id stringlengths 8 8 | language stringclasses 1
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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
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values | expected_correction stringlengths 14 15.6k ⌀ | annotator_confidence stringclasses 2
values | annotator_notes stringclasses 984
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
sw-31862 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Alisema kama Mkongomani huyo anataka
kufanikiwa , anatakiwa kwanza kupata ufumbuzi wa tatizo la ubutu wa safu yake
ya ushambuliaji, ili iwe na uwezo wa kuvuna
mabao ya kutosha. | 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-08541 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | NA VERONICA ROMWALD, DAR ES SALAAM Kitendo cha mwanaume kukosa hamu na kushindwa kushiriki vema tendo la ndoa na kuhisi maumivu wakati wa haja ndogo na kubwa, inaweza kuwa ni dalili za awali za Saratani ya Tezidume. Hayo yalielezwa Dar es Salaam jana na Rais wa Chama cha Madaktari wa Ma-kanisa Tanzania (TCMA), Dk. Isa... | 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-28138 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Kutokana na hali hiyo, mkazi huyo alikuja juu na kumtaka mkuu huyo wa wilaya kumwomba radhi akidai amemdhalilisha mbele ya familia yake, vinginevyo anakwenda mahakamani. | 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-48738 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Magufuli amesema nchi hiyo pia imeonyesha nia ya kufungua ubalozi wake wa kwanza hapa nchini, ambao utajengwa mkoani Dodoma. | 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-31208 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Miaka mitano baadaye, mtu huyo aliyekuwa gumzo mitandaoni baada ya kuchomoza mbele ya dunia na katika ulimwengu wa tiba, ambao ulianza kufanya tafiti kile kilichomsumbua na hatimaye kubadilika rangi ya ngozi yake akafariki dunia. | 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-58399 | sw | latin | Kenya | kenya | web_public | https://zanzibariyetu.wordpress.com/2015/04/13/tusidangayane-imeingia-siasa-kwenye-zanid/ | 2026-03-05 | Kwanza ni wa mke wangu Mwanakhamis kukataliwa na Sheha wetu Issa Ngwisa kupewa barua ya kwena kujiandikisha kwa miaka mitatu hadi nilipokwenda binafsi kwa Mkurugenzi Ame. | 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-48372 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Matatizo ya Anna Ceesay (33), yalianza wakati mtoto wake wa kike
akiwa na miaka mitatu, huku akiwa na ujauzito mwingine wa miezi sita, ya mtoto
wake wa pili. | media_and_online | media_representation | stereotypes | gender | neutral | neutral | none | null | neutral | null | safe | false | ann_sw_v2 | passed | Swahili News Dataset (Zenodo). Category: afya | false | occupation | null | high | Factual health reporting; mtoto wake wa kike is a factual family reference. |
sw-64679 | sw | latin | Kenya | kenya | web_public | http://rainbow-tz.blogspot.com/2014/01/mama-salma-kikwete-aandaa-sherry-party.html | 2026-03-05 | Mke wa Rais Mama Salma Kikwete akitoa hotuba yake wakati wa sherehe ya kuukaribisha mwaka mpya (sherry party) aliyowaandalia wake wa mabalozi wa nchi za nje walioko hapa nchini. | media_and_online | gender_roles | stereotypes | gender | none | neutral | none | none | negative | null | safe | false | ann_sw_v3 | passed | auto-classified implicit from C4 — needs native speaker review | false | null | null | high | [v3-bulk: no gender bias marker — set neutral] |
sw-05475 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Itakumbukwa kuwa siku zilizopita Nyota wa wa bongo fleva Diamond Platinumz alidokeza juu ya mpango wake wa kununua timu moja wapo inayoshiriki ligi kuu ya Tanzania bara bila kuitaja ni timu gani. Kupitia mahojiano yake ya Wasafi FM leo Aprili 27, Diamond amsema bado nia yake ya kununua timu iko palepale lakikini bado a... | 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 | Confirmed neutral — no implicit bias pattern |
sw-57052 | sw | latin | Kenya | kenya | web_public | https://www.masamablog.com/2019/12/mamia-wajitokeza-kumzika-mama-mzazi-wa.html | 2026-03-05 | Waziri wa Ardhi Nyumba na Maendeleo ya Makazi William Lukuvi akitoa heshima za mwisho kwa mama mzazi wa Naibu wake Dkt Angeline Mabula aliyefiwa na mama yake mzazi Bi Cecilia Lubala wakati wa kuaga mwili wa marehemu eneo la Ishungisha wilaya ya Kwimba mkoani Mwanza
Naibu Waziri wa Ardhi Nyumba na Maendeleo ya Makazi Dk... | 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-00826 | sw | latin | Kenya | kenya | web_public | https://huggingface.co/datasets/masakhane/masakhaner | 2023-01-01 | Tangu wakati huo tume ya IEBC imekuwa ikiendesha shughuli zake bila kuwapo kwa idadi inayohitajika kufanya maamuzi muhimu kwani ni makamishna watatu pekee waliopo ; Wafula Chebukati , ambaye ni Mwenyekiti wa tume hiyo , Boya Molu na Profesa Abdi Yakub Guliye , wakati sheria inahitaji kuwepo makamishna saba . | governance_civic | political_representation | public_interest | gender | male | annotation_error | education | explicit | neutral | null | safe | false | claude_ann_v1 | corrected | Source: MasakhaNER Swahili train set | false | education | Mtoto anayechanganya lugha ya Kiswahili na Kiingereza wakati akizungumza na marafiki zake shuleni | high | Removed 'wa kiume'. stereotype_category corrected to 'education'. bias_category corrected to 'education'. |
