,000 mshahara wa mwezi na fedha hizo alikuwa akitumiwa mama y... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-52917 | sw | latin | Kenya | kenya | web_public | https://davidcarol719.wordpress.com/2013/01/02/uthibitisho-kuwa-yesu-ni-mungu/ | 2026-03-05 | Pia katika ( YOHANA 20:26-29 ) “basi,baada ya siku nane,wanafunzi wake walikuwamo ndani tena,na Tomaso pamoja nao.Akaja Yesu na milango ilikuwa imefungwa,akasimama katikati,akasema,Amani iwe kwenu.Kisha akamwambia Tomasolete hapa kidole chako;uitazame mikono yangu;ulete na mkono wako uutie ubavuni mwangu;wala usiwe asi... | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-15128 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | AZAM FC jana ilishindwa kutamba mbele ya Coastal Union baada ya kuachia pointi zote tatu kwa Wagosi hao kwa kukubali kipigo cha bao 1-0 kwenye mchezo wa Ligi Kuu Tanzania Bara uliochezwa katika Uwanja wa Mkwakwani, Tanga.Ushindi wa wenyeji Union ulipatikana kupitia bao pekee lililowekwa kimiani na mchezaji wake Haji Ug... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 2 | false | none | null | high | null |
sw-18139 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | “Yaani akikaa mahala hata kama kuna sauti nyingi kiasi gani, anao uwezo wa kuruhusu sauti moja pekee ipenye masikioni mwake na akaendelea kufanya kazi zake kama kawaida. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: afya | false | none | null | high | null |
sw-07227 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Na Ramadhan Hassan, Dodoma Waziri wa Maliasili na Utalii, Dk. Hamis Kigwangalla amesema kuwa biashara ya usafirishaji wa wanyamapori hai nje ya nchi haitafanyika kwenye uongozi wake. Akizungumza bungeni leo Mei 24, wakati akihitimisha hotuba ya bajeti yake katika mwaka wa fedha 2019/20 na kujibu hoja mbalimbali zilizot... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | null |
sw-64066 | sw | latin | Kenya | kenya | web_public | http://www.bongocinema.com/index.php/casts/view/jacob-stephen | 2026-03-05 | “Wakati mwingine mke wangu anakosa, lakini kama ni mazingira fulani basi nafanya hivyo ili kuiga uhalisia wa filamu ninayoicheza,” anasema anayewahusudu kisanii Single Mtambalike kwa hapa Tanzania na Amitabh Bachan, gwiji wa filamu wa India tangu miaka ya 1970 ambaye katikati ya miaka ya 1980 alikuwa Mbunge nchini mwak... | media_and_online | gender_roles | stereotypes | gender | none | neutral | none | none | negative | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | high | [v3-bulk: no gender bias marker — set neutral] |
sw-48799 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Ukata ni tatizo sugu kwa sasa katika mchezo wa masumbwi na kuhatarisha maendeleo yake. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
sw-30006 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Madai hayo ya Zahera ni mwendelezo wa shutuma zake ambazo amekuwa akirudia mara kwa mara, kwamba kuna mpango wa kuwavuruga katika mbio zao za kuwania ubingwa, lakini wakati huo huo kuzisaidia timu nyingine ziwaondoe katika mbio hizo. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
sw-05733 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Na CLARA MATIMO MKUU wa Mkoa wa Mwanza, John Mongella, amewataka waumini wa dini ya Kiislamu kuendelea kutenda mema kama walivyotenda wakati wa Mwezi Mtukufu wa Ramadhan kwa kufanya ibada na kuliombea taifa amani. Alitoa wito huo kwa waislamu hivi karibuni katika baraza la Idd EL Fitr kwenye msikiti wa Shia. Alise... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | null |
sw-26584 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | DOHA, QATAR KIUNGO wa zamani wa timu ya Barcelona, Xavier Hernandez ‘Xavi’, amesema haoni sababu ya kocha wake wa zamani ambaye kwa sasa anafundisha timu ya Manchester City, Pep Guardiola, kushindwa kutwaa michuano ya Ligi ya Mabingwa na Ligi Kuu England msimu huu. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
