juakazike/sw-bias-classifier-v3
Text Classification • 0.3B • Updated
• 27
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 12 values | stereotype_category stringclasses 9 values | explicitness stringclasses 3 values | sentiment_toward_referent stringclasses 3 values | device stringclasses 2 values | safety_flag stringclasses 2 values | pii_removed bool 2 classes | annotator_id stringclasses 6 values | qa_status stringclasses 3 values | notes stringclasses 136 values | has_bias bool 2 classes | bias_category stringclasses 7 values | expected_correction stringlengths 14 15.6k ⌀ | annotator_confidence stringclasses 2 values | annotator_notes stringlengths 31 503 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
sw-00001 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Rais Joseph Kabila wa Congo hatogombea tena urais na kwamba chama chake kimemchagua Emmanuel Ramazani Shadari kuwa mrithi wake na mgombea wa uchaguzi wa urais unaotarajiwa kufanyika mwezi Disemba | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mgombea. Source: Swahili News Dataset | false | none | null | high | null |
sw-00002 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | KULWA MZEE,DAR ES SALAAM Mfanyabiashara , Kigogo wa IPTL, Herbinder Seth anayekabiliwa kesi ya uhujumu uchumi amewalalamikia askari magereza kwa kumzuia kuonana na wakili wake kwa miezi Sita sasa | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: wakili,mfanyabiashara,askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00003 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | “Tunapenda kuwataarifu kuwa
mwananchi mwenzetu, Rais Ali Bongo, anatarajia kurejea nyumbani leo, wananchi
wote wanaalikwa kumpokea na kumshukuru Mfalme wa Morocco Mohammed wa sita
kwa uungwana na sapoti yake aliyoitoa kwa kiongozi wetu kipindi chote
alichokuwa anaugua,” ilisema taarifa hiyo na kukaririwa na Shirika la Habari la
Al Jazeera | 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 | null |
sw-00004 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Akikabidhi vifaa
hivyo leo Ijumaa Aprili 17, mbunge huyo amesema wilaya zote tano zimepatiwa
mashine moja, wino mmoja, na kifaa kimoja cha umeme, ambapo vitatumiwa na ofisi
za chama hicho na jumuiya zake | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge. Source: Swahili News Dataset | false | none | null | high | null |
sw-00005 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Washtakiwa
hao ni askari H 4086 PC Simon Sungu, H 4810 PC Ramadhan Uwezi wa Kituo cha
Polisi Osterbay na Charity Ngalawa ambaye ni mfanyakazi wa TRA | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00006 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Kulwa Mzee, Dar es Salaam Aliyekuwa Mbunge wa Singida Mashariki, Tundu Lissu amebwagwa mahakamani baada ya maombi yake ya kutaka kufungua kesi kupinga uamuzi wa Spika wa Bunge, Job Ndugai kumvua ubunge wa jimbo hilo kutupiliwa mbali | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,spika. Source: Swahili News Dataset | false | none | null | high | null |
sw-00007 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Mjumbe Adamu Masanja kutoka ushirika wa Nyenze alisema zipo jineri ambazo miaka mingi hazifanyi kazi na majengo yake kuwa makazi ya popo, huku Yahaya James kutoka ushirika wa Mhunze alisema jineri ya Mhunze inaonekana gofu ikiwa inakoboa zao mpunga, lakini waangalie uchambuzi wa pamba kwenye jineri hiyo | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mjumbe. Source: Swahili News Dataset | false | none | null | high | null |
sw-00008 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Awali, Amri aliwafyatulia polisi risasi na kuuwa askari mmoja pale walipotaka awaonyeshe kitambulisho chake wakati wa doria katika eneo la Sesto San Giovani | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00009 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Aliwataja wengine watakaokuwapo ni mjumbe wa Baraza la Congress, Steve King, mke wake na baadhi ya wajumbe na daktari bingwa wa mifupa, Dk | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: daktari,mjumbe. Source: Swahili News Dataset | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-00010 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Katika fainali hizo za Wimbledon kwa upande wa wanaume, Andy Murray ambaye anashika nafasi ya pili kwa ubora duniani kwenye tenisi, alifanikiwa kufika fainali baada ya kumchapa mpinzani wake Tomas Berdych raia wa Jamhuri ya Czech na kumfanya fainali acheze na Milos Raonic raia wa Cadana mwenye umri wa miaka 25 | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mpinzani. Source: Swahili News Dataset | false | none | null | high | null |
sw-00011 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Utamaduni wa Freemason unaanzia wakati wa ujenzi wa hekalu la Mfalme Solomon na sherehe zake za kirafiki hutumia kazi za uashi kuashiria somo la maadili na ukweli | 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 | null |