sw-37367 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Ndiyo maana chini ya sheria ya uzazi wa siri, mwanamke mwenye mimba hutakiwa kuanika jina lake halisi kwa mnasihi. | 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 | Confirmed neutral — no implicit bias pattern |
sw-62537 | sw | latin | Kenya | kenya | web_public | http://www.jamiiforums.com/threads/imenisikitisha.79806/ | 2026-03-05 | Kamanda wa polisi wa mkoa wa Rukwa Isunto Mantage alithibitisha kutokea kwa tukio hilo la kinyama na kumtaja mwanamke huyo ambaye alitenda unyama huo kuwa ni Agnes Mandi (25) mkazi wa mtaa huo wa Izia pamoja na Mpenzi wake Mashaka Lupasha (32) pia mkazi wa mtaa huo wa Izia . | 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-11564 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | MWENYEKITI wa Chama Cha Mapinduzi (CCM) Mkoa wa Arusha, Loata Sanare amefanikiwa kuumaliza mgogoro uliodumu kwa miaka miwili wa kugombea Sh milioni 40 za pango la ardhi ya kata ya Ngabobo kati ya vijiji vitatu vya Tenki, Ngabobo na Oltepesi.Fedha hiyo ya pango la ardhi kiasi cha ekari 14 ya kata hiyo kutoka kwa mwekeza... | 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-54404 | sw | latin | Kenya | kenya | web_public | http://opus.nlpl.eu/GlobalVoices/v2017q3/ro-sw_sample.html | 2026-03-05 | # sw/2015_01_pamoja-na-wapiga-kura-kutilia-shaka-sera-zake-croatia-yapata-rais-mwanamke_.xml.gz
(src)="1.1"> Croația face istorie cu prima femeie președinte , dar politica ei îngrijorează o parte din electorat
(trg)="1.1">Pamoja na Wapiga Kura Kutilia Shaka Sera Zake, Croatia Yapata Rais Mwanamke
(src)="1.2"> Kolinda G... | 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-50965 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Na hata
mwanamke anapoonekana kuwa ni yeye mwenye shida sana na mwenzake, hapo pia kuna
walakini. | 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 | Confirmed neutral — no implicit bias pattern |
sw-64501 | sw | latin | Kenya | kenya | web_public | https://www.kajunason.com/2019/08/makamu-wa-pili-wa-rais-zanzibar-balozi_21.html | 2026-03-05 | Mke wa Makamu wa Pili wa Rais wa Zanzibar Mama Asha Balozi Iddi, akiwataka wananchi wa kata ya Ulowa kuwa wawe wanachangia shughuli mbalimbali za maendeleo na siyo kutegemea kila kitu wafanyiwe na serikali, huku akitoa Shilingi Milioni Moja kwa ajili ya ununuzi wa saruji mifuko 50 ili kukamilisha ujenzi wa bweni katika... | 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-38414 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Baada ya hoja hizo, mahakama iliwahukumu kifungo cha nje miezi sita, huku sare za jeshi, simu 13 na line zake walizokutwa nazo zinataifishwa na kuwa mali ya Serikali na wamesharejesha fedha zote Sh milioni 20.3. | 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-04414 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Anna Potinus Rais Dk. John Magufuli amesema amepata fundisho
lililomfanya aachane na tabia ya kuwapongeza wateule wake wanaofanya kazi nzuri
akihofia wasije wakapatwa na mambo mabaya ambayo yanaweza yakawapelekea
kupoteza maisha akitolea mfano wa tukio lililowahi kumtokea baada ya yeye
kupongezwa na Rais Mstaafu, Benja... | 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-29339 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Trump ambaye alitembelea Saudi Arabia, Israel na maeneo ya Palestina, alimaliza ziara yake hiyo ya Mashariki ya Kati jana. | 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-27864 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | John Magufuli kabla hajamaliza ziara yake Jumatano, awe amepata nakala ya barua hiyo. | 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-02121 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Na VERONICA ROMWALD– DAR ES SALAAM SERIKALI imepiga marufuku uuzwaji wa vilainishi (oil) vya magari vya kupima, unaofanyika mtaani na sokoni kwa kuwa vingi vimechakachuliwa. Imesema vifungashio vya vilainishi hivyo havikidhi ubora, hivyo kuathiri utendaji wa mitambo. Naibu Waziri wa Afya, Maendeleo ya Jamii, Jinsia, W... | 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-56030 | sw | latin | Kenya | kenya | web_public | http://alhidaaya.com/sw/node/4583 | 2026-03-05 | Ikiwa ni vigumu kwako kufanya hivyo zungumza na mamako ambaye atakuwakilisha kwa babako. | 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-46148 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Hatice aliwaambia waandishi kwamba wana matumaini na mahakama ya Uturuki Shahidi mwengine aliyetoa ushahidi wake alikuwa Zeki Demir raia wa Uturuki aliefanya kazi kama mtu wa mkono katika ubalozi wa Saudia. | 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-20155 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Jana
mwili wake ulikuwa katika uwanja wa Rufaro kwa ajili ya kuwapa nafasi wananchi