sw-17700 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | NEW YORK, MAREKANI MKE wa rapa Kanye West, Kim Kardashian, inadaiwa anasumbuliwa na ugonjwa wa meno, hivyo anashindwa kutafuna vitu vigumu. Mrembo huyo aligundua hilo juzi jijini New York, na kujikuta akishindwa kula chakula kutokana na maumivu makali kwenye meno. Kupitia akaunti yake ya Instagram, mrembo huyo aliweka ... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 4 | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-41970 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Ismail (19) alipoteza maisha juzi jioni baada ya kuanguka uwanjani dakika ya 74 ya mchezo, ikiwa ni muda mfupi tangu aifungie timu yake bao la kuongoza katika mchezo wa ligi ya vijana ya U-20 dhidi ya Mwadui FC. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
sw-29240 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | DODOMA
Naye Mbunge wa Mchinga, Hamidu Bobali (CUF), alisema zahanati mbili katika Halmashauri ya Wilaya ya Lindi Vijijini mkoani Lindi, zimefungwa baada ya watumishi wake kutajwa katika orodha ya watumishi wa umma wenye vyeti feki. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-35068 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Ni sehemu ya maisha yake. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: burudani | false | none | null | high | null |
sw-01765 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | NEW YORK, MAREKANI KAKA wa Kim Kardashian, Rob Kardashian na mpenzi wake Blac Chyna, wameweka wazi kuwa wanatarajia kupata mtoto wa kike Oktoba, mwaka huu. Awali wawili hao walisema ujauzito wa Blac ni wa mtoto wa kiume, lakini kumbe alikuwa hajafanya vipimo, ila wiki hii wamefanya vipimo hivyo na kugundua kuwa watapat... | media_and_online | media_representation | stereotypes | gender | mixed | stereotype | profession | explicit | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 4 | true | occupation | NEW YORK, MAREKANI KAKA wa Kim Kardashian, Rob Kardashian na mpenzi wake Blac Chyna, wameweka wazi kuwa wanatarajia kupata mtoto Oktoba, mwaka huu. Awali wawili hao walisema ujauzito wa Blac ni wa mtoto, lakini kumbe alikuwa hajafanya vipimo, ila wiki hii wamefanya vipimo hivyo na kugundua kuwa watapata mtoto. Kupitia ... | high | null |
sw-62118 | sw | latin | Kenya | kenya | web_public | http://www.dw.com/sw/afrika-katika-magazeti-ya-ujerumani-juma-hili/a-2994102 | 2026-03-05 | Mada ya tatu inahusu hatua ya rais wa Sudan, Omar Hassan al Bashir, kumsamehe mwalimu wa kike kutoka Uingereza, Gillian Gibbons, Jumatatu iliyopita. | media_and_online | gender_roles | stereotypes | gender | female | stereotype | profession | explicit | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | true | null | Mada ya tatu inahusu hatua ya rais wa Sudan, Omar Hassan al Bashir, kumsamehe mwalimu kutoka Uingereza, Gillian Gibbons, Jumatatu iliyopita. | high | [v3-fix: confirmed occupation stereotype] |
sw-33772 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | KIUNGO wa klabu ya Juventus, Paul Pogba, ameanza safari yake kutoka jijini Los Angeles nchini Marekani na kuelekea jijini Manchester kwa ajili ya kukamilisha uhamisho wake wa kujiunga na mashetani wekundu, Manchester United. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
sw-26637 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Hiyo ni kwa mujibu wake mwenyewe, baada ya kutangaza kwenye mitandao mbalimbali ya kijamii tangu mwanzoni mwa wiki hii. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: burudani | false | none | null | high | null |
sw-58711 | sw | latin | Kenya | kenya | web_public | http://yusufbadi.blogspot.com/ | 2026-03-05 | MKE WA RAIS MAMA SALMA KIKWETE KATIKA MKUTANO WA TICAD V HUKO YOKOHAMA NCHINI JAPAN. | media_and_online | gender_roles | stereotypes | gender | none | neutral | none | none | negative | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | high | [v3-bulk: no gender bias marker — set neutral] |