sw-00012 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Na TUNU NASSOR-DAR ES SALAAM MBUNGE wa Singida Mashariki, Tundu Lissu, amehojiwa na Jeshi la Polisi kutokana na kauli zake kuhusu tukio la kupotea kwa Ben Saanane ambaye ni msaidizi wa Mwenyekiti wa Chama cha Demokrasia na Maendeleo (Chadema), Freeman Mbowe | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge. Source: Swahili News Dataset | false | none | null | high | null |
sw-00013 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Alitoa onyo hilo baada ya Kamanda wa Polisi wa Morogoro, Willbord Mutafungwa, kumueleza askari wake hawatumiki katika operesheni zinazoendeshwa na mamlaka zinazosimamia ukusanyaji wa mapato ya serikali wanapokwenda kudai kodi kwa wafanyabiashara | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: wafanyabiashara,askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00014 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Kwa upande mwingine, mpinzani wake Murray, Pospisil, amedai ni jambo la furaha kwake kuweza kushindana na mchezaji bora duniani na kushinda kwenye michuano hiyo mikubwa | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mpinzani. Source: Swahili News Dataset | false | none | null | high | null |
sw-00015 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Weah amemtangulia mpinzani wake Joseph Boakai kwa kura asilimia 60 na anatarajiwa kuchukua nafasi ya mwanamke wa kwanza Afrika kuwa rais, Ellen Johnson Sirleaf anayemaliza muda wake kwa mujibu wa katiba ya taifa hilo na ambaye pia ni mshindi Nobel | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mpinzani. Source: Swahili News Dataset | false | none | null | high | Gender progress reporting — not bias |
sw-00016 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Juzi Kamanda Muliro alitoa taarifa kuhusu kukamatwa kwa watuhumiwa hao kutokana na video, iliyorushwa mitandao mbalimbali ya kijamii, ikiwaonesha askari hao wakimshambulia kwa rungu Orotho | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00017 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Katika hilo, Hassanali alimwomba Waziri wa Mambo ya Ndani, Mwigulu, kutumia kikosi cha askari wasio na mipaka (Interpol) kumkamata Mange Kimambi ambaye alidai amekuwa akitumia mitandao ya kijamii kukashifu viongozi wa nchi | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: waziri,askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00018 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Mwili wa Kachecheba uligunduliwa na mhudumu na nyumba hiyo ya wageni, Odetha Edmund wakati alipotaka kufanya usafi ndani ya chumba hicho, baada ya kugonga mlango bila kupata majibu kutoka kwa mteja wake huku mlango ukiwa umefungwa kwa ndani | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mhudumu. Source: Swahili News Dataset | false | none | null | high | null |
sw-00019 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Lissu, wakili wa mjibu rufani wa kwanza ambaye ni Bulaya, hakuwapo mahakamani hivyo mawakili wa wakata rufaa waliomba kesi iahirishwe kwa muda mfupi kutokana na umuhimu wake | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: wakili,mawakili. Source: Swahili News Dataset | false | none | null | high | null |
sw-00020 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Alisema kuwa maelekezo ya Serikali yapo wazi kuwa kama kuna mfanyabiashara yeyote anataka kununua kahawa, awasiliane na ofisi yake lakini awe na bei inayomnufaisha mkulima huku akidai kuwa mpaka sasa hakuna mfanyabishara aliyekidhi vigezo vya kununua zao hilo | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mkulima,mfanyabiashara. Source: Swahili News Dataset | false | none | null | high | null |
sw-00021 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | MWANDISHI WETU-DODOMA SPIKA wa Bunge, Job Ndugai amesema familia ya Mbunge wa Viti Maalumu, Mchungaji Getrude Rwakatare imetoa maombi mawili kwa Serikali, wakitaka azikwe katika eneo la Kanisa la Mlima wa Moto na mazishi yake yafanyike kesho | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,mwandishi,spika. Source: Swahili News Dataset | false | none | null | high | null |
sw-00022 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Katika mkutano wake na waandishi wa habari uliofanyika Dar es Salaam jana, Lissu pia alisema amepata taarifa kutoka kwa mmoja wa askari polisi kuwa Waziri Mkuu wa zamani, Edward Lowassa, atafikishwa mahakamani wakati wowote kutokana na kauli alizozitoa juu ya masheikh wa Uamsho | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: waziri,askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00023 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Mashabiki wa Yanga nao walipigwa mabomu ya machozi na askari hao baada ya kulizonga basi la Toto wakishinikiza lizimwe ili walisukume ili kulitoa nje ya uwanja | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00024 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Katika taarifa yake kwa vyombo vya habari jana,
Mwenyekiti wa tume hiyo, Jaji mstaafu Mathew Mwalimu, alisema kauli hizo
zimekuwa zikichochea kwa kiasi kikubwa wananchi
kujichukulia sheria mikononi mwao kutokana na kutoridhishwa
na vitendo vya baadhi ya wanasiasa | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: jaji,mwalimu,mstaafu. Source: Swahili News Dataset | false | none | null | high | null |