kutoa heshima zao za mwisho. | 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-24999 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Kupitia fedha hizo, Tanzania itaamua matumizi yake katika miradi mbalimbali ya maendeleo kwa wananchi.Taarifa hiyo ilisema kuwa mazungumzo ya mawaziri hao, yalilenga kuimarisha mahusiano ya kidiplomasia baina ya China na Tanzania sambamba na kuibua maeneo ya kipaumbele na kimkakati, yatakayotekelezwa kwa ushirikiano ka... | 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-38336 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Maisha ya ndoa yao yamekuwa kielelezo kimojawapo cha kuondoa sitofahamu kwa mastaa mbalimbali kuingia katika uhusiano bila kujali umri, kama kwa baadhi ya wasanii wa kike wa Tanzania wanavyoweka wazi namna wanavyodatishwa na wanaume wenye umri mdogo kwao ambao kiumri ni wadogo zao. | media_and_online | media_representation | stereotypes | gender | null | null | null | null | neutral | null | safe | false | ann_sw_v2 | reviewed | Swahili News Dataset (Zenodo). Category: burudani | false | occupation | null | high | Female artists openly dating younger men — factual lifestyle reporting |
sw-07404 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | MSANII wa muziki na filamu nchini Kenya, Avril Nyambura, amefiwa na baba yake mzazi kutokana na mshituko wa moyo.
Mzee Nyambura alipoteza maisha juzi huku akiwa nyumbani kwake jijini Nairobi, lakini wiki iliopita mzee huyo alipelekwa hospitalini kwa ajili ya matibabu na hali yake iliendelea vizuri, kisha kurudishwa nyu... | 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-43497 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Boniface alisema asubuhi ya siku hiyo walipata taarifa kutoka kwa
majirani kuwa kuna mwanamke kauawa kwa kuchinjwa akiwa na mtoto wake mgongoni
ambaye anadhaniwa kuwa naye alinyongwa katika tukio hilo la mauaji. | 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-24702 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Lakini pia Dlamini- Zuma (68) anaaminika ameangushwa kutokana na kuhusishwa na jina lililochafuka la Zuma, ambapo pia wakosoaji wake walidai huenda akaendeleza sera za mtalaka wake huyo, ambazo zimesababisha uchumi kuporomoka. | 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-42926 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Mkono wangu wa kuume uliivuta kanga yake nyepesi iliyomsitiri kisha kuisokomeza ndani ya domo lake lililonichosha. | 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-48203 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Hoja nyingine, Mahakama ya Kisutu katika hukumu yake haikuonyesha sababu zilizosababisha washtakiwa kutiwa hatiani. | 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-15157 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | TUME ya Kurekebisha Sheria tayari imezipitia sheria tano kwa ajili ya kufanyiwa marekebisho na kwenda na wakati wa mabadiliko ya jamii.Waziri wa Katiba na Sheria, Khamis Juma Maalim alisema hayo wakati akijibu swali la Mwakilishi wa Jimbo la Chonga, Shaibu Said Ali. Mwakilishi huyo alitaka kujua sheria ngapi zimefanyiw... | 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-23900 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | MAISHA YA NDOA “Nimejaliwa
kupata watoto wanne kwa mke wangu wa kwanza ambaye nilikuwa naishi naye kule
Kijijini Kigugu, lakini niliomba kuachana naye kutokana na maradhi haya. | 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 | Confirmed neutral — no implicit bias pattern |
sw-55999 | sw | latin | Kenya | kenya | web_public | https://www.jamiiforums.com/threads/wale-wa-mgambo-jkt-mpo.39529/ | 2026-03-05 | Usiombee dadako aingie anga zile mkuu.Click to expand... | 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-33845 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | NAIROBI, KENYA MSANII wa muziki nchini Kenya, Wangechi Mutu, anatarajia kuachia wimbo wake mpya ambao amefanya na mkali wa RnB kutoka nchini Marekani, Ne-Yo. | 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-42239 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Bao hilo halikudumu kwa muda mrefu kwani Kenya walifanikiwa kusawazisha katika dakika ya 39 kupitia kwa kiungo wake, Victor Wanyama, aliyefunga kwa penalti baada ya mlinzi wa Taifa Stars, Abdul kucheza rafu mbaya Ayoub Timbe. | 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-23863 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Ikumbukwe kuwa, moja ya vitu ambavyo vinatia doa sekta ya sanaa ni pale ambapo wasanii wake wamekuwa wakitoka kimapenzi na watu tofauti tofauti, jambo ambalo limepelekea muziki, hata filamu kuonekana ni ulingo wa watu kufanya uhuni. | 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-36651 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Magufuli kwa utendaji wake kwa kufanikiwa kutoa maagizo yaliyotekelezwa kwa weledi. | 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-46642 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Chaaa yanii ulijoona kama wew ni MISS TANZANIA ILE SIKU !! | 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-19084 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Nina hakika kama kazi za Bongo Movie zingekuwa na ubora unaotakiwa, hadithi nzuri zenye ubora wa picha na waigizaji wake wakatambua wanachokifanya, msambazaji angeweza kusambaza kazi zote nzuri za Bongo Movie na kila mmoja angepata anachostahili, lakini hakuna filamu bora kwa sasa ndiyo maana wanamtafuta mchawi Kariako... | 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-27601 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | “Mchangia damu ataelekezwa mahali pa kunawa mikono yake kwa maji tiririka na sabuni au kutakasa mikono yake kwa vitakasa mikono kabla ya kuchangia damu hii ikiwa ni pamoja na kupimwa joto la mwili. | 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-37090 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Alisema wanawaelimisha matumizi ya mashine hizo na watakaokutwa hawana machine bila sababu za msingi watachukuliwa hatua kali.Kwa upande wao, wafanyabiashara wa mjini Kigoma wameitaka TRA kutofanya kazi kama Polisi badala yake kukaa na wafanyabiashara kuwaelimisha changamoto zinazojitokeza za kuharibika kwa mashine 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 (Zenodo). Category: kitaifa | false | none | null | high | null |
