Datasets:

electricsheepafrica
/

africa-covid-19-impacts-africa

gender_weights float64 0.76 1.46	age_group_weights float64 0.62 1.85	adm1_weights float64 0.22 3.79	total_weights float64 0.14 6.47	survey_date timestamp[ns]date 2020-04-02 00:00:00 2020-04-08 00:00:00	country stringclasses 10 values	gender stringclasses 2 values	age_group stringclasses 3 values	admin1 stringclasses 160 values	sec stringclasses 7 values	age int64 15 91	birthyear int64 1.93k 2k	awareness stringclasses 1 value	urban_rural stringclasses 2 values	biggestchallenge stringlengths 3 158 ⌀	levelconcern int64 1 5	concerns stringclasses 6 values	riskawareness stringclasses 2 values	tested stringclasses 4 values	virusprevention stringclasses 2 values	preventativemeasures_avoiding_public_places bool 2 classes	preventativemeasures_avoiding_public_transport bool 2 classes	preventativemeasures_increasing_hygiene bool 2 classes	preventativemeasures_other bool 2 classes	preventativemeasures_working_from_home bool 2 classes	handwashing stringclasses 4 values	socialdistancing stringclasses 2 values	healthbehavior stringclasses 4 values	economicimpact int64 1 5	marketoperability stringclasses 5 values	foodlocations stringclasses 2 values	foodlocations2 stringclasses 7 values	foodshopping stringclasses 3 values	foodamount stringclasses 3 values	foodworry stringclasses 2 values	brandpurchase stringclasses 2 values	nonessentialitems stringclasses 3 values	governmenttrust int64 1 5	commercialtrust_banks bool 2 classes	commercialtrust_brands bool 2 classes	commercialtrust_other bool 2 classes	commercialtrust_retailers bool 2 classes	commercialtrust_telecommuncations bool 2 classes	initiativetaken_limited_store_traffic bool 2 classes	initiativetaken_none bool 2 classes	initiativetaken_sectioned_intercepts bool 2 classes	initiativetaken_staff_in_protective_gear bool 2 classes	groups_brands bool 2 classes	groups_governments bool 2 classes	groups_ngos bool 2 classes	groups_private_sector bool 2 classes	groups_retailers bool 2 classes	informationsources_friends_family bool 2 classes	informationsources_government_messages bool 2 classes	informationsources_newspapers bool 2 classes	informationsources_other bool 2 classes	informationsources_radio bool 2 classes	informationsources_social_media bool 2 classes	informationsources_tv bool 2 classes	socialmedia stringclasses 5 values	mediaconsumption stringclasses 3 values	staypositive stringlengths 2 157 ⌀	esa_source stringclasses 1 value	esa_processed stringdate 2026-04-18 00:00:00 2026-04-18 00:00:00
1.030303	1.044776	1	1.076436	2020-04-02T00:00:00	Nigeria	Female	26-35	Edo	D	35	1,984	Yes	Urban area	Source of food	5	Global infections	Yes	No	Yes	false	false	true	false	false	3-5 times	Yes	Go to hospital	5	Most are closed	No	null	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	3	false	false	true	false	false	true	false	false	false	true	true	true	true	true	true	false	false	false	false	true	true	Media outlets	No change	My phone	HDX	2026-04-18
1.030303	1.034483	1	1.065831	2020-04-02T00:00:00	Nigeria	Female	15-25	Kano	C1	24	1,995	Yes	Urban area	Is about coronavirus ohhh government should please help to find solution to it	5	Global infections	No	No	Yes	true	true	true	false	true	More than 5 times	Yes	Go to hospital	5	Some are open	No	null	More often than usual	Bigger packsize than usual	No	null	Decreased	5	true	false	false	true	false	false	false	false	false	true	true	true	true	true	true	false	false	false	true	true	true	Health organizations	Consuming more	Am not happy because most of the people are hungry	HDX	2026-04-18
1.071705	0.8421	1.10275	0.995213	2020-04-03T00:00:00	Benin	Female	26-35	Donga	C1	34	1,985	Yes	Urban area	null	5	Contracting the disease	Yes	No	Yes	true	true	true	false	false	More than 5 times	Yes	Go to hospital	5	Most are closed	No	null	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	true	false	false	false	true	true	false	false	true	false	true	true	true	false	true	true	true	false	true	true	true	Friends/family	Consuming more	null	HDX	2026-04-18
0.970297	1.044776	1	1.013743	2020-04-02T00:00:00	Nigeria	Male	26-35	Kano	B	29	1,990	Yes	Urban area	The biggest of there's no electric light.	2	Contracting the disease	Yes	Yes - tested positive	Yes	false	false	true	false	false	More than 5 times	Yes	Go to hospital	3	Most are closed	Yes	Online	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	3	false	false	false	false	true	false	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Health organizations	Consuming more	Availability of light,social media,foods,movies	HDX	2026-04-18
1.071705	0.886903	0.760517	0.72287	2020-04-02T00:00:00	Benin	Female	15-25	Ouémé	C1	22	1,997	Yes	Rural area	null	5	Global infections	Yes	No	Yes	false	false	true	false	false	3-5 times	Yes	Go to hospital	5	Most are closed	Yes	Supermarkets	Same as usual [no change]	Same as usual	Yes	Switch to an alterative brand because it is cheaper	No change	5	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	Friends/family	No change	null	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	Mozambique	Male	36+	Zambézia	C1	59	1,960	Yes	Urban area	null	1	Local infections	Yes	Yes - tested positive	Yes	false	false	false	false	true	0 times	Yes	Go to hospital	1	All are closed	Yes	Online	Less often than usual	Bigger packsize than usual	No	null	Decreased	5	false	false	false	false	true	false	true	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	null	HDX	2026-04-18
1.071705	0.8421	0.905484	0.817183	2020-04-02T00:00:00	Benin	Female	26-35	Atlantique	C1	29	1,990	Yes	Rural area	null	3	Other	No	Not sure	Yes	false	false	true	false	false	1-2 times	No	Not sure	5	Most are open	No	null	More often than usual	Same as usual	No	null	No change	5	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	null	No change	null	HDX	2026-04-18