sw-00025 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Alisema watu waliokuwa wanahangaika kuokoa ni wavuvi wadogo wadogo, na kwamba hapakuwapo askari au wanajeshi | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00026 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Makinda alisema hayo jana wakati wa mjadala wa Kongamano la Tisa la Kigoda cha Mwalimu Nyerere, Chuo Kikuu cha Dar es Salaam (UDSM) uliokuwa ukijadili ‘mwanasiasa mwanamke na harakati za usawa wa kijinsia Afrika’ | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mwalimu,mwanasiasa. Source: Swahili News Dataset | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-00027 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Aidha, Lugola alijibu kero mbalimbali ikiwemo ya Malugu Mayombi ambaye ni mkulima maarufu wa mpunga wa eneo hilo, aliangua kilio kwa waziri akidai polisi wameshindwa kushughulikia kesi yake ya madai ya Sh milioni 60 anazomdai mfanyabiashara Sali Kulwa maarufu TBS, aliyemuuzia gunia 623 za mpunga | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mkulima,mfanyabiashara,waziri. Source: Swahili News Dataset | false | none | null | high | null |
sw-00028 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Msemaji wa Serikali ya Ugiriki, Stelios
Petsas, alisema kuwa serikali yake itafanya kila njia inayowezekana ili kulinda
mipaka yake dhidi ya wakimbizi | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: msemaji. Source: Swahili News Dataset | false | none | null | high | null |
sw-00029 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Kaka mkubwa wa Lissu, Alute Mughwa na mdogo wake, Vincent, walishangazwa pia kwa kitendo cha kuona mpaka sasa hakuna mtu aliyekamatwa kuhusika na tukio hilo na badala yake wanadai kumsubiri dereva wa Mbunge huyo, Simon Bakari ambaye naye yupo Nairobi kwa matibabu ya kisaikolojia | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,dereva. Source: Swahili News Dataset | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-00030 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Amesema watanzania pamoja na wapiga kura wa jimbo lake, walitarajia mbunge huyo kama ameshapona na ana uwezo wa kusafiri sehemu mbalimbali duniani, kama anavyofanya sasa, angerejea nyumbani Singida na kuendelea na majukumu yake ya kuwatumikia wananchi wake | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge. Source: Swahili News Dataset | false | none | null | high | null |
sw-00031 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | “Kwenye tukio hilo watu watatu walifanikiwa kuto- roka kusikojulikana na mtu mmoja anayekadiriwa kuwa na umri kati ya miaka 35-40 na ambaye hajafahamika alifariki katika mashambu- liano hayo yaliyohusisha askari wetu na majambazi,” alifafanua Kamanda Muliro | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00032 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Akizungumza na MTANZANIA jana, Mwanasheria wa Chadema, Fredrick Kihwelo aliyataja mapingamizi hayo kuwa mgombea wa CCM kutokuwa muwazi hasa katika shughuli anazozifanya kutokana na kujaza fomu zake kuwa ni mkulima wa mbogamboga, jambo ambalo Mwalimu analipinga | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mgombea,mkulima,mwalimu. Source: Swahili News Dataset | false | none | null | high | null |
sw-00033 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Mstaafu Nicodemas Mwangela kufikisha salamu zake za pole kwa ndugu, jamaa, marafiki na wote walioguswa na vifo vya watu hao na amewaombea kwa Mwenyezi Mungu aziweke roho za Marehemu wote mahali pema peponi, Amina | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mstaafu. Source: Swahili News Dataset | false | none | null | high | null |
sw-00034 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Kwa mujibu wa taarifa aliyoituma kupitia akaunti yake ya Twitter,
aliyewahi kuwa waziri katika Serikali za awamu ya kwanza hadi ya tatu, Profesa
Mark Mwandosya, alisema amesikitishwa sana na taarifa za kifo cha kiongozi huyo
mstaafu jana | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mstaafu,waziri. Source: Swahili News Dataset | false | none | null | high | null |
sw-00035 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Hata hivyo, msemaji wa msanii huyo alikanusha madai ya mwanamke huyo akisema kuwa si ya kweli na yalikuwa na lengo la kumharibia msanii huyo | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: msemaji. Source: Swahili News Dataset | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-00036 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Viongozi wanena Wakizungumzia uamuzi wa Lowassa kurejea CCM, Katibu Mkuu mstaafu wa CCM, Yusuf Makamba, Makamu Mwenyekiti mstaafu wa chama hicho, Pius Msekwa na Profesa Benson Bana wa Chuo Kikuu cha Dar es Salaam walisema jana kuwa ni haki yake kidemokrasia | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mstaafu,katibu. Source: Swahili News Dataset | false | none | null | high | null |