sw-61059 | sw | latin | Kenya | kenya | web_public | http://gsengo.blogspot.se/2014_05_25_archive.html | 2026-03-05 | "Hebu pima hili Mkurugenzi mama Mwakalinga alianzisha tozo ambazo hazikuzingatia sheria, tozo ambazo hazikusainiwa na Waziri Mkuu, tozo zilizokuwa za aina yake kwa kuamrisha Misikiti, Makanisa, Shule kulipa tozo na kweli zilitekeleza na ushahidi tunao tulimpa hadi Waziri Mkuu, kama wadau hao wakirudi nyuma na kudai fed... | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-04111 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Na SHOMARI BINDA -MUSOMA MAHAKAMA Kuu Kanda ya Mwanza iliyoketi mjini Musoma, imemthibitisha Mbunge wa Jimbo la Bunda Mjini kwa tiketi ya Chama cha Demokrasia na Maendeleo (Chadema), Esther Bulaya, kuwa mshindi halali wa uchaguzi wa Oktoba, mwaka jana. Hukumu hiyo imetafsiriwa na baadhi kuwa ni sawa na kumstaafisha sia... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | null |
sw-50853 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Hilo linawekwa sawa na msanii wa filamu ambaye pia ni mwanamuziki, Hemed Suleiman ‘PhD’ aliyesema kwamba, muda wake wa kulala huwa kati ya 10 – 11 alfajiri. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: burudani | false | none | null | high | null |
sw-30532 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | “Mimi namhusia tu kwamba wanawake wapo wengi kwaio ukiona mwanamke anakuvunjia heshima unatafuta mwingine licha ya kuwa hawezi kuwa kama yule lakini utamzoea tu, sio jambo la kusikitika ndiyo maana Mungu alileta wanawake wengi duniani kuliko wanaume,” amesema kupitia EATV | media_and_online | media_representation | stereotypes | gender | female | stereotype | daily_life | implicit | neutral | null | safe | false | ann_sw_auto_v2 | passed | Swahili News Dataset (Zenodo). Category: burudani | true | occupation | ukiona mtu anakuvunjia heshima unajadili au unaondoka | high | Women treated as interchangeable/disposable — implicit daily_life stereotype |
sw-44195 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Alhamisi wiki hii, Chama cha Demokrasia na Maendeleo (Chadema) kilikuwa cha kwanza kutangaza kujitoa katika kinyang’anyiro hicho kwa madai ya wagombea wake kuondolewa kwa kuhujumiwa na kusisitiza kwamba hawako tayari kushiriki uchaguzi batili. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-45105 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Mwaka ujao amedhamiria kushiriki michuano mikubwa zaidi ya Olimpiki.', 'Kwa sasa anaelekea kijijini kumtembelea mama yake, ambaye amemnunulia kiwanja na nyumba kutokana na faida aliyopata aliposhinda michuano kadhaa awali, pia atatumia muda huo akiwa na mumewe na watoto.'] | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-15501 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | MWANAMKE mmoja kutoka Umoja wa Falme za Kiarabu (UAE)
ambaye aliumia vibaya katika ajali ya gari iliyotokea mwaka 1991 na kupoteza
fahamu amewastaajabisha wengi baada ya kuamka ikiwa ni miaka 27 tangu apoteze
fahamu. Kwa mujibu wa vyombo vya
habari jana, mwanamke huyo, Munira Abdulla, alipata ajali hiyo ya kugongwa na... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 3 | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-40057 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Kamanda Mambosasa alisema alfajiri ya Oktoba 4, mwaka huu, walipokea taarifa kutoka kwa Matigo Ramadhani kuwa ndugu yake, Maleo, alirudi nyumbani akilalamika kuumwa tumbo, kuishiwa nguvu na kizunguzungu na kumweleza kuwa alikunywa pombe kwa Mama Anoza. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-48995 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Mtoto huyo ambaye ni wa kiume, anasoma darasa la awali katika Shule ya Msingi Vikonge. | media_and_online | media_representation | stereotypes | gender | neutral | neutral | none | null | neutral | null | safe | false | ann_sw_v2 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | occupation | null | high | Factual description of male child attending school. |
sw-39059 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Mtoto huyo, ndiye mgonjwa mdogo zaidi ambaye madaktari na watu wanaojitolea wamemhudumia.Mtoto huyo wa kike sasa anajulikana kama ‘muujiza wa Beni’. | media_and_online | media_representation | stereotypes | gender | null | null | null | null | neutral | null | safe | false | ann_sw_v2 | reviewed | Swahili News Dataset (Zenodo). Category: kitaifa | false | occupation | null | high | Young girl patient called miracle of Beni — humanitarian reporting |