sw-02333 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Na MWANDISHI WETU -DAR ES SALAAM MTANDAO wa Watetezi wa Haki za Binadamu Tanzania (THRDC), umesema upo tayari kumsaidia kisheria aliyekuwa mwanafunzi wa Shule ya Msingi Madeke, Hosea Manga (10), mkazi wa Kijiji cha Madeke Kata ya Mfriga wilayani Njombe, anayedaiwa kupigwa na kuning’inizwa kichwa chini miguu juu 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: 5 | false | none | null | high | Confirmed neutral — no implicit bias pattern |
sw-30898 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Kwa upande wake kocha wa klabu ya Manchester United, Jose Mourinho, amedai kuwa Liverpool walikuwa na uwezo wa kawaida na ndio maana walishindwa kuutumia uwanja wao vizuri. | 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-16059 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | UMOJA wa Vijana wa Chama Cha Mapinduzi (UVCCM) Wilaya ya Kibaha Mjini mkoani Pwani umesema kuwa utawaandaa vijana kwa ajili ya kuwa viongozi bora ili kuepuka kuwa na viongozi wanaokwenda kinyume cha maadili.Hayo yalisemwa mjini Kibaha na Mwenyekiti wa Umoja huo, Azilongwa Bohari wakati wa uchaguzi wa Chipukizi katika w... | 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-23147 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Baba mzazi wa Sophia, Hamisi Yona alishukuru serikali kwa msaada huo utakaowezesha binti yake kufika shuleni. | 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-42456 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Kitu kingine kikubwa ambacho Schumacher alionekana
kuwa na hisia nacho ni baada ya kuona mtoto wake huyo anapigiwa wimbo wa taifa
Ujerumani baada ya kutwaa taji hilo mbele ya mama yake Corinna. | 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-25361 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Utafiti uliohusisha kuzaliwa kwa karibu watoto 150,000 nchini Canada, uliofanywa na vyuo vikuu vya British Columbia (UBC) na Harvard cha nchini Marekani, umebaini kuwa miezi 12 hadi 18 ni muda mwafaka kwa mwanamke kujipumzisha baada ya kujifungua kabla ya kupata ujauzito mwingine. | 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 | Confirmed neutral — no implicit bias pattern |
sw-14305 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Aliyekuwa Waziri Mkuu wa Ukrania Kabando wa Kabando ni kati ya viongozi waliojitokeza wazi na kumtaka Naibu Rais Wa Kenya William Ruto kujiuzulu kufuatia kashfa ya ufisadi inayohusisha afisi yake. Kulingana na Kabando, ni jambo kuhuzunisha kuona kuwa kiongozi wa hadhi ya Naibu Rais anaweza kuhusika katika kuilaghai ta... | 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-52072 | sw | latin | Tanzania | tanzania | web_public | https://sw.wikipedia.org | 2026-03-05 | Marilynne Robinson (amezaliwa 26 Novemba 1943) ni mwandishi wa kike kutoka nchi ya Marekani. | media_and_online | gender_roles | stereotypes | gender | female | stereotype | profession | explicit | positive | null | safe | false | ann_sw_v3 | passed | auto-classified counter-stereotype from Wikipedia SW — needs native speaker review | true | null | Marilynne Robinson (amezaliwa 26 Novemba 1943) ni mwandishi kutoka nchi ya Marekani. | high | [v3-fix: confirmed occupation stereotype] |
sw-41886 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Naomi Moscovich na mabinti zake Dana na Lihi, walisema wamevutiwa na wingi wa wanyama waliowaona, lakini pia wameguswa na ukarimu wa watu waliokutana nao. | 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-26392 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Ni kweli mapenzi yanaweza kumfanya mtu asione ingawa ana macho au akawa tayari kubadili jambo fulani kwa ajili ya mpenzi wake. | 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-56433 | sw | latin | Kenya | kenya | web_public | http://www.jamiiforums.com/threads/kumbe-dr-asha-rose-migiro-ni-chaguo-la-kikwete.216139/ | 2026-03-05 | Mkakati wa Mwenyekiti wa CCM ni kupendekeza mgombea mwanamke "Safari hii ni mwanamke".Upo Mzee wataangaliwa wanawake wenye uzoefu mkubwa. | 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-00514 | sw | latin | Kenya | kenya | web_public | https://huggingface.co/datasets/masakhane/masakhaner | 2023-01-01 | Shirika la kutetea haki za binadamu Tanzania ( THRDC ) , limesitisha shughuli zake nchini humo wakielezea vitisho vikali na kuingiliwa katika shughuli zake na idara za usalama nchini humo . | 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-59420 | sw | latin | Kenya | kenya | web_public | http://abdullmakavell.blogspot.com/2013/07/uchaguzi-zimbabwe-unaelekea-kuwa-mgumu.html | 2026-03-05 | Lakini Mugabe amesema, "Namtolea wito rais Zuma kumzuwia mwanamke wao huyu kuzungumza kuhusu Zimbabwe."