1.458647	1.047883	0.50585	0.773187	2020-04-07T00:00:00	Democratic Republic of the Congo	Female	15-25	Katanga	C1	21	1,998	Yes	Rural area	null	1	Local infections	Yes	Yes - tested negative	Yes	false	false	true	false	false	More than 5 times	Yes	Go to doctor	1	Most are open	No	null	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Increased	1	false	false	false	false	true	true	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	null	Consuming less	null	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Mozambique	Male	15-25	Niassa	B	22	1,997	Yes	Rural area	null	5	Local infections	Yes	No	Yes	true	false	false	false	false	3-5 times	Yes	Stay home	5	All are closed	Yes	Supermarkets	Less often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Decreased	5	false	false	false	false	true	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming less	null	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	Mozambique	Male	36+	Zambézia	C1	49	1,970	Yes	Urban area	null	5	Local infections	Yes	Not sure	Yes	true	false	true	false	false	1-2 times	Yes	Go to hospital	5	Most are open	No	null	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	false	false	false	false	true	false	false	false	true	true	true	true	true	true	false	true	false	false	false	true	false	Media outlets	Consuming more	null	HDX	2026-04-18
0.760784	0.826885	0.50585	0.318221	2020-04-07T00:00:00	Democratic Republic of the Congo	Male	26-35	Katanga	B	27	1,992	Yes	Urban area	null	1	Global infections	No	Not sure	Yes	false	false	false	true	false	3-5 times	Yes	Not sure	2	Most are open	Yes	Supermarkets	More often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Increased	1	false	false	true	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	null	HDX	2026-04-18
1.030303	1.034483	1	1.065831	2020-04-02T00:00:00	Nigeria	Female	15-25	Zamfara	C1	24	1,995	Yes	Urban area	Keeping my self safe at home	5	Economic impact	Yes	Yes - tested positive	Yes	false	false	false	false	true	More than 5 times	Yes	Go to doctor	5	Some are open	Yes	Supermarkets	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	false	false	false	false	true	false	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Media outlets	Consuming more	Government effort in approaching the pandamic	HDX	2026-04-18
1.458647	1.047883	0.221914	0.339193	2020-04-07T00:00:00	Democratic Republic of the Congo	Female	15-25	Sud-Kivu	C2	22	1,997	Yes	Rural area	null	1	Travel restrictions	Yes	Not sure	Yes	true	false	false	false	false	More than 5 times	No	Go to hospital	1	Some are open	Yes	Wholesalers	Less often than usual	Smaller packsize than usual	Yes	Purchase your usual brand	Decreased	1	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	true	false	false	null	No change	null	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	Mozambique	Female	26-35	Gaza	C1	26	1,993	Yes	Rural area	null	5	Global infections	Yes	No	Yes	true	true	true	false	true	1-2 times	Yes	Go to hospital	5	Most are open	No	null	Same as usual [no change]	Same as usual	Yes	Purchase your usual brand	Decreased	5	false	false	true	false	false	false	false	false	true	true	true	true	true	true	true	true	true	false	true	true	false	Health organizations	No change	null	HDX	2026-04-18
1.458647	1.047883	0.221914	0.339193	2020-04-07T00:00:00	Democratic Republic of the Congo	Female	15-25	Sud-Kivu	B	25	1,994	Yes	Urban area	null	1	Global infections	Yes	Not sure	Yes	true	false	false	false	false	1-2 times	No	Go to doctor	5	Some are open	Yes	Supermarkets	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	No change	1	false	false	true	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming less	null	HDX	2026-04-18
1	0.790419	1	0.790419	2020-04-06T00:00:00	Rwanda	Female	15-25	Western Province	C2	24	1,995	Yes	Rural area	null	1	Global infections	No	No	Yes	true	false	false	false	false	1-2 times	No	Stay home	5	Some are open	Yes	Supermarkets	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	false	false	false	true	false	false	false	false	true	false	false	false	true	false	false	false	false	false	true	false	false	null	Consuming less	null	HDX	2026-04-18
1.104972	1.007519	0.72855	0.811081	2020-04-03T00:00:00	Ivory Coast (Cote D'Ivoire)	Female	15-25	Abidjan	C1	25	1,994	Yes	Urban area	null	1	Local infections	Yes	No	Yes	false	false	true	false	false	More than 5 times	Yes	Go to doctor	1	Some are open	Yes	Wholesalers	More often than usual	Bigger packsize than usual	No	null	Increased	1	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	null	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	South Africa	Female	15-25	Eastern Cape	A	22	1,997	Yes	Urban area	Waking up	5	Contracting the disease	No	Yes - tested negative	Yes	false	false	false	false	true	More than 5 times	Yes	Go to doctor	4	Some are open	No	null	Less often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Decreased	3	false	false	true	false	false	false	false	false	false	true	true	true	true	true	false	true	false	false	false	false	false	null	Consuming more	Being indoors with my family	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Ghana	Female	36+	Ashanti	C1	54	1,965	Yes	Urban area	Staying at home and doing nothing	5	Contracting the disease	Yes	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	5	Some are open	Yes	Supermarkets	Less often than usual	Bigger packsize than usual	No	null	Decreased	5	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	null	Consuming more	What the Government is doing to stop the crisis and minimize the spread	HDX	2026-04-18
0.760784	1.047883	2.670809	2.129204	2020-04-06T00:00:00	Democratic Republic of the Congo	Male	15-25	Equateur	C1	21	1,998	Yes	Urban area	null	1	Travel restrictions	No	Not sure	Yes	false	false	true	false	false	1-2 times	No	Not sure	5	Most are closed	Yes	Other	Less often than usual	Same as usual	Yes	Purchase your usual brand	Decreased	5	false	false	true	false	false	true	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	null	Consuming more	null	HDX	2026-04-18
0.913242	1.007519	1.549956	1.426127	2020-04-02T00:00:00	Ivory Coast (Cote D'Ivoire)	Male	15-25	Montagnes	C1	22	1,997	Yes	Urban area	null	5	Global infections	No	No	Yes	true	false	false	false	false	1-2 times	Yes	Go to doctor	5	Most are open	No	null	Less often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Increased	5	false	false	false	true	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	true	null	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	Ghana	Male	26-35	Northern	C1	27	1,992	Yes	Urban area	Is about the employment	5	Contracting the disease	Yes	No	Yes	true	true	true	false	true	3-5 times	Yes	Go to doctor	5	Some are open	No	null	Same as usual [no change]	Same as usual	Yes	Switch to an alterative brand because it is cheaper	No change	5	true	true	false	true	true	true	false	true	true	false	true	true	true	true	true	true	true	false	true	true	true	Media outlets	Consuming less	Been with my family and obeying the president orders	HDX	2026-04-18