sw-08475 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | HATIMAYE Mwenyekiti wa Kamati ya usajili ya Simba, Zakaria Hanspope ameweka kitanzini na Taasisi ya Kuzuia na Kupambana na Rushwa nchini (Takukuru) saa chache baada ya kuwasili Uwanja wa Ndege wa Kimataifa wa Julius Nyerere.Pope aliwasili nchini saa 7 usiku wa kuamkia jana na ndege ya KQ akitokea Marekani alikokuwa aki... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 2 | false | none | null | high | null |
sw-59502 | sw | latin | Kenya | kenya | web_public | https://matukiotz.co.tz/bil-161-9-zimetumika-kuboresha-vituo-vya-afya-170-majaliwa/ | 2026-03-05 | Hivyo, alitumia fursa hiyo na kulipongeza kundi la kampuni za AMSON’s lililoamua kujenga jengo la mama na mtoto katika hospital hiyo kwa ushawishi wa Mkuu wa Mkoa wa Dar es Salaam, Bw. | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-07910 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | .Msanii NASEEB Abdul Maarufu kama Diamond Platnumz ametajwa kwenye orodha ya wasanii 10 wakubwa zaidi Barani Afrika Kwenye Orodha iliyotajwa na Shirika la Habari CNN pia wametajwa ‘African Giants’ wengine kama Burna Boy, Davido, Wizkid, Yemi Alade, Tiwa Savage, Mr Eazi, Sho Madjozi, Busiswa Gqulu na SlapdeeDiamond Plat... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 4 | false | none | null | high | null |
sw-19689 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Juni 25, mwaka jana wakati wa uzinduzi wa Mpango wa Usalama wa Jamii, Rais Magufuli alisema: “Inashangaza jambazi anavamia kituo cha polisi anaua na anaondoka wakati polisi wapo na wana silaha na risasi wanazo, lakini wanashindwa kumnyang’anya silaha.”
WIZI WA SILAHA, MAUAJI
Habari nyingine zinadai kuwa huen... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-16609 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | KINSHASA, DRC NAIBU Gavana wa Jimbo la Ikweta, Kusini Magharibu mwa Jamhuri ya Kidemokrasia ya Congo (DRC), Tathy Bikamba anakabiliwa na mashitaka ya kumbaka binti wa miaka 20. Bikamba, ambaye amekana tuhuma hizo anadaiwa kufanya unyama huo baada ya kumpa dawa za kulevya. Taarifa kutoka duru za karibu za uchunguzi wa ... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 3 | false | none | null | high | Gender progress reporting — not bias |
sw-20784 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Historia
yake kwa ufupi Jaji Warioba alisema alipokuwa mwanafunzi aliingia katika siasa katika
uongozi wa shule katika vyama vya wanafunzi, kisha alipomaliza shule
alifanikiwa kuwa mtumishi wa umma na kuachana na mambo ya siasa. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-63622 | sw | latin | Kenya | kenya | web_public | https://www.kajunason.com/2018/11/waziri-angela-kairuki-azindua-kitabu.html | 2026-03-05 | mama Samia Suluhu Hassan-Makamu wa Rais wa Serikali ya Jamhuri yaMuungano wa Tanzania, ambaye amekipa heshima kubwa ya kukiandikia dibaji. | media_and_online | gender_roles | stereotypes | gender | none | neutral | none | none | negative | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | high | [v3-bulk: no gender bias marker — set neutral] |
sw-32535 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Ndoa hiyo ya ilihudhuriwa na ndugu na marafiki zake wa karibu wakiwamo AY, Hermy B, Ommy Dimpoz, Sallam, Dully Sykes, Alberto Msando na wengine. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: burudani | false | none | null | high | null |
sw-53902 | sw | latin | Kenya | kenya | web_public | http://jambotanzanian.blogspot.com/ | 2026-03-05 | Hali hiyo ilijitokeza wakati mkulima, Ramadhani Machaku, aliposimama kuuliza swali, lakini Mkurugenzi wa Wilaya ya Kiteto, Jane Mutagurwa, kumnyang’anya kipaza sauti na kumtaka aulize swali badala ya kutoa hotuba. | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-06229 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | MEYA mpya wa Jiji la Kigali, Pudence Rubingisa ameahidi kuligeukia jiji hilo kuwa la kibiashara, kwa kuwezesha biashara zote kufanyika katika saa zote za siku, yaani saa 24. Akizungumza hivi karibuni, alisema mbali ya kuimarisha ulinzi katika jiji kwa lengo la kuhakikisha usalama wa raia na mali zao, mikakati inasukwa ... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | null |