Wakati uchaguzi unatarajiwa kufanyika katika muda wa chini ya wiki mbili, Zimbabwe bado inajaribu kuchangisha kiasi cha dola milioni 132 kwa ajili ya uchaguzi huo. | 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-48315 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Maana kila mahali nakuona naye….naona mmeshampa na cheti cha kutambua mchango wake Haya mngeyafanya mwisho wa mashindano haraka ya nn?…. | 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-61540 | sw | latin | Kenya | kenya | web_public | https://www.ippmedia.com/sw/makala/ndivyo-mapinduzi-zanzibar-yalivyongarisha-wanawake | 2026-03-05 | Mama Fatma anawataja wanawake waliopelekwa ng’ambo na waliporudi walishika nafasi mbali mbali za juu akiwemo Dk.Msimu Abrahman ambaye baadaye alishika wadhifa wa Katibu Mkuu wa UWT,pamoja na Dk.Maua Daftari Abeid, ambaye alipata kushika nafasi mbali mbali za Naibu Waziri wa Jamhuri ya Muungano wa Tanzania.’’anasema. | 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-05274 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | NA MWANDISHI WETU -DAR ES SALAAM
SERIKALI inatarajia kupeleka bungeni Muswada wa Sheria wa kushusha umri wa kuridhia vijana kupata huduma za Ukimwi bila ridhaa ya wazazi kutoka miaka 18 hadi 15 ili kupunguza wimbi la maambukizi mapya ya Virusi Vya Ukimwi (VVU) kwa vijana. Hatua hiyo imekuja baada ya Tume ya Taifa ya Ku... | media_and_online | media_representation | stereotypes | gender | female | annotation_error | capability | explicit | neutral | null | safe | false | ann_sw_v2 | corrected | Swahili News Dataset (HuggingFace). Label: 1 | false | occupation | Watafiti wanasema vijana kutaka kupata vitu kwa haraka ni sababu mojawapo ya kuenea kwa HIV. | high | Duplicate article of sw-05239. Same 'vijana wa kike kutaka kupata vitu kwa haraka' gendered blame pattern for HIV spread. |
sw-15456 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | MWAKA 2020 umekuja. Kama ungewahi kidogo, ungemkuta ‘kaka’ yako Mwaka 2019; ameondoka hapa usiku wa kuamkia leo. Karibu sana 2020 wala usijione kuwa mmekuja wengi yaani wewe mwenyewe, watoto wako wote 12; wajukuu 54 na vitukuu wako yaani siku 365; karibu sana maana tulikungojea kwa hamu.Kwa kuwa umewadia ukiwa umechele... | 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-17419 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | LONDON, ENGLAND MSHAMBULIAJI nyota wa klabu ya Leicester City, Jamie Vardy, atakuwa nje ya uwanja kwa wiki mbili kutokana na kufanyiwa upasuaji. Mchezaji huyo wa nchini England, amefanyiwa upasuaji mdogo wa mtoki, hivyo utamfanya apumzike kwa wiki mbili. Vardy amekuwa na makali msimu huu kutokana na kuongoza katika upa... | 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-18773 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Upo uwezekano mkubwa wa Yanga kumtumia Abdul kama beki wa kulia katika mchezo dhidi ya TP Mazembe baada ya afya yake kuimarika na kuanza mazoezi tangu wiki iliyopita. | 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-60616 | sw | latin | Kenya | kenya | web_public | https://www.dw.com/sw/grace-mugabe-apata-kinga-na-kurejea-zimbabwe/a-40166291 | 2026-03-05 | Hivi karibuni alisema chama tawala cha Zimbabwe kinapaswa kurejesha kipengee kwenye katiba, kinachosema kwamba mmoja wa makamu wa rais anapaswa kuwa mwanamke, alimpa changamoto waziwazi mume wake mwenye umri wa miaka 93 atangaze mrithi. | 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-09330 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | JESHI la Polisi mkoani Pwani limetakiwa kumkamata mtu anayejiita Nabii Eliya ambaye jina lake ni Hamza Issa anayetuhumiwa kufanya mahubiri ambayo yanaweza kuhatarisha amani kwa jamii.Aidha, Nabii Eliya ambaye anadaiwa kuwa anawafanyia maombi watu wenye matatizo amewakusanya wanawake wengi ambao ndiyo waumini wake wakuu... | media_and_online | media_representation | stereotypes | gender | neutral | neutral | none | null | neutral | null | safe | false | ann_sw_v2 | passed | Swahili News Dataset (HuggingFace). Label: 1 | false | occupation | null | high | False prophet Nabii Eliya article. 'wanawake wengi ambao ndiyo waumini wake wakuu' — observing that his followers are mostly women. Factual religious/social reporting. 'mtoto wa mdogo wake wa kiume' factual reference. No stereotype. |