sw-00037 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Mkurugenzi Mtendaji wa AMDT, nchini Michael Kairumba alisema kuwa programu yao imedhamiria kumsaidia mkulima elimu pamoja na masoko ya uhakika kwa kumuunganisha mkulima na watoa huduma za msingi wa kilimo, kama vile taasisi za pembejeo, taasisi za fedha na taasisi zinazosimamia huduma ya bima ya mazao kwa lengo la kumhakikishia mkulima usalama wakati wote anapofanya shughuli zake | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mtendaji,mkulima. Source: Swahili News Dataset | false | none | null | high | null |
sw-00038 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Naye shahidi wa tatu ambaye ni askari polisi, kitengo cha upelelezi, William Nyamakomage, siku ya mkutano alisikia watuhumiwa wakitoa lugha za uchochezi | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00039 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | KULWA MZEE-DAR ES SALAAM WAKILI anayemtetea Mwandishi wa habari za uchunguzi, Erick Kabendera
(39), Jebra Kambole, ameieleza mahakama kwamba afya ya mteja wake imetetereka,
aliumwa ghafla gerezani akapooza miguu na kushindwa kutembea kwa siku mbili | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: wakili,mwandishi. Source: Swahili News Dataset | false | none | null | high | null |
sw-00040 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Dereva wake aliposimamishwa na gari la askari wa doria alikaidi kusimama na kuendesha kwa kasi kwenda Kijiji cha Nkende wakifukuzana na gari la Polisi na kuharibu mazao ya watu na kutoroka | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: dereva,askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00041 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Alipoulizwa kuhusu matamshi hayo, msemaji wa Waziri May alisema kuwa, atafanya kikao na rais huyo wa Marekani na kujadili msimamo wake huo | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: waziri,msemaji. Source: Swahili News Dataset | false | none | null | high | null |
sw-00042 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Katika uchaguzi huo, wajumbe wa Mkutano Mkuu waliwachagua Zitto Kabwe
kuwa Kiongozi wa chama, Maalim Seif (Mwenyekiti), Dorothy Semu (Makamu
Mwenyekiti Bara), Juma Duni Haji (Makamu Mwenyekiti Zanzibar) huku nafasi ya
Katibu Mkuu akichaguliwa mwanasiasa kijana Ado Shaibu na manaibu wake Nassor
Mazrui (Zanzibar) na Joran Bashange (Bara) | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: katibu,mwanasiasa. Source: Swahili News Dataset | false | none | null | high | null |
sw-00043 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | 27 ya kura zote zilizopigwa huku mpinzani wake, Raila Odinga aliyekuwa anawakilisha Muungano wa vyama vya upinzani (NASA), akipata kura 6,762,224 sawa na asilimia 44 | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mpinzani. Source: Swahili News Dataset | false | none | null | high | null |
sw-00044 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Wengine ni Mbunge wa Kinondoni, Maulid Mtulia (CCM),
Mbunge wa Mtwara Vijijini, Hawa Ghasia (CCM) na Mbunge wa Kuteuliwa na Rais
ambaye pia ni mke wa Rais Mstaafu, Salma Kikwete | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,mstaafu. Source: Swahili News Dataset | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-00045 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | HAWA GHASIA
Kwa upande wake, Mbunge wa Mtwara Vijijini, Hawa Ghasia, alisisitiza umuhimu wa watuhumiwa hao kusamehewa, lakini akataka Mdee alithibitishie Bunge, kwamba hatarudia kumtukana Spika pamoja na kulidharau Bunge | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,spika. Source: Swahili News Dataset | false | none | null | high | null |
sw-00046 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Aliwaita askari wamkamate na kumuweka ndani huku akimuagiza mhandisi wa maji mkoa, Payovelo kujieleza zaidi | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mhandisi,askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00047 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Kwa upande wake, Mkurugenzi Mtendaji wa Airtel, Sunil Colaso alisema wamefanya yote hayo kutimiza jukumu lake la kurejesha faida kwa jamii | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mtendaji. Source: Swahili News Dataset | false | none | null | high | null |
sw-00048 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | ” Kauli za Zitto zilisababisha Spika Ndugai kuagiza mbunge huyo ahojiwe na Kamati ya Haki, Maadili na Madaraka ya Bunge huku akimshtaki kwa wapigakura wake akisema licha ya kwamba mbunge wao yupo nchini, hajafika bungeni kuwawakilisha na yeye (Spika) hana taarifa | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,spika. Source: Swahili News Dataset | false | none | null | high | null |
sw-00049 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Mdee alikuwa anatuhumiwa kudharau mamlaka ya spika kwa kufanya fujo kwa askari waliokuwa wameamuliwa kumtoa nje Mnyika kwa kuwavuta sare zao za kazi kwa lengo la kuwazuia kutekeleza amri halali ya Spika, kusimama na kuzungumza bungeni bila
kufuata taratibu za kanuni | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari,spika. Source: Swahili News Dataset | false | none | null | high | null |
sw-00050 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Aidha, Moshi Kalser ilitinga hatua hiyo baada ya kuifunga Magereza kwa bao 1-0 na ndipo ilipokutana na mpinzani wake huyo aliyemduwaza na kumshinda | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mpinzani. Source: Swahili News Dataset | false | none | null | high | null |