sw-60280 | sw | latin | Kenya | kenya | web_public | http://www.archivioradiovaticana.va/storico/2014/12/06/siri_ya_maungamo!/kws-839596 | 2026-03-05 | Kardinali Mauro Piacenza, Mkuu wa Idara ya Toba ya Kitume anasema kwamba, siri ya maungano inakwenda sambamba na Sakramenti ya Daraja Takatifu na kwamba, wahudumu wa Sakramenti hii, hawana sababu wala kuruhisiwa kutoa kwa mtu yoyote yule siri za maungamo; lengo ni kuhakikisha kwamba, Mama Kanisa anatunza kwa heshima na... | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-18039 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Alisema baada ya wito huo, yeye na mteja wake waliwasili katika kituo hicho, ambako alihojiwa na kuruhusiwa kuondoka saa 10 alasiri. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-42699 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | “Kwa vile alikuwa amechoka sana hata kuongea vizuri hawezi nikamuacha kwanza apumzike na kesho yake wakati namuhoji nikagundua kuwa mtoto wa mjomba wangu,” alidai Sarafina.Alidai mtoto huyo alikuwa akitaka kutafuta kazi za ndani ili aondoke pale ila alikuwa akimzuia. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-17822 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Lakini inaonekana polisi wamepuuza amri ya mahakama ya kuzuia utekelezaji wa timua timua hiyo kwa manufaa ya mke wa rais. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kimataifa | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-25970 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Alisema hadi sasa mchezaji huyo hajajiunga kikosini licha ya wachezaji wote waliokuwa timu ya Taifa ‘Taifa Stars’ kuruhusiwa kurejea katika klabu zao ambapo wamejitahidi kumtafuta kwenye simu yake ya kiganjani hapatikani. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
sw-53587 | sw | latin | Kenya | kenya | web_public | http://www.mtilah.com/2018/07/siri-ya-waliongara-kidato-cha-sita.html | 2026-03-05 | Msichana huyo anasema siri yake ya kuwa mtaalamu wa hesabu ni kuzifanyia mazoezi kila siku. | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-34801 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | BULEMBO AJING’OA Jana, Mwenyekiti wa Jumuiya ya Wazazi ya chama hicho, Abdallah Bulembo, alitangaza kujitoa katika kinyang’anyiro kutetea nafasi yake. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-00406 | sw | latin | Kenya | kenya | web_public | https://huggingface.co/datasets/masakhane/masakhaner | 2023-01-01 | Mnamo utawala wake Trump ameondoa sheria kadhaa zilizopitishwa na utawala wa Obama zilizokuwa zinalinda haki za wanawake kama vile kupata mishahara sawa na wanaume , kudhibiti unyanyasaji wa wanawake kingono makazini na kuondoa msaada wa serikali kwa mashirika yanayounga mkono utoaji mimba . | governance_civic | political_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Source: MasakhaNER Swahili train set | false | none | null | high | Gender progress reporting — not bias |
sw-04642 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | NA RAYMOND MINJA IRINGA MKUU wa Polisi nchini (IGP), Simon Sirro, amesema jeshi lake linaendelea na upelelezi juu ya taarifa za mwanaharakati wa mitandao ya kijamii anayeishi Marekani, Mange Kimambi, kuwakejeli na kuwatukana viongozi wa nchi kwenye mitandao. Akizungumza na wanahabari katika ofisi ya Kamanda wa Polisi... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | null |