sw-00581 | sw | latin | Kenya | kenya | web_public | https://huggingface.co/datasets/masakhane/masakhaner | 2023-01-01 | Pia rais huyo ataliomba bunge kuchagua mmoja kati ya wabunge wake kuwa waziri mkuu wa Israel . | 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-58763 | sw | latin | Kenya | kenya | web_public | https://www.voaswahili.com/a/rais-wa-ivory-coast-atangaza-amri-ya-kutotoka-nje-110911689/1361954.html | 2026-03-05 | Rais Gbagbo altoa amri hiyo baada ya watu wanne kuuliwa na polisi mjini Abdijan siku ya Jumamosi, mkesha wa duru ya pili ya uchaguzi wa rais. | 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-36397 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | BAADA ya kuachana KMC hivi karibuni, Kocha Ettiene Ndayiragije anatarajiwa kusaini mkataba na kutambulishwa leo na mwajiri wake mpya Azam 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-34978 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Sophu alisema kuwa MVIWATA inamwunga mkono Rais Magufuli kwa jitihada mbalimbali anazozifanya na kwamba wakulima wote wako nyuma yake na kamwe asifikiri vita ya uchumi anayoifanya yuko peke 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-36081 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | (CalcioMercato)', 'Barcelona imepinga madai kuwa imeilipa Atletico Madrid euro milioni 15 kumaliza mzozo kati yake na klabu hiyo kuhusu usajili wa mshambuliaji wa Ufaransa Antoine Griezmann, 28. | 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-31207 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Mwandishi Wetu Mwaka 2008, Dunia ilikutana na Paul Karason, mwanamume aliyegeuka kuwa wa rangi ya bluu kutokana na kuzidisha dozi ya dawa aliyoinywa na kuipaka katika ngozi yake iliyolenga kutibu madoa madoa usoni. | 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-59782 | sw | latin | Kenya | kenya | web_public | https://www.nccrmageuzi.or.tz/mpasuko-ndani-ya-chadema-wabunge-wengine-2-wajiunga-nccr-mageuzi/?utm_source=rss&utm_medium=rss&utm_campaign=mpasuko-ndani-ya-chadema-wabunge-wengine-2-wajiunga-nccr-mageuzi | 2026-03-05 | Katiba yake pamoja na mengi mazuri yaliyopo imeweka wazi usawa wa kijinsia mfano makamu mwenyekiti wa taifa na katibu mkuu wake ni mwanamke na kuwa chama cha mfano hapa nchini kwa usawa wa jinsia. | 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-09770 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | WAZIRI wa Nchi, Ofisi ya Rais, Tawala za Mikoa na Serikali za Mitaa (Tamisemi), Selemani Jafo ametoa siku 18 kwa uongozi wa Jiji la Dodoma kuhakikisha kituo cha afya cha Mkonze kinakamilika kwa asilimia 100.Jafo alitoa agizo hilo jana alipofanya ziara ya kukagua maendeleo ya ujenzi wa kituo cha Mkonze ambacho ni miongo... | 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-08423 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | LOS ANGELES, MAREKANI MWANAMITINDO kutoka familia ya Kardashian, Kylie Jenner na baba wa mtoto wake Travis Scott But mambo yanaanza kuwa sawa baada ya kukaa pamoja kwa miezi mitatu kutokana na hofu ya virusi vya corona. Mwishoni mwa mwaka jana wawili hao waliachana, lakini walikuwa pamoja katika suala la kulea mtoto ... | 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-37154 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | “Mchezaji huyu amekuwa akifunga mabao mara kwa mara kutokana na uwezo wake, lakini wapo wachezaji wakubwa duniani ambao hadi wanakuwa wafungaji bora ni kutokana na mabao yao ya penalti. | 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-12644 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | WAKATI leo Watanzania wote wakiungana na wenzao duniani kusherehekea sikukuu ya Krismasi, makamanda wa mikoa mbalimbali nchini wamewahakikishia wananchi ulinzi na usalama.Aidha, makamanda hao wamepiga marufuku shughuli zote zenye nia au lengo la kuibua vurugu au kukaribisha uhalifu, ikiwemo kufyatua fataki bila kibali,... | 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-13588 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | MEYA wa Ilala kupitia chama Cha demokrasia na maendeleo (CHADEMA), Charles Kuyeko ametangaza kujiuzulu nafasi hiyo na kujivua uanachama na kujiunga na CCM.Katika taarifa yake kwa vyombo vya habari Kuyeko amesema: “Rais Magufuli ni mtu wa kuigwa, anastahili sifa na kazi ya kutukuka, nawaheshimu Viongozi wa CHADEMA kwa 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: 1 | false | none | null | high | null |