1.092896	0.991756	0.791171	0.85754	2020-04-03T00:00:00	Kenya	Female	36+	Kajiado	C1	42	1,977	Yes	Rural area	agronomy advice	5	Contracting the disease	Yes	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	5	All are open	No	null	Less often than usual	Bigger packsize than usual	No	null	Decreased	3	false	false	false	false	true	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	Faith in God's protection and trusting the government and medical team/researchers are working hard	HDX	2026-04-18
0.772201	0.956959	0.379953	0.280772	2020-04-03T00:00:00	Zambia	Male	15-25	Lusaka	B	24	1,995	Yes	Urban area	Source of water	4	Economic impact	Yes	Not sure	Yes	false	false	true	false	false	More than 5 times	Yes	Go to hospital	4	Some are open	Yes	Supermarkets	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	3	true	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	null	Consuming more	Following the safety measures like washing my hands with soap and not touching the face anyhow and covering the nose and mouth with the mask	HDX	2026-04-18
0.921659	0.894454	1.029298	0.848534	2020-04-02T00:00:00	Kenya	Male	26-35	Uasin Gishu	C1	27	1,992	Yes	Rural area	Food security	5	Local infections	Yes	No	Yes	true	false	false	false	false	More than 5 times	No	Go to hospital	5	Most are open	No	null	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	3	true	true	false	false	true	false	false	false	true	false	true	false	false	false	false	false	false	false	false	false	true	null	Consuming less	Watching movie and going to the farm	HDX	2026-04-18
1	0.790419	1	0.790419	2020-04-06T00:00:00	Rwanda	Male	15-25	Kigali	C1	23	1,996	Yes	Rural area	null	5	Economic impact	Yes	No	Yes	true	false	false	false	false	More than 5 times	No	Not sure	5	Some are open	Yes	Drugstores	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	false	true	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	null	Consuming more	null	HDX	2026-04-18
0.921659	0.894454	0.957646	0.789465	2020-04-02T00:00:00	Kenya	Male	26-35	Vihiga	C1	31	1,988	Yes	Rural area	Corrona virus	3	Contracting the disease	Yes	No	Yes	true	false	false	false	false	More than 5 times	No	Go to hospital	3	Most are closed	No	null	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	2	false	false	false	true	false	false	false	false	false	true	true	true	true	true	false	false	false	false	true	true	false	Media outlets	Consuming less	Social media	HDX	2026-04-18
1.030303	1.044776	1	1.076436	2020-04-06T00:00:00	Nigeria	Female	26-35	Nasarawa	B	29	1,990	Yes	Urban area	Electricity	4	Economic impact	Yes	No	Yes	false	false	false	false	true	3-5 times	No	Stay home	4	Most are open	Yes	Supermarkets	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	3	false	true	false	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	true	false	false	null	Consuming more	Reading, dancing, movies and learning new skills	HDX	2026-04-18
0.921659	1.090933	1.034665	1.040323	2020-04-02T00:00:00	Kenya	Male	15-25	Machakos	B	24	1,995	Yes	Urban area	Attending work thus not earning	5	Contracting the disease	Yes	No	Yes	true	true	true	false	true	More than 5 times	No	Go to hospital	5	Some are open	Yes	Supermarkets	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	2	true	false	false	false	true	true	false	false	true	true	true	true	true	true	true	true	true	false	false	true	true	Media outlets	Consuming more	Hard times never last	HDX	2026-04-18
1	0.790419	1	0.790419	2020-04-06T00:00:00	Rwanda	Female	15-25	Kigali	A	25	1,994	Yes	Urban area	null	5	Local infections	Yes	No	Yes	false	false	true	false	false	More than 5 times	No	Go to doctor	5	Some are open	No	null	Less often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Decreased	5	false	false	false	false	true	true	false	false	true	true	true	true	true	true	false	true	false	false	false	false	false	null	Consuming less	null	HDX	2026-04-18
0.970297	0.933333	1.2	1.086733	2020-04-02T00:00:00	Nigeria	Male	36+	Kwara	B	49	1,970	Yes	Urban area	Restrictions of movement due to lock down	4	Global infections	Yes	Yes - tested positive	Yes	true	false	true	false	true	More than 5 times	Yes	Go to hospital	4	Some are open	No	null	Less often than usual	Same as usual	Yes	Purchase your usual brand	Decreased	3	true	false	false	true	true	true	false	false	false	true	true	true	true	true	false	true	false	false	true	true	true	Media outlets	Consuming more	Media, Government, Enough food at home to sustain my family and assist the neighborhood	HDX	2026-04-18
0.921659	0.991756	1.017545	0.930098	2020-04-03T00:00:00	Kenya	Male	36+	Bungoma	C1	39	1,980	Yes	Rural area	Getting food for today while am in self quarantine.	5	Local infections	Yes	No	Yes	true	false	false	false	false	3-5 times	Yes	Go to hospital	5	Most are closed	No	null	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	3	false	false	false	true	false	true	false	false	true	true	true	true	false	true	false	false	false	false	true	false	true	null	No change	1: avoiding public gatherings2: washing hands regulally With soap3: staying at home.	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	Ghana	Male	36+	Brong Ahafo	B	65	1,954	Yes	Rural area	Corona virus infection.	5	Contracting the disease	Yes	No	Yes	true	true	true	false	true	0 times	No	Go to hospital	5	All are open	No	null	Same as usual [no change]	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Increased	5	true	false	false	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	true	false	false	null	Consuming more	My faith in my Buddhist practice.	HDX	2026-04-18
1.092896	0.894454	1.017545	0.994696	2020-04-02T00:00:00	Kenya	Female	26-35	Bungoma	E	26	1,993	Yes	Rural area	Lack of good road	5	Contracting the disease	Yes	Yes - tested negative	Yes	true	false	false	false	false	More than 5 times	Yes	Go to doctor	5	Some are open	Yes	Supermarkets	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	null	Consuming less	Curfew has really helped	HDX	2026-04-18