sw-00051 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Naye Kimata ambaye alikuwa ni diwani wa Chadema na kujiuzulu nafasi hiyo hivi karibuni, alidai salamu si ugomvi na baada ya mbunge kukataa kupokea salamu aliamua kuondoka lakini mbunge huyo alimfuata na kuanza kumtusi na kutaka kumpiga akiwa pamoja na diwani na dereva wake | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,dereva. Source: Swahili News Dataset | false | none | null | high | null |
sw-00052 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | KAMPALA, UGANDA JESHI la Uganda limeomba radhi katika tukio la nadra baada ya askari wake kuonekana kwenye mkanda wa video wakimpiga mwandishi wa habari aliyekuwa akitimiza wajibu wake kwenye maandamano ya kupinga kushikiliwa kwa Mbunge Bobi Wine Jumatatu hii | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,mwandishi,askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00053 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Amesema baada ya ujumbe huo alikwenda usiku huo huo hadi hospitali ya wilaya ya Igunga ambako alimkuta mwanawe amelazwa wodi hiyo huku akiwa amefungwa pingu mikono yote ambapo alimuomba askari amfungue pingu mkono mmoja, askari huyo aligoma na muda mfupi kijana huyo akafariki dunia | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00054 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | ‘‘Kama mtu anakuja anaishia kwa askari huko chini wanamzuia naye anakubali anaondoka, anakuwa hajaamua kuja kumwona, kwa sababu pamoja na kushikiliwa ana haki ya kuhudumiwa na kupewa matibabu kama binadamu kwa sababu ni haki yake,’’ amesema Mambosasa | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00055 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Akitoa ushahidi wake, mkemia huyo alidai kuwa chembechembe zilizokutwa katika mkojo wa mfanyabiashara huyo, zinaweza kupatikana kwa mtu aliyetumia dawa za kutuliza maumivu makali ama dawa za kupata usingizi, kwamba inategemea maelekezo ya daktari | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: daktari,mfanyabiashara. Source: Swahili News Dataset | false | none | null | high | null |
sw-00056 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Mbali na shutuma hizo, mbunge huyo aliandika katika akaunti yake ya Twitter kwamba: “Hatujawahi kuwa na Spika anayedhalilishwa na Rais kwamba aliuliza wajumbe gani awaweke kamati za uchunguzi za Bunge | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,spika. Source: Swahili News Dataset | false | none | null | high | null |
sw-00057 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | “Moise Katumbi anakabiliwa na mashitaka ya kuajiri askari mamluki kwa lengo la kuangusha utawala wa Rais Joseph Kabila,” vyanzo kadhaa vya serikali vimeeleza | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00058 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | BINGWA wa ngumi, Manny Pacquiao, ameweka wazi kwamba wamefikia makubaliano na mpinzani wake, Amir Khan, kwa ajili ya pambano lao linalotarajiwa kufanyika Aprili 23, mwaka huu | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mpinzani. Source: Swahili News Dataset | false | none | null | high | null |
sw-00059 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Jana (juzi) saa tano asubuhi, huko mkoani Morogoro nyumbani kwangu, watu ambao wanaojiita kuwa ni askari, wakiwa na gari la polisi, wakiwamo askari ndani ya gari hilo, wakiwa na silaha za moto, waliizunguka nyumba yangu kwa lengo la kunikamata, familia yangu ilipohoji nina kosa gani, hawakujibiwa ila (askari) waliambiwa kwamba niko Dodoma kwa ajili ya shughuli za kibunge | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00060 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Akitangaza uongozi huo jana, Naibu Spika alisema wabunge hao wa CUF watakuwa wakiongozwa na Mwenyekiti ambaye ni Mbunge wa Mtwara Mjini, Maftah Nachuma na Katibu wake atakuwa Mbunge wa Viti Maalum, Rukia Ahmed | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,katibu,spika. Source: Swahili News Dataset | false | none | null | high | null |
sw-00061 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Alidai Mei
29, mwaka huu katika maeneo ya Central Park Café iliyopo Sea View ndani ya
Manispaa ya Ilala, mshtakiwa akiwa mfanyabiashara, alimpa Sh 200,000 Goodluck
Mwangomango ambaye ni Mkuu wa Kitengo cha Sheria CCM kama kishawishi cha kupitisha
mkabata wake wa upangaji | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mfanyabiashara. Source: Swahili News Dataset | false | none | null | high | null |
sw-00062 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | “Lakini kitendo tu cha kufika nyumbani Pugu Bangulo, nikawa
nimepigiwa simu na askari mwenzangu ambaye ni mkubwa kwangu (kwa sasa