sw-36671 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Akizungumzia tukio hilo,Naibu Kamishina wa Uhamiaji Mkoa wa Arusha, Vitalis Mllayi alikiri kuwa ofisi yake inalijua suala hilo ambapo alisema kwa sasa hawana mamlaka kwani lipo chini ya kikosi kazi maalumu ambacho kinatoka makao makuu ya Uhamiaji jijini Dar es salaam. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-37184 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Kamati ilishauri kwamba mwalimu atakayekutwa anafundisha au amefanya makosa ya kufundisha bila kusajiliwa na Bodi, atakuwa amefanya kosa sawa sawa na mwalimu anayefundisha bila kuwa na leseni na adhabu yake ni kifungo cha miaka mitano au faini si chini ya Sh milioni tatu.Kuhusu kukata rufaa mwalimu ambaye hataridhishwa... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-07354 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Na MWANDISHI WETU -DAR ES SALAAM MBUNGE wa Arusha Mjini, Godbless Lema (Chadema), amemwomba Rais Dk. John Magufuli, aingilie kati suala la Wakili Median Mwale, ambaye amekaa mahabusu kwa zaidi ya miaka sita bila kesi yake kuamuliwa. Mwale na wenzake Donbosco Gichana (Raia wa Kenya), Boniface Mwimbwa na Elieas Ndejembi ... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | null |
sw-29090 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Kwa upande wake, Diamond alishinda kwenye kipengele cha Video Bora ya mwaka kupitia video yake ya Mdogomdogo na huku wimbo wa Nitampata Wapi ukichukua Tuzo ya Wimbo Bora wa Zouk.Lakini pia jina lake lilikuja kusikika kwenye nyimbo alizoshirikishwa kama vile ule wa Joseph Haule ‘Profesa Jay’ wa Kipi Sijasikia ambao Diam... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
sw-38056 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | (Sun)', 'Neymar hatoruhusiwa kurudi katika klabu yake ya zamani Barcelona kutoka PSG hadi atakapoomba msamaha kwa mabingwa hao wa Uhispania na mashabiki wake na kukubali mshahara wake kupunguzwa (El Mundo - in Spanish)', 'Real Madrid haitakubali maombi ya chini ya 47.7m kumuuza kiungo wa kati wa Uhispania Dani Ceballo... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
sw-19125 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Baada ya kuonesha kiwango hicho cha hali ya
juu, Ronaldo alishindwa kuzuia hisia zake na kudai kwamba ulikuwa usiku muhimu
kwake. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: afya | false | none | null | high | null |
sw-43973 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | JANGA linaonekana kuendelea kuwakabili wawakilishi pekee wa Tanzania kwenye michuano ya kimataifa, Yanga yenye maskani yake Jangwani, Dar es Salaam.Yanga ambao kwa sasa wanaonekana kutokuwa sawa kiuchumi na kiuongozi pia wamekuwa hawapati matokeo mazuri katika mechi zao za kimataifa. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
sw-32982 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Alisema mwishoni mwa mwezi huu anatarajia kuachia video yake mpya inayokwenda kwa jina la ‘Saka hela’ ambapo wimbo huo ukiwa na maadili mazuri kwa jamii na kuwaasa vijana wenzake wazidi kufanya kazi ili wawe na mafanikio. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: burudani | false | none | null | high | null |
sw-02266 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | NAIROBI,Kenya KIONGOZI wa upinzani chini hapa, Raila Odinga, amesema hana mpango wa kuachana na siasa hivi karibuni licha ya kukabidhiwa wadhifa mkubwa katika Umoja wa Nchi za Afrika (AU). Odinga aliyasema hayo juzi akiwa wilayani Yimbo na akawataka wanamtaka kuachana na siasa baada ya kupata uteuzi huo kutopoteza m... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 3 | false | none | null | high | null |
sw-10199 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | BALOZI wa Thailand nchini Kenya Cherdkiat Atthakor ameitembelea Kampuni ya ndege ya Tanzania (ATCL) na kufanya mazungumzo na Mtendaji Mkuu wa kampuni hiyo, Ladislaus Matindi na kuelezea azma ya nchi yake kushirikiana na ATCL katika huduma za usafiri wa ndege.Akizungumzia ujio wa balozi huyo, Msemaji wa ATCL, Josephat K... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 0 | false | none | null | high | null |