0.921659	1.090933	1.034665	1.040323	2020-04-02T00:00:00	Kenya	Male	15-25	Machakos	B	20	1,999	Yes	Rural area	Corona	5	Contracting the disease	Yes	No	Yes	false	false	false	false	true	More than 5 times	No	Go to hospital	5	All are open	Yes	Online	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	true	false	false	false	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	null	Consuming more	Nothing	HDX	2026-04-18
1.092896	0.991756	0.77413	0.839069	2020-04-03T00:00:00	Kenya	Female	36+	Nairobi	C1	42	1,977	Yes	Urban area	Water	3	Global infections	Yes	Yes - tested negative	Yes	false	false	true	false	false	More than 5 times	No	Go to hospital	4	All are open	No	null	Same as usual [no change]	Same as usual	No	null	Decreased	3	false	false	true	false	false	false	false	false	false	true	true	true	true	true	false	true	false	false	false	false	false	null	Consuming less	Money transfer and lockdown too	HDX	2026-04-18
0.760784	0.826885	3.756445	2.36311	2020-04-06T00:00:00	Democratic Republic of the Congo	Male	26-35	Bandundu	B	33	1,986	Yes	Urban area	null	5	Contracting the disease	No	No	Yes	false	false	true	false	false	More than 5 times	Yes	Stay home	5	Most are open	No	null	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	false	false	true	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	true	false	Media outlets	No change	null	HDX	2026-04-18
0.760784	1.047883	2.345663	1.869993	2020-04-07T00:00:00	Democratic Republic of the Congo	Male	15-25	Orientale	B	21	1,998	Yes	Urban area	null	1	Other	Yes	Not sure	Yes	false	false	true	false	false	More than 5 times	Yes	Go to hospital	1	All are closed	Yes	Wholesalers	More often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Decreased	1	false	true	false	false	false	false	false	false	false	false	false	true	false	false	false	true	false	false	false	false	false	null	Consuming more	null	HDX	2026-04-18
1.104972	1.007519	1.01292	1.127664	2020-04-02T00:00:00	Ivory Coast (Cote D'Ivoire)	Female	15-25	Savanes	C1	22	1,997	Yes	Urban area	null	5	Economic impact	Yes	No	Yes	true	false	true	false	false	More than 5 times	Yes	Not sure	2	Most are closed	No	null	More often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	No change	1	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	true	false	Media outlets	Consuming more	null	HDX	2026-04-18
1	0.768212	1	0.768212	2020-04-06T00:00:00	Rwanda	Female	26-35	Eastern Province	C1	30	1,989	Yes	Rural area	null	5	Contracting the disease	No	No	Yes	true	false	true	false	false	More than 5 times	Yes	Go to doctor	5	Most are open	Yes	Wholesalers	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	true	false	false	false	false	false	false	true	false	true	true	true	true	true	false	false	false	false	true	false	false	null	No change	null	HDX	2026-04-18
1.092896	0.894454	0.791171	0.773406	2020-04-02T00:00:00	Kenya	Female	26-35	Kajiado	B	35	1,984	Yes	Urban area	Roads are unworthy	3	Local infections	Yes	Yes - tested negative	Yes	true	false	false	false	false	More than 5 times	No	Go to hospital	4	Some are open	Yes	Wholesalers	More often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	4	false	true	false	false	false	false	false	false	false	true	true	true	true	true	false	true	true	false	false	false	true	null	Consuming more	Keeeping highy hygine, washing my hands more times, government keep briefing us, praying and believing God for everythinh	HDX	2026-04-18
0.937967	0.886903	1.0025	0.833966	2020-04-02T00:00:00	Benin	Male	15-25	Plateau	C1	19	2,000	Yes	Urban area	null	5	Contracting the disease	No	No	No	false	false	false	false	false	1-2 times	Yes	Stay home	5	All are closed	Yes	Supermarkets	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Increased	5	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	false	true	null	No change	null	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	South Africa	Female	36+	Western Cape	A	38	1,981	Yes	Urban area	Paying bills	5	Economic impact	Yes	No	Yes	true	true	true	false	true	More than 5 times	Yes	Stay home	5	Some are open	No	null	Less often than usual	Same as usual	Yes	Purchase your usual brand	Decreased	4	true	true	false	true	true	true	false	true	true	true	true	false	true	true	false	true	false	false	true	false	true	null	No change	We are healthy	HDX	2026-04-18
1	1	1	1	2020-04-04T00:00:00	Ghana	Female	36+	Ashanti	C1	40	1,979	Yes	Urban area	I have light off in my area	5	Local infections	No	No	Yes	true	false	false	false	false	More than 5 times	Yes	Stay home	5	Some are open	Yes	Wholesalers	Less often than usual	Bigger packsize than usual	No	null	Decreased	5	false	false	true	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Health organizations	Consuming more	Tv shows	HDX	2026-04-18
1.104972	0.619048	1.005917	0.688078	2020-04-03T00:00:00	Ivory Coast (Cote D'Ivoire)	Female	26-35	Bas-Sassandra	D	34	1,985	Yes	Urban area	null	1	Other	No	Not sure	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	1	Some are open	Yes	Online	More often than usual	Bigger packsize than usual	No	null	No change	5	false	false	true	false	false	false	true	false	false	false	false	true	false	false	false	true	false	false	false	false	false	null	No change	null	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Mozambique	Female	15-25	Cabo Delgado	B	20	1,999	Yes	Urban area	null	5	Global infections	Yes	Yes - tested positive	Yes	false	false	false	false	true	0 times	Yes	Go to hospital	3	All are open	No	null	Same as usual [no change]	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	true	false	false	false	false	false	false	false	true	true	true	true	true	true	false	false	false	false	false	true	false	Media outlets	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-05T00:00:00	South Africa	Male	26-35	KwaZulu-Natal	A	30	1,989	Yes	Rural area	Hungry	5	Local infections	Yes	Yes - tested positive	Yes	false	false	true	false	false	3-5 times	Yes	Go to hospital	5	Some are open	Yes	Supermarkets	More often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Increased	5	false	false	false	true	false	true	false	false	false	false	true	true	true	false	false	true	false	false	false	false	false	null	Consuming more	Excesses	HDX	2026-04-18