nimempita) | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00063 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Alisema inadaiwa askari hao kwa pamoja wakiwa kwenye ulinzi wa mitihani ya taifa ya kidato cha nne ya mwaka huu, waliwatoa kwenye hosteli wanafunzi wa kike kwa kile walichodai kuwa walikuwa wanapiga kelele | media_and_online | media_representation | stereotypes | gender | female | stereotype | education | explicit | neutral | narrative | sensitive | false | claude_ann_v1 | passed | Occupation: askari. Source: Swahili News Dataset | true | occupation | Alisema inadaiwa askari hao kwa pamoja wakiwa kwenye ulinzi wa mitihani ya taifa ya kidato cha nne ya mwaka huu, waliwatoa kwenye hosteli wanafunzi kwa kile walichodai kuwa walikuwa wanapiga kelele | high | Removed 'wa kike' suffix from 'wanafunzi wa kike' — the students' gender is irrelevant to the misconduct report. |
sw-00064 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Alisema baada ya Msigwa kukataa kuitikia salamu yake, Kimata alianza kumtusi pamoja na diwani huyo na dereva wake jambo ambalo lilimkera mbunge huyo | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,dereva. Source: Swahili News Dataset | false | none | null | high | null |
sw-00065 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Askofu Mwasota
Katibu mstaafu wa Makanisa ya Kipentekoste nchini, Askofu David Mwasota, alisema kitendo cha askari kumtisha Nape kwa bastola si cha kiungwana | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari,mstaafu,katibu. Source: Swahili News Dataset | false | none | null | high | null |
sw-00066 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Kwa upande wake upinzani umelezea kwamba uteuzi wa mgombea wa chama tawala, ni hatua ya ushindi wa demokrasia, lakini wametarajia mageuzi wakati wa uchaguzi | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mgombea. Source: Swahili News Dataset | false | none | null | high | null |
sw-00067 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | “Ninashukuru serikali, madaktari wa Muhimbili, Mfalme wa Saudia na Daktari Rabia aliyekuwa kiongozi wa timu ya kunitenganishia wanangu,” ni kauli ya mama wa watoto hao, Jonensia Jovitus akitoa neno la shukrani baada ya kuwasili nchini hiyo jana na kuzungumza na waandishi wa habari uwanjani hapo | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: daktari,mfalme. Source: Swahili News Dataset | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-00068 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Baada ya kutoa malalamiko hayo, Hakimu aliamuru askari magereza kuruhusu mshtakiwa huyo kuonana na wakili wake kwani ni haki yake | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: wakili,askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00069 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | MWIGULU NCHEMBA Kwa upande wake, Mjumbe wa Halmashauri Kuu (NEC) ya CCM, Mwigulu Nchemba, akiwa katika Kata ya Saranga, Dar es Salaam, aliwashangaa wanaodai kuna utawala wa kidikteta nchini na alisema watu hao wameshindwa kutofautisha dhana hiyo na utawala wa sheria | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mjumbe. Source: Swahili News Dataset | false | none | null | high | null |
sw-00070 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Lakini Mwilima alitoa msisitizo kuwa mhudumu wa ndege ni lazima awe mrefu na amenyooka, akiwa mwanamke au mwanamume na aliomba jambo hilo lizingatiwe | media_and_online | media_representation | stereotypes | gender | neutral | neutral | none | none | neutral | null | safe | false | AO-001 | passed | Occupation: mhudumu. Source: Swahili News Dataset | false | none | null | high | Revised has_bias to false. Appearance standard applies to both genders ('akiwa mwanamke au mwanamume'). No single gender stereotyped. |
sw-00071 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Meneja Mkuu na Mtendaji Mkuu wa TCC Plc, Allan Jackson ameishukuru kamati hiyo kwa kuwa bega kwa bega nao hadi sasa ambapo imeiwezesha TCC Plc kufikia malengo yake tangu kuanzishwa kwake | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mtendaji. Source: Swahili News Dataset | false | none | null | high | null |
sw-00072 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Kesi yake Kisutu Wakati yanatokea hayo ukumbini, Mahakama ya Hakimu Mkazi Kisutu, imeshindwa kutoa uamuzi wa maombi yaliyowasilishwa na Meya wa Jiji la Dar es Salaam, Isaya Mwita aliyeomba mahakama hiyo itoe amri ya kusitisha mchakato wa kung’olewa kwenye nafasi hiyo hadi maombi ya msingi yatakaposikilizwa | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: meya. Source: Swahili News Dataset | false | none | null | high | null |
sw-00073 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | LAS VEGAS, MAREKANI BINGWA wa mchezo wa ngumi kwa wanawake, Ronda Rousey, amechezea kichapo katika raundi ya kwanza sekunde ya 48 dhidi ya mpinzani wake, Amanda Nunes | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mpinzani. Source: Swahili News Dataset | false | none | null | high | null |