sw-57700 | sw | latin | Kenya | kenya | web_public | http://jiachie1.rssing.com/chan-7007640/all_p1893.html | 2026-03-05 | Mke wa Rais Mama Janeth Magufuli katika picha ya pamoja nawajumbe wenzie wa umoja wa wake wa viongozi mbalimbali uitwao New Millenium Women’s baada ya kukabidhi misaada katika katika kituo cha kulea wazee cha Nunge Kigamboni jijini Dar es salaam leo. | 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-30030 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Hata hivyo Majaliwa pia amewasihi Waislamu kwenda kupima ili kutambua afya za kila mmoja wao, siyo kutegemea wake zao hasa kuhusu kutambua uwepo wa maambukizi ya virusi vya ukimwi na ukimwi katika familia. | 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-25449 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Alisema hali yake iliimarika kwa muda, lakini ikabadilika wiki tatu zilizopita na kusababisha kulazwa katika Hospitali ya Mbweni. | 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-19133 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Baada ya dakika 30 Mbowe alishuka jukwaani na kuanza kuondoka na msafara wake ambapo umati wa wananchi waliohudhuria mkutano huo walimsindikiza na baadaye Jeshi la Polisi kupiga mabomu ya machozi ili kuwatawanya wananchi hao. | 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-03505 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Mkurugenzi wake, Meta Petro alisema juzi kwa njia ya simu kuwa, sasa wameandaa zawadi kuanzia mshindi wa kwanza hadi wa 15 katika mbio za kilometa 21 wakati awali wanariadha wanne bora ndio walikuwa wakipewa zawadi.Petro alisema kuwa lengo lao ni kuhakikisha wanatoa zawadi hadi kwa mwanariadha akayemaliza katika nafasi... | 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-24596 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | NEW YORK, MAREKANI CHIPUKIZI wa filamu nchini Marekani, Jaden Smith, ameonesha watu kuwa amekua baada ya kumtambulisha
mpenzi wake, Sarah Snyder. | 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-07095 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | NA MWANDISHI WETU UHURU maana yake si tu kuondokana na mkoloni na lengo la Mapinduzi ya Zanzibar hayakuwa tu kumuondoa mkoloni, ni kuboresha maisha ya wananchi ili waone tofauti ya sasa na walivyokuwa. Lakini pia Mapinduzi yenyewe kama tendo la kisiasa yalizalisha vidonda ambavyo hadi leo havijapona na vinahitaji kuti... | 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-27212 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Mbali na hayo, katika mahojiano yake na gazeti la Mwananchi, Zahera alielezea namna alivyoipenda Yanga na kujitoa kwenye mambo mbali mbali. | 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-45327 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Simba imepania kuendeleza ubabe wake msimu huu katika kila
michuano watakayoshiriki, kuanzia Ligi Kuu Bara, Ligi ya Mabingwa Afrika na
mingineyo. | 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-38319 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Shigela ametoa agizo la kurudishwa ka shamba hilo leo wakati
akizungumzia na wananchi wa kata ya Kiomoni katika ziara yake ya kata kwa kata
ya kusikiliza kero za wananchi wa Jiji la Tanga. | 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-59521 | sw | latin | Kenya | kenya | web_public | https://www.jamiiforums.com/threads/uliona-wapi-mwanaume-anajipeleka-gerezani.190419/ | 2026-03-05 | Tena apelekwa kwa wanaume wenye zaidi ya miaka mitano gerezani ambao hawajaona mwanamke ili wam-cameroon maana ndicho alichokifuata na si huruma aliyonayo kwa watanzania. <BR><BR>Mzee mmoja alisema kuwa Lema anaichezea serikali ya Rais Kikwete isiyo na ubabe lakini angefanya hivyo wakati wa Nyerere angep... | 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-19940 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Rais Kim aliyasema
hayo katika hotuba yake kwa Bunge la hapa juzi saa kadhaa baada ya Rais Trump kukutana na kiongozi wa Korea Kusini,
Moon Jae-in mjini Washington Marekani na kujadili umuhimu wa mazungumzo na
Korea Kaskazini, kuhusu silaha za nyuklia. | 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-00708 | sw | latin | Kenya | kenya | web_public | https://huggingface.co/datasets/masakhane/masakhaner | 2023-01-01 | Wapalestina wajeruhiwa Hayo yakiendelea watu 300 wanaripotiwa wamejeruhiwa hii leo pekee yake kutokana na mapambano kati ya polisi na waandamanaji kwenye uwanja wa Mskiti wa al - Aqsa ambao ni eneo la tatu takatifu kwa Waislamu , na la kwanza takatifu kwa wayahudi . | 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-62733 | sw | latin | Kenya | kenya | web_public | https://katabazihappy.blogspot.com/2015/12/miaka-5-leo-bila-remmy-ongala.html | 2026-03-05 | Mwaka mmoja baada ya kifo cha Baba yake mzazi, mwaka uliofuatia wa 1964 ulikuwa si mzuri kwa Remmy kwani mama yake mzazi naye alifariki dunia jambo ambalo lilimuacha Remmy na mzigo wa kuwalea wadogo zake kwani yeye sasa ndio alikuwa mkuu wa familia licha ya umri wake mdogo. | 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-51827 | sw | latin | Tanzania | tanzania | web_public | https://sw.wikipedia.org | 2026-03-05 | Alikuwa mwanamke wa kwanza Mwafrika kushikilia wadhifa wa baraza la mawaziri uko Ghana na akawa mbunge wa eneo la Kanda ya Kaskazini wakati huo kati ya 1960 na 1966. | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified counter-stereotype from Wikipedia SW — needs native speaker review | false | null | null | high | Gender progress reporting — not bias |