1	1	1	1	2020-04-05T00:00:00	Ghana	Female	15-25	Ashanti	B	23	1,996	Yes	Urban area	Access to a reliable mobile data	5	Economic impact	Yes	No	Yes	false	false	true	false	false	3-5 times	Yes	Go to hospital	5	Some are open	Yes	Supermarkets	More often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	false	false	false	true	false	true	false	false	false	false	true	true	true	true	true	true	true	false	true	true	true	Health organizations	Consuming more	The believe that this too shall pass	HDX	2026-04-18
1.41844	1.755676	1.451956	3.615836	2020-04-02T00:00:00	Zambia	Female	36+	Western	B	37	1,982	Yes	Urban area	Finding employment.	5	Economic impact	No	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to doctor	5	All are open	No	null	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	2	true	false	false	false	false	false	false	false	false	true	true	true	true	true	false	true	false	false	false	false	false	null	Consuming more	My faith in God!	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	Ghana	Male	26-35	Northern	C1	27	1,992	Yes	Rural area	Dying	1	Economic impact	Yes	Yes - tested positive	Yes	false	true	false	false	false	1-2 times	Yes	Go to hospital	2	All are open	Yes	Supermarkets	Less often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Decreased	2	true	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	false	false	false	false	true	null	Consuming more	Cooking	HDX	2026-04-18
0.913242	0.619048	1.549956	0.876252	2020-04-02T00:00:00	Ivory Coast (Cote D'Ivoire)	Male	26-35	Montagnes	C1	31	1,988	Yes	Urban area	null	5	Local infections	Yes	Not sure	Yes	false	false	true	false	false	1-2 times	Yes	Go to hospital	4	Most are closed	Yes	Supermarkets	Same as usual [no change]	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	2	true	false	false	false	true	true	false	false	false	false	true	true	false	false	false	false	false	false	false	true	true	Governments	Consuming more	null	HDX	2026-04-18
1	0.768212	1	0.768212	2020-04-06T00:00:00	Rwanda	Male	26-35	Kigali	B	26	1,993	Yes	Urban area	null	5	Economic impact	Yes	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	5	Some are open	Yes	Hypermarkets	More often than usual	Same as usual	Yes	Purchase your usual brand	Decreased	5	false	false	false	false	true	true	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	null	Consuming less	null	HDX	2026-04-18
0.970297	0.933333	1	0.905611	2020-04-06T00:00:00	Nigeria	Male	36+	Kaduna	D	38	1,981	Yes	Urban area	Social amengities	1	Contracting the disease	Yes	No	Yes	false	false	true	false	false	3-5 times	Yes	Go to hospital	2	All are open	Yes	Online	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	true	false	false	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Health organizations	Consuming more	Stay with my family	HDX	2026-04-18
0.772201	0.68671	2.211732	1.172832	2020-04-02T00:00:00	Zambia	Male	26-35	Eastern	C1	33	1,986	Yes	Urban area	Financial	5	Economic impact	Yes	No	Yes	true	false	false	false	false	1-2 times	Yes	Go to hospital	5	Most are closed	Yes	Online	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	false	false	true	false	false	false	false	false	false	true	true	true	true	true	false	false	false	true	false	false	false	null	Consuming more	Praying to God	HDX	2026-04-18
0.937967	0.8421	1.0025	0.791837	2020-04-02T00:00:00	Benin	Male	26-35	Mono	E	34	1,985	Yes	Rural area	null	1	Global infections	No	Not sure	No	false	false	false	false	false	More than 5 times	No	Go to doctor	5	Most are closed	No	null	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	No change	5	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	true	false	false	false	null	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Mozambique	Female	26-35	Gaza	B	32	1,987	Yes	Rural area	null	5	Contracting the disease	Yes	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	5	Most are open	No	null	Less often than usual	Bigger packsize than usual	No	null	Decreased	1	true	false	false	false	false	false	false	false	true	false	false	false	false	true	false	false	false	true	false	false	false	null	No change	null	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Ghana	Female	15-25	Western	A	24	1,995	Yes	Rural area	Not going out because of the lockdown	5	Global infections	No	No	Yes	true	false	false	false	false	1-2 times	Yes	Go to hospital	1	Most are closed	No	null	Less often than usual	Smaller packsize than usual	Yes	Purchase your usual brand	Decreased	5	false	false	false	false	true	false	false	false	true	false	false	true	false	false	false	false	false	false	true	false	false	null	Consuming more	My phone	HDX	2026-04-18
1.41844	0.956959	0.875624	1.188562	2020-04-02T00:00:00	Zambia	Female	15-25	Central	C2	24	1,995	Yes	Rural area	My biggest challenge is accessing health services	5	Contracting the disease	Yes	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	5	Some are open	Yes	Other	Same as usual [no change]	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	false	false	false	false	true	true	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Friends/family	Consuming more	Self quarantine, self and family hygiene	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	Mozambique	Male	26-35	Tete	C1	30	1,989	Yes	Rural area	null	5	Global infections	Yes	Not sure	Yes	false	false	false	true	false	1-2 times	Yes	Go to hospital	5	Some are open	No	null	Same as usual [no change]	Same as usual	Yes	Switch to an alterative brand because it is cheaper	No change	5	false	false	true	false	false	false	true	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	No change	null	HDX	2026-04-18
0.913242	1.636364	1.005917	1.503239	2020-04-05T00:00:00	Ivory Coast (Cote D'Ivoire)	Male	36+	Bas-Sassandra	B	37	1,982	Yes	Rural area	null	1	Contracting the disease	Yes	No	Yes	true	true	true	true	false	More than 5 times	No	Go to doctor	5	Some are open	No	null	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Increased	5	true	false	true	true	true	false	false	false	true	false	true	false	false	false	false	false	false	false	true	true	true	Governments	No change	null	HDX	2026-04-18