sw-00074 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Hatua hiyo ya abiria hao kusimama barabarani ililazimu mabasi zaidi ya manane kufika eneo hilo, lakini madereva wakigoma kufungua milango, jambo lililosababisha askari kuingilia kati kuwatoa abiria waliokuwa barabarani na kuruhusu mabasi hayo kuelekea kituo cha Kimara Mwisho bila kusimama kupakia abiria Katika kituo cha Korogwe | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00075 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Kamanda wa Polisi Kanda Maalumu ya Tarime/ Rorya, Henry Mwaibambe alisema gari hilo liligunduliwa juzi jioni katika Kijiji cha Nkende, wakati askari wa doria walipopata taarifa ya kuwepo gari lenye bidhaa za magendo kutoka nchini Kenya na walipojaribu kulisimamisha dereva wake alikaidi kusimama | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: dereva,askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00076 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Alisema aliamua kuhama CCM baada ya kuona waanzilishi wake akiwemo Mwanasiasa mkongwe, Kingunge Ngombale Mwiru, kujitoa | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mwanasiasa. Source: Swahili News Dataset | false | none | null | high | null |
sw-00077 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Aeshi na vitisho
Kwa upande wake Mbunge wa Sumbawanga Mjini, Aeshi Hilal (CCM), akichangia hotuba hiyo ya Waziri Mkuu, pamoja na mambo mengine alisema | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,waziri. Source: Swahili News Dataset | false | none | null | high | null |
sw-00078 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Alidai kuwa siku hiyo alitoka chuoni kwake DIT na kuelekea Kinondoni Studio kwenda kumuona shangazi yake anayeishi maeneo hayo kwa kutumia usafiri wa daladala na alipofika kituo cha basi cha Studio alishuka na kuanza kutembea kuelekea kwa shangazi yake ambako ni nyumba ya nne kutoka alipokua lakini kabla ya kufika aliona msafara wa magari ya Polisi yaliyokadiriwa kufika saba yakiwa na askari | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00079 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Alisema wakati majambazi hao wanakimbia, kulikuwa na askari wengine waliokuwa kwenye maeneo hayo ambao walianza mashambulizi na kufanikisha kuua majambazi wanne kati ya wale waliofanya tukio hilo na kuokoa silaha nne, mbili zikiwa za polisi waliouawa na mbili zinatumiwa na wao kwenye matukio mbalimbali | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00080 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Msemaji
wa SDF, Mustafa Bali, alitangaza ushindi huo kupitia ukurasa wake wa Twitter,
akisema Baghouz imekombolewa | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: msemaji. Source: Swahili News Dataset | false | none | null | high | null |
sw-00081 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Kwa upande wa Johanna, naye amedai kuwa amefurahishwa na kiwango cha mpinzani wake kwa kuwa aliweza kutumia mapungufu ya upande wa pili na kumfanya awe bingwa | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mpinzani. Source: Swahili News Dataset | false | none | null | high | null |
sw-00082 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Ametoa mfano wa mmoja wa majaji aliowaapisha kuwa alisimamishwa kazi katika Tume ya Ushindani (FCC) na alirudishwa baada ya kubainika kuwa tuhuma dhidi yake hazikuwa za kweli | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: majaji. Source: Swahili News Dataset | false | none | null | high | null |
sw-00083 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Mwanasiasa huyo ana uzoefu kwenye siasa kwani ameshakuwa kiongozi kwenye serikali ya eneo analoishi na baba yake mzazi, Abdul Bari aliyekuwa mwanasheria na mama yake ni mwalimu mstaafu | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mwalimu,mstaafu,mwanasiasa. Source: Swahili News Dataset | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-00084 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Aliongeza: “Sina maana kuwa wakina mama ni watakatifu, na sijasikia wanaume wengi wakilalamika, kama wanaume mpo pole, jambo la msingi ni kila mmoja anatakiwa kuwa mfalme wa amani katika nafasi yake | 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-00085 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Fainali hizo za wazi katika michuano ya Australia, Djokovic alifanikiwa kuwa bingwa baada ya kumchapa mpinzani wake, Andy Murray kwa seti zote tatu | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mpinzani. Source: Swahili News Dataset | false | none | null | high | null |
sw-00086 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Vyombo vya habari vya Kenya vimeripoti kuwa msemaji
wa kiongozi huyo, Lee Njiru, alisema yupo hospitali anahudumiwa na kikosi cha
wataalamu wa afya wanaoongozwa na daktari wake, David Silverstein | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: daktari,msemaji. Source: Swahili News Dataset | false | none | null | high | null |
sw-00087 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Akizungumza katika hafla hiyo, Balozi wa Morocco nchini, Abdellilah Benryane alisema “Kumbukumbu ya miaka 20 ya Mfalme Mohammed VI kwenye kiti cha enzi cha utukufu wake ni siku kubwa katika historia ya nchi yetu ya Morocco ambayo pia tunaitumia kujivunia na kufanya tathmini kubwa ya maendeleo yaliyopatikana chini ya utawala wake ikiwa ni nchi ya kisasa inayotekeleza misingi ya kidemokrasia | 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 | null |