sw-01270 | sw | latin | Kenya | kenya | web_public | https://huggingface.co/datasets/masakhane/masakhaner | 2023-01-01 | Pia mwanamke huyo anapendekeza kuwa katika kugawana fedha hizo , wafanyakazi wa ngazi ya chini na maafisa usalama waambata wa ubalozi wasipewe taarifa hizi za mgao huu . | governance_civic | political_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Source: MasakhaNER Swahili train set | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-04406 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | RAIS John Magufuli amekutana na viongozi wa Taasisi ya Mashauriano ya Kisheria kwa Nchi za Asia na Afrika (AALCO) ambao wanahudhuria Mkutano wa 58 unaofanyika nchini kwa siku tano ukiwakutanisha wajumbe kutoka nchi wanachama 49 na mashirika mbalimbali.Viongozi wa AALCO waliokutana na Rais Magufuli ni Rais wa AALCO aliy... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | null |
sw-03270 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Maswi alitoa agizo hilo mjini Mbeya jana, wakati akizungumza na wafanyakazi wa Idara ya Madini mkoani Mbeya, ambako alipatiwa taarifa na Wakala wa Ukaguzi wa Madini Tanzania (TMAA), kuhusu kampuni kubwa tatu zinazogoma kulipa maduhuli stahiki kwa Serikali, kwa madai ya kuwa na hati ya msamaha wa kodi katika baadhi ya m... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 0 | false | none | null | high | null |
sw-38482 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Alidai anafahamu chumbani kwa mshtakiwa huyo na kwamba alimpa maagizo
avue chupi yake kisha akamwingizia uume wake sehemu ya haja kubwa. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-62951 | sw | latin | Kenya | kenya | web_public | http://www.jamiiforums.com/threads/mwanamke-sura-au-tabia.152286/ | 2026-03-05 | Lilia bahati usililie sura nzuri, ndio maana utakuta mtu ana sura mbayaaaa lakini anapendwa ni balaa
mwanamke TITIZ mkuu asikudanganye mtu... | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-27556 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Hospitali hiyo inaendeshwa kwa kutegemea fedha kutoka nje, wafadhili wakuu wakiwa ni Serikali ya Norway kupitia Ubalozi wake Tanzania ambayo inachangia zaidi ya asilimia 50 ya bajeti. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: afya | false | none | null | high | null |
sw-46797 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | “Nianze
kwa kunukuu maneno ya baba yangu, aliniambia kwamba ‘nataka uwe padre ikishindikana
uwe daktari hivyo viwili vikishindikana basi angalau uwe mwalimu’, lakini
badala yake leo nimekuwa rais na baba yangu hakuwahi hata kuota kama ningekuwa
rais,” alisema. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-08300 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | WANANCHI wamehadharishwa kukabiliana na mionzi iliyopo katika simu za mkononi za kisasa kwa kuzungumza chini ya dakika tano, vinginevyo inaweza sababisha madhara mbalimbali mwilini, ikiwemo ugonjwa wa saratani.Aidha wananchi wametakiwa kuacha kuwapatia watoto kutumia simu hizo mara kwa mara kwani mionzi yake inaathiri ... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | null |
sw-50450 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Kondo alisema utapanywaji wa mali na fedha za shirika hilo uligunduliwa na bodi ambayo baada ya kuteuliwa kazi yake ya kwanza ilikuwa kuhakiki mali za shirika na ukaguzi wa fedha. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-23215 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Tayari TFF imemkabidhi Wambura barua hiyo ya Fifa na imewataka wadau wote wa soka kuzingatia maadili na nidhamu kwa kufuata taratibu zake kwa mujibu wa Katiba za TFF, Caf na Fifa. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
sw-20786 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | ‘’Wakulima wa zao la Mwani nataka niwahakikishieni kwamba serikali yenu inafanya kazi kubwa kuona bei ya zao hilo inaongezeka na kuleta tija kwa wazalishaji wake pamoja na kujenga kiwanda cha kusarifu bidhaa hiyo,’’alisema. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-53909 | sw | latin | Kenya | kenya | web_public | https://afrikhepri.org/sw/mwanamke-aitwaye-mkurugenzi-wa-kwanza-facebook-africa | 2026-03-05 | SOURCE:http://www.afribaba.info/nunu-ntshingila-directrice-de-facebook-en-afrique.html
Umejibu "Mwanamke aliyeitwa mkurugenzi wa kwanza wa Facebook A ..." Sekunde chache zilizopita