1.092896	1.090933	0.77413	0.922977	2020-04-02T00:00:00	Kenya	Female	15-25	Nairobi	C1	24	1,995	Yes	Rural area	Corona virus disease	5	Local infections	No	Not sure	Yes	false	false	true	false	false	More than 5 times	Yes	Stay home	5	Some are open	Yes	Wholesalers	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	4	true	false	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	true	false	false	null	Consuming more	Corona virus patients recovering	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	South Africa	Female	36+	Western Cape	A	36	1,983	Yes	Urban area	Staying homd	4	Contracting the disease	Yes	No	Yes	false	false	true	false	false	More than 5 times	Yes	Go to doctor	4	Most are open	No	null	Less often than usual	Bigger packsize than usual	No	null	No change	3	false	true	false	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	true	true	true	Media outlets	Consuming more	Family	HDX	2026-04-18
1	1	1	1	2020-04-04T00:00:00	South Africa	Male	36+	Mpumalanga	C	44	1,975	Yes	Rural area	Convic 19	5	Economic impact	Yes	Not sure	Yes	false	false	true	false	false	More than 5 times	Yes	Go to doctor	5	Most are open	No	null	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	false	false	true	false	false	false	false	false	false	false	true	true	true	true	false	false	false	false	true	false	false	null	Consuming more	Stay at home and washing hands regularly.	HDX	2026-04-18
0.970297	1.034483	1	1.003756	2020-04-02T00:00:00	Nigeria	Male	15-25	Rivers	C2	25	1,994	Yes	Urban area	Covid 19	3	Economic impact	Yes	No	Yes	true	true	true	false	false	More than 5 times	No	Go to hospital	4	All are open	No	null	Less often than usual	Smaller packsize than usual	No	null	Decreased	3	false	true	false	false	true	true	false	false	true	false	false	true	true	false	false	false	false	false	true	true	true	Health organizations	Consuming more	Washing Hands Regularly And Using Nose Mask.	HDX	2026-04-18
1.41844	0.956959	1.057143	1.434954	2020-04-02T00:00:00	Zambia	Female	15-25	Copperbelt	C1	17	2,002	Yes	Urban area	staying at home because of coronavirus	2	Local infections	Yes	No	Yes	false	false	true	false	false	3-5 times	Yes	Go to hospital	2	Some are open	No	null	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	null	Consuming more	Am staying at home and am not going around	HDX	2026-04-18
1.030303	1.034483	1	1.065831	2020-04-02T00:00:00	Nigeria	Female	15-25	Delta	C1	22	1,997	Yes	Urban area	Getting an ingredient to cook...pumpkin leaf	5	Economic impact	No	No	Yes	true	false	true	true	false	3-5 times	Yes	Go to hospital	3	All are closed	Yes	Other	Same as usual [no change]	Same as usual	Yes	Switch to an alterative brand because it is cheaper	No change	2	true	true	true	true	true	true	false	true	false	true	true	true	true	true	true	false	false	false	false	true	false	Health organizations	Consuming more	FamilyFriendsPersonal hygieneAbove all:God	HDX	2026-04-18
0.913242	0.619048	1.005917	0.568685	2020-04-03T00:00:00	Ivory Coast (Cote D'Ivoire)	Male	26-35	Bas-Sassandra	C1	30	1,989	Yes	Urban area	null	1	Local infections	Yes	Yes - tested negative	Yes	false	false	false	true	false	More than 5 times	Yes	Go to hospital	1	Most are open	No	null	Same as usual [no change]	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Increased	5	false	false	false	false	true	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	No change	null	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	Ghana	Male	26-35	Eastern	B	29	1,990	Yes	Urban area	The lockdown	5	Global infections	Yes	No	Yes	true	false	false	false	false	3-5 times	Yes	Go to hospital	4	Some are open	Yes	Online	More often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Increased	4	false	false	false	false	true	false	false	true	false	false	true	false	false	false	false	false	false	false	false	false	true	null	Consuming more	Watching movies	HDX	2026-04-18
0.937967	1.305404	1.195288	1.463542	2020-04-07T00:00:00	Benin	Male	36+	Atakora	C1	36	1,983	Yes	Urban area	null	5	Contracting the disease	Yes	No	Yes	false	false	false	true	false	3-5 times	No	Go to hospital	5	Most are closed	Yes	Other	More often than usual	Same as usual	Yes	Purchase your usual brand	Decreased	5	true	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	null	Consuming more	null	HDX	2026-04-18
1	0.790419	1	0.790419	2020-04-06T00:00:00	Rwanda	Female	15-25	Southern Province	C2	20	1,999	Yes	Rural area	null	5	Global infections	Yes	Not sure	Yes	true	false	false	false	false	3-5 times	Yes	Go to hospital	5	All are open	Yes	Wholesalers	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	false	false	false	false	true	false	false	false	true	false	false	false	false	true	false	false	false	false	true	false	false	null	Consuming more	null	HDX	2026-04-18
0.921659	1.090933	1.026464	1.032078	2020-04-02T00:00:00	Kenya	Male	15-25	Nyeri	C1	25	1,994	Yes	Rural area	Movement and undertaking business	5	Contracting the disease	No	Yes - tested negative	Yes	true	false	true	false	false	More than 5 times	Yes	Stay home	5	Some are open	Yes	Online	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	true	false	false	false	false	false	false	false	true	true	true	true	true	true	false	true	false	false	false	true	false	Health organizations	Consuming less	My family safety	HDX	2026-04-18
1.104972	1.007519	1.011544	1.126132	2020-04-02T00:00:00	Ivory Coast (Cote D'Ivoire)	Female	15-25	Sassandra-Marahoué	C1	19	2,000	Yes	Rural area	null	5	Global infections	Yes	Not sure	Yes	false	false	true	false	false	3-5 times	No	Go to doctor	5	Some are open	No	null	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	null	No change	null	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	South Africa	Male	36+	Gauteng	A	37	1,982	Yes	Urban area	My life is stuck	5	Contracting the disease	Yes	Yes - tested negative	Yes	false	false	false	true	false	More than 5 times	Yes	Go to doctor	5	Some are open	Yes	Other	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	2	true	false	false	true	false	true	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	No change	Hope for the best	HDX	2026-04-18