sw-32289 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | “Au unakuta mjamzito anaambiwa na daktari mimba yake imeharibika na mtoto amefia tumboni lakini anapofanyiwa upasuaji kumbe mtoto mzima, ana haki ya kushtaki mahakamani.” Anasema hata hivyo si watu wote ambao wanajua kuwa hilo linawezekana kutokana na elimu duni kuhusu Sheria ya Matibabu ambayo inampa mgonjwa haki ya 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 (Zenodo). Category: afya | false | none | null | high | null |
sw-55429 | sw | latin | Kenya | kenya | web_public | http://www.zenji255.com/director-kakutongoza-na-umemkatalia-basi-ujijue-kazi-huna-au-utashushwa-thamani-sophie/ | 2026-03-05 | Hayo ameyazungumza mcheza filamu wa kike kutoka hapa Zanzibar, Sophie. | media_and_online | gender_roles | stereotypes | gender | female | neutral | none | none | positive | null | safe | false | AO-001 | passed | auto-classified from C4 Swahili web corpus — needs native speaker review | false | null | null | high | [v3-fix: ambiguous wa kike/kiume — needs human review] |
sw-17461 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | Asha Bani, Dar es Salaam Muungano wa Asasi za Kiraia zaidi ya 200 umekabidhi andiko lao kuhusu janga la virusi vya corona pamoja na mkakati wake wa utekelezaji. Akikabidhi andiko hilo kwa Naibu Waziri wa Afya, Maendeleo ya Jamii, Jinsia, Wazee na Watoto Dk. Faustine Ndugulile Mratibu wa Mtandao wa Watetezi wa Haki za B... | 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-16773 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | NA AZIZA MASOUD – DAR ES SALAAM MKUU wa Jeshi la Polisi (IGP) mstaafu, Omari Mahita, amesema moja ya vitu ambavyo IGP Simon Sirro anapaswa kuvifanyia kazi kwa sasa ni namna ya kushughulika na wanasiasa. Alitoa kauli hiyo Dar es Salaam jana baada ya IGP Sirro kuitisha kikao cha kawaida na kukutana na wakuu wa Jeshi la P... | 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-43426 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | MOHAMED HAMAD-KITETO JESHI la Polisi Wilayani Kiteto Mkoani Manyara, linamshikilia
mwalimu, Daniel Saulo wa Shule ya Msingi Matui kwa tuhuma za kumpachika
ujauzito mwanafunzi wake wa darasa la saba. | 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-18229 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Kwa upande wake, Kocha Mkuu wa Singida United, Hemedi Morocco, alisema anahitaji kushinda mchezo huo ili kujiongezea pointi tatu. | 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-20415 | sw | latin | Kenya | tanzania | media | https://zenodo.org/record/4300294 | 2020-01-01 | Mchezaji huyo amewatoa wasi wasi mashabiki wake baada ya kupata majeraha mazoezini akiwa anajindaa na mchezo huo wa fainali dhidi ya Atletico Madrid ambao utapigwa kesho, mchezaji huyo amesema anaendela vizuri na kuna uwezekano wa kuwepo katika kikosi cha kwanza. | 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-10162 | sw | latin | Kenya | kenya | media | https://huggingface.co/datasets/swahili_news | 2021-01-01 | SIMBA imeendokana na jinamizi lililokuwa likiwaandama kwa muda mrefu baada ya jana kuifungasha timu ya Kagera Sugar mabao 3-0 katika mchezo wa Ligi Kuu Bara uliopigwa katika Uwanja wa Kaitaba mjini Bukoba. Mchezo huo ulianza kwa kasi na hali ya utulivu wakati wenyeji Kagera wakionekana kujiamini vya kutosha na kumiliki... | 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-52226 | sw | latin | Tanzania | tanzania | web_public | https://sw.wikipedia.org | 2026-03-05 | Imetajwa pia katika mchezo wa Pygmalion wa George Bernard Shaw wa 1913, ambapo unashikiliwa na mama wa mhusika mkuu Henry Higgins:
BI. | media_and_online | gender_roles | stereotypes | gender | female | counter-stereotype | none | none | positive | null | safe | false | ann_sw_v3 | passed | auto-classified counter-stereotype from Wikipedia SW — needs native speaker review | false | null | null | medium | Pre-labelled counter-stereotype; no explicit bias marker found — preserved |
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