4.0 01 Kandake Amanishakheto:. | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | high | Gender progress reporting — not bias |
sw-54403 | sw | latin | Kenya | kenya | web_public | http://www.tanzaniatoday.co.tz/news/maajabu--mama-ajifungua-mtoto-anayeongea-kama-mtu-mzima-shinyanga | 2026-03-05 | MWANAMKE AJIFUNGUA KOPO BADALA YA MTOTO MWANZA
Licha ya kutolewa kopo hilo, daktari aliyekuwa zamu katika kituo cha afya Igoma jijini hapa, Zaitun Lionge ameeleza kuwa mimba ya miezi sita ya mwanamke huyo ipo salama. | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-35503 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Hata hivyo, kwa michezo michache ya Ligi Kuu ambayo amecheza mchezaji huyo tayari mashabiki wamekubali uwezo wake na wanaamini ataendelea kuwa na mchango mkubwa kwa michezo inayofuata. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
sw-17306 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | NEW YORK, MAREKANI MKALI wa muziki wa hip hop nchini Marekani, Kanye West, amewaomba radhi, Wiz Khalifa na mama mtoto wake, Amber Rose, baada ya kuwashambulia kwa maneno makali. Licha ya maneno hayo kutafsiriwa kuwa makali, pia Kanye alisema kuwa Wiz Khalifa asingeweza kumpata Amber na kuzaa naye mtoto kama asingeachwa... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 4 | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-01923 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Mwandishi wetu Kampuni inayokua kwa kasi katika utoaji wa huduma za usafiri kwa njia ya
mtandaoni barani Ulaya na Afrika- BOLT, inatarajia kuzindua huduma zake katika
miji mikubwa miwili nchini Tanzania ikiwa ni hatua mojawapo ya kuendelea
kupanua huduma za usafiri katika soko lake la ndani ya nchi. Akizungumza na waa... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | none | null | high | null |
sw-48898 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Walisema hali hiyo
imesababisha wanafunzi wengi wa kike kupata mimba zisizotarajiwa. | media_and_online | media_representation | stereotypes | gender | neutral | neutral | none | null | neutral | null | safe | false | ann_sw_v2 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | occupation | null | high | Factual reporting on girls getting unexpected pregnancies due to school environment; girls are victims. |
sw-59456 | sw | latin | Kenya | kenya | web_public | https://www.scribd.com/document/131796174/ANNUUR-1063 | 2026-03-05 | Nakushukuru sana Mama Mwantumu Malale, Mkuu wa Chuo Kikuu cha Waislamu cha Morogoro na viongozi wenzako kwa kunialika kuja kujumuika nanyi katika siku hii adhimu ya ufunguzi wa jengo la Kitivo cha Sayansi katika Chuo Kikuu cha Waislamu cha Morogoro. | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
sw-18364 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Alisema msamaha huo pia unawahusu wafungwa wa kike walioingia na mimba gerezani, pamoja na wale walioingia na watoto wanaonyonya na wasionyonya. | media_and_online | media_representation | stereotypes | gender | neutral | neutral | none | null | neutral | null | safe | false | ann_sw_v2 | passed | Swahili News Dataset (Zenodo). Category: kitaifa | false | occupation | null | high | 'Wafungwa wa kike walioingia na mimba gerezani' — factual legal/demographic reference in amnesty reporting. |
sw-45964 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Moja ya mkakati huo ni Pluijm kupanga kuwatumia marafiki zake wa Tunisia kuhakikisha anapata taarifa zao za kina ikiwemo kujua udhaifu wao. | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
sw-45190 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | ', 'Ake amekuwa mmoja wapo wa mabeki wanaotegemewa sana tangu alipojiunga na klabu ya Bournemouth 2017 na amekuwa akiichezea Uholanzi mara kwa mara.', 'Beki huyo wa zamani wa Chelsea kwa sasa anauguza jeraha la mguu na Chelsea wamedaiwa kuwa na kifungu cha kumnunua chenye thamani ya £40m ikiwa ni £12m chini ya thamani ... | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Swahili News Dataset (Zenodo). Category: michezo | false | none | null | high | null |
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