0.970297	1.044776	1	1.013743	2020-04-03T00:00:00	Nigeria	Male	26-35	Delta	D	29	1,990	Yes	Rural area	Money	5	Economic impact	No	No	No	false	false	false	false	false	1-2 times	Yes	Go to hospital	5	Some are open	Yes	Wholesalers	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Increased	5	true	false	false	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	false	null	No change	Because am healthy with my family	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	Mozambique	Female	15-25	Inhambane	C1	20	1,999	Yes	Urban area	null	5	Contracting the disease	No	Yes - tested positive	Yes	false	false	false	false	true	1-2 times	Yes	Go to hospital	5	All are open	Yes	Supermarkets	Less often than usual	Bigger packsize than usual	No	null	Decreased	5	false	false	false	false	true	false	true	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	null	HDX	2026-04-18
1.104972	1.636364	0.965845	1.74638	2020-04-02T00:00:00	Ivory Coast (Cote D'Ivoire)	Female	36+	Lagunes	C1	38	1,981	Yes	Rural area	null	1	Global infections	Yes	No	Yes	true	false	false	false	false	3-5 times	Yes	Go to doctor	2	Most are closed	No	null	More often than usual	Same as usual	Yes	Purchase your usual brand	Decreased	1	false	false	true	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	null	Consuming more	null	HDX	2026-04-18
1.104972	0.619048	0.72855	0.498351	2020-04-03T00:00:00	Ivory Coast (Cote D'Ivoire)	Female	26-35	Abidjan	C1	28	1,991	Yes	Rural area	null	5	Global infections	Yes	No	Yes	true	true	true	false	false	3-5 times	No	Go to doctor	5	Some are open	No	null	More often than usual	Bigger packsize than usual	No	null	No change	4	true	false	false	false	false	false	false	false	true	false	true	true	true	false	true	true	true	false	true	true	true	Media outlets	Consuming more	null	HDX	2026-04-18
0.913242	0.619048	1.099011	0.621315	2020-04-02T00:00:00	Ivory Coast (Cote D'Ivoire)	Male	26-35	Zanzan	B	29	1,990	Yes	Rural area	null	5	Contracting the disease	No	Yes - tested negative	Yes	false	false	true	false	false	3-5 times	Yes	Stay home	5	Some are open	No	null	Same as usual [no change]	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	false	false	false	false	true	true	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	null	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Ghana	Female	15-25	Central	C1	19	2,000	Yes	Urban area	They said we should stay home but the people in my area are moving up and down in area.	5	Other	No	No	Yes	false	true	false	false	false	0 times	Yes	Go to doctor	2	Some are open	No	null	More often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Increased	2	false	false	false	false	true	false	false	false	true	true	true	true	true	true	false	false	false	false	false	true	false	Friends/family	Consuming more	By using hand sanitizer, washing your hands with saop under runing water.	HDX	2026-04-18
0.772201	0.68671	0.379953	0.201481	2020-04-02T00:00:00	Zambia	Male	26-35	Lusaka	B	29	1,990	Yes	Urban area	Not Having A Job	5	Economic impact	No	No	Yes	false	false	true	false	false	3-5 times	Yes	Go to doctor	5	Some are open	Yes	Supermarkets	Same as usual [no change]	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	3	false	false	false	false	true	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	just being at home	HDX	2026-04-18
0.937967	1.305404	1.195288	1.463542	2020-04-05T00:00:00	Benin	Male	36+	Atakora	C1	43	1,976	Yes	Urban area	null	5	Global infections	Yes	Not sure	Yes	false	false	true	false	false	More than 5 times	No	Stay home	5	All are open	Yes	Wholesalers	Same as usual [no change]	Smaller packsize than usual	Yes	Purchase your usual brand	Decreased	5	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	null	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	Ghana	Male	15-25	Greater Accra	A	21	1,998	Yes	Urban area	Finance	5	Contracting the disease	No	No	Yes	false	false	true	false	false	3-5 times	Yes	Go to hospital	5	Some are open	Yes	Supermarkets	Same as usual [no change]	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	true	true	false	true	true	false	false	true	true	true	true	true	true	true	true	true	true	false	true	true	true	Health organizations	Consuming more	My phone, my game console, Movies , Music, Family.	HDX	2026-04-18
0.937967	0.8421	1.415294	1.117887	2020-04-08T00:00:00	Benin	Male	26-35	Borgou	C1	26	1,993	Yes	Urban area	null	1	Economic impact	Yes	No	Yes	false	false	true	false	false	More than 5 times	Yes	Stay home	5	Some are open	Yes	Wholesalers	Less often than usual	Bigger packsize than usual	No	null	Increased	5	false	false	false	false	true	true	false	false	false	true	true	true	true	true	false	false	false	false	true	false	false	null	No change	null	HDX	2026-04-18
0.913242	0.619048	1.549956	0.876252	2020-04-02T00:00:00	Ivory Coast (Cote D'Ivoire)	Male	26-35	Montagnes	C1	34	1,985	Yes	Urban area	null	4	Local infections	Yes	No	Yes	true	true	true	false	true	More than 5 times	Yes	Go to doctor	4	Some are open	Yes	Supermarkets	Same as usual [no change]	Bigger packsize than usual	Yes	Purchase your usual brand	Increased	2	true	false	false	false	false	false	false	false	true	true	true	true	true	true	false	true	true	false	false	true	true	Media outlets	Consuming more	null	HDX	2026-04-18
0.913242	0.619048	1.005917	0.568685	2020-04-05T00:00:00	Ivory Coast (Cote D'Ivoire)	Male	26-35	Bas-Sassandra	C1	29	1,990	Yes	Rural area	null	1	Travel restrictions	No	No	Yes	true	true	true	false	true	More than 5 times	Yes	Go to hospital	1	All are open	No	null	More often than usual	Same as usual	No	null	Decreased	1	true	false	false	false	false	false	false	false	true	false	false	false	true	false	false	true	false	false	false	false	false	null	No change	null	HDX	2026-04-18
1.030303	1.034483	1	1.065831	2020-04-02T00:00:00	Nigeria	Female	15-25	Yobe	C2	24	1,995	Yes	Urban area	Nothing	4	Contracting the disease	Yes	No	Yes	false	true	false	false	false	3-5 times	Yes	Go to hospital	4	Some are open	Yes	Supermarkets	Same as usual [no change]	Same as usual	Yes	Purchase your usual brand	No change	4	false	false	true	false	false	false	false	false	true	true	true	true	true	true	false	false	false	false	true	false	false	null	Consuming more	Only God	HDX	2026-04-18