sw-00088 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | “Wapo pia askari wetu, wapo askari wa Kikosi cha Zimamoto na Uokoaji na waokoaji wa Mgodi wa Busolwa wanaendelea na jitihada za kufukua kujaribu kuwaokoa waliofukiwa | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00089 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Martha (17) anasema alitambua siku hiyo hiyo baada ya mhudumu wake kumlaumu | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mhudumu. Source: Swahili News Dataset | false | none | null | high | null |
sw-00090 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Kauli hiyo ameitoa jijini Dar es Salaam jana wakati akizindua vyumba viwili vya upasuaji wa watoto wadogo, ambapo alisema hata kama kuna mwanasiasa anataka rufaa hali ya kuwa ugonjwa wake unaweza kutibiwa na madaktari hapa nchini wasifanye hivyo | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mwanasiasa. Source: Swahili News Dataset | false | none | null | high | null |
sw-00091 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | DART Kwa upande wake, Kaimu Mtendaji Mkuu wa DART, Mhandisi Ronald Lwakatare, alisema Halmashauri ya Jiji la Dar es Salaam ilianzisha mpango wa kuwa na mradi wa mabasi yaendayo haraka mwaka 2003 | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mtendaji,mhandisi. Source: Swahili News Dataset | false | none | null | high | null |
sw-00092 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Hata hivyo, mgombea mwingine, Mike Huckabee, anautumia wimbo mpya wa msanii huyo unaojizolea umaarufu duniani wa ‘Hello’ katika video moja ya kampeni yake iliyochapishwa kwenye mtandao wa Youtube | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mgombea. Source: Swahili News Dataset | false | none | null | high | null |
sw-00093 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Rais Magufuli alisema kitendo cha askari hao kununua sare za kazi kwa watu binafsi ni kinyume na taratibu za majeshi nchini | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: askari. Source: Swahili News Dataset | false | none | null | high | null |
sw-00094 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Lakini kama
kweli tendo hilo lilifanyika kwa lengo fulani si rahisi kuthibitisha ukweli
wake, na uamuzi huachiwa majaji, hali ambayo imezua hofu kuwa sheria hiyo
inaweza kutumiwa vibaya | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: majaji. Source: Swahili News Dataset | false | none | null | high | null |
sw-00095 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Wakili aichongea Serikali kwa Marekani Mmoja wa mawakili ambaye amewaajiri kutoka Marekani Robert Amsterdam alisema kukamatwa mteja wake kumechochewa kisiasa na ni kitendo cha dhuluma na kuongeza kuwa ameteswa akiwa kizuizini madai ambayo yanakanushwa, huku Rais Yoweri Museveni akiyataja madaia hayo ni ya uongo | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: wakili,mawakili. Source: Swahili News Dataset | false | none | null | high | null |
sw-00096 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | MHANDISI NDITIYE Kwa upande wake, Mbunge wa Muhambwe, Mhandisi Atashasta Nditiye ambaye ameteuliwa kuwa Naibu Waziri wa Mawasiliano na Uchukuzi, alisema atawatumikia Watanzania utumishi uliotukuka | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge,mhandisi,waziri. Source: Swahili News Dataset | false | none | null | high | null |
sw-00097 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Jopo la mahakama hiyo linaongozwa na Mwenyekiti wake Justice Alnashir Visram
na wajumbe ni majaji Festus Azangalala, Ambrose Weda, Andrew Bahati Mwamuye,
Lucy Kambuni, Sylvia Wanjiku Muchiri na Amina Abdalla | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: majaji. Source: Swahili News Dataset | false | none | null | high | null |
sw-00098 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Wakati Luteni Jenerali (mstaafu) Akot alipokuwa Naibu Spika wa Bunge la Taifa la Sudan Kusini, alihamia Juba na familia yake | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mstaafu,spika. Source: Swahili News Dataset | false | none | null | high | null |
sw-00099 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | “Rais
Bongo anafuraha sana kurudi nchini kwake na pia ametoa shukran zake za dhati
kwa Mfalme wa Morocco, Mohammed VI, kwa kuwakaribisha nchini kwake na kuwapatia
msaada mkubwa wakati wote alipokuwa akitibiwa,” amesema Ngouoni Rais
Bongo(60), alianza kuugua mnamo Oktoba 24 akiwa kwenye ziara ya kikazi nchini Saudi
Arabia k
uhudhuria
mkutano mkubwa wa kiuchumi nchini humo | 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 | null |
sw-00100 | sw | latin | Kenya | kenya | media | https://zenodo.org/record/5514203 | 2025-12-03 | Mwakasaka alisema, Kamati inaendelea na kazi yake leo ambapo Mbunge wa Kawe, Halima Mdee atafika mbele ya Kamati hiyo kujibu tuhuma za kuunga mkono kauli ya CAG kuwa Bunge ni dhaifu | media_and_online | media_representation | public_interest | gender | neutral | neutral | null | null | neutral | null | safe | false | ann_sw_auto_v1 | passed | Occupation: mbunge. Source: Swahili News Dataset | false | none | null | high | null |
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