0.921659	0.991756	0.998489	0.912679	2020-04-02T00:00:00	Kenya	Male	36+	Homa Bay	C1	45	1,974	Yes	Urban area	Money	5	Economic impact	Yes	No	Yes	true	false	false	false	false	More than 5 times	No	Go to hospital	5	Most are closed	No	null	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	false	false	false	false	true	false	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	null	No change	Media	HDX	2026-04-18
1.071705	0.8421	0.905484	0.817183	2020-04-02T00:00:00	Benin	Female	26-35	Atlantique	C1	29	1,990	Yes	Rural area	null	5	Global infections	Yes	Yes - tested negative	Yes	false	false	true	false	false	More than 5 times	Yes	Stay home	1	Most are open	No	null	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Increased	5	false	false	true	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	true	null	Consuming less	null	HDX	2026-04-18
1	1.853659	1	1.853659	2020-04-06T00:00:00	Rwanda	Female	36+	Southern Province	D	46	1,973	Yes	Rural area	null	1	Contracting the disease	Yes	No	Yes	false	false	false	false	true	More than 5 times	Yes	Not sure	1	All are open	Yes	Discounters	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	false	false	false	false	true	false	false	false	true	true	true	true	true	true	false	false	false	false	true	false	false	null	Consuming more	null	HDX	2026-04-18
1.41844	0.68671	0.379953	0.370096	2020-04-03T00:00:00	Zambia	Female	26-35	Lusaka	B	26	1,993	Yes	Urban area	Finances	5	Economic impact	No	Yes - tested negative	No	false	false	false	false	false	3-5 times	Yes	Go to hospital	5	Some are open	Yes	Supermarkets	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	false	false	false	true	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	Family and hope that all will well soon!	HDX	2026-04-18
1	1	1	1	2020-04-05T00:00:00	Ghana	Female	15-25	Brong Ahafo	C1	24	1,995	Yes	Urban area	Accommodation	5	Global infections	No	Not sure	Yes	false	false	true	false	false	3-5 times	No	Go to doctor	5	All are open	No	null	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	4	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	true	null	Consuming more	Confidence	HDX	2026-04-18
1.030303	1.034483	1.090909	1.162724	2020-04-02T00:00:00	Nigeria	Female	15-25	Akwa Ibom	D	22	1,997	Yes	Urban area	Combating corona virus	5	Economic impact	Yes	No	Yes	true	true	true	false	false	More than 5 times	Yes	Go to hospital	5	Most are closed	Yes	Supermarkets	Less often than usual	Bigger packsize than usual	No	null	Decreased	3	true	false	false	false	false	true	false	false	true	true	true	true	true	true	false	true	true	false	true	false	true	null	Consuming more	God, self isolation and personal hygiene	HDX	2026-04-18
1.092896	0.991756	1.003788	1.087992	2020-04-02T00:00:00	Kenya	Female	36+	Kisumu	B	39	1,980	Yes	Urban area	Easy movement without fear of corona	5	Local infections	Yes	No	Yes	true	true	true	false	false	More than 5 times	Yes	Go to hospital	3	Some are open	No	null	Less often than usual	Smaller packsize than usual	No	null	Decreased	4	true	true	false	false	true	true	false	false	true	true	true	true	true	false	false	true	false	false	true	true	true	Media outlets	Consuming more	Saying online	HDX	2026-04-18
1.030303	0.933333	1.111111	1.068462	2020-04-02T00:00:00	Nigeria	Female	36+	Ondo	B	39	1,980	Yes	Urban area	Ankara ariel	3	Economic impact	No	No	Yes	false	false	true	false	true	1-2 times	Yes	Go to hospital	1	Some are open	No	null	More often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	false	true	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	true	false	Governments	Consuming more	Rdg	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Ghana	Female	36+	Central	C1	63	1,956	Yes	Urban area	Fighting corona virus	5	Contracting the disease	Yes	Not sure	Yes	false	true	false	false	false	More than 5 times	Yes	Not sure	5	All are open	Yes	Hypermarkets	Less often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Increased	2	false	false	false	true	false	true	false	false	false	true	false	false	false	false	false	false	false	false	false	true	false	Health organizations	No change	washing hands	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	South Africa	Male	26-35	KwaZulu-Natal	A	31	1,988	Yes	Urban area	Lockdown measures	4	Economic impact	Yes	Not sure	Yes	false	false	false	false	true	3-5 times	Yes	Go to doctor	4	Most are closed	Yes	Hypermarkets	More often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	3	true	true	true	true	true	false	false	false	true	true	true	true	true	true	false	true	false	false	true	true	true	Health organizations	Consuming more	Reading and planting	HDX	2026-04-18
0.970297	0.933333	1	0.905611	2020-04-02T00:00:00	Nigeria	Male	36+	Kaduna	C1	48	1,971	Yes	Urban area	Corvid 19	5	Contracting the disease	Yes	Yes - tested positive	Yes	false	false	false	false	true	3-5 times	Yes	Go to hospital	5	Some are open	Yes	Supermarkets	Less often than usual	Same as usual	Yes	Purchase your usual brand	Increased	5	false	false	false	false	true	false	true	false	false	true	true	true	true	true	false	true	true	false	true	true	true	Media outlets	Consuming more	Stay At Home & Be In doors by going by the instructions guiding us of the Corvid -19	HDX	2026-04-18

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Perceptions and impact of Coronavirus in Sub-Saharan African countries | Africa (original)

Size category: 1K<n<10K - Formats: parquet - Sector: humanitarian_development - Engineered by Electric Sheep Africa

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: Perceptions and impact of Coronavirus in Sub-Saharan African countries Publisher: Mobile Accord, Inc. (GeoPoll) · Source: HDX · License: cc-by · Updated: 2025-09-26 Abstract This data and report examine perceptions and the impact of COVID-19 in 12 countries throughout sub-Saharan Africa. Topics covered include greatest concerns surrounding coronavirus, preventative measures being taken, changes in food market operability and food security, consumer behavior changes, and… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-covid-19-impacts-africa.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/africa-covid-19-impacts-africa`
Sector	humanitarian_development
Topic tags	humanitarian, hdx, electric-sheep-africa, covid-19, epidemics-outbreaks, health, ben, civ, cod, gha, ken
Modalities	`tabular`, `text`
Formats	`parquet`
Size category	`1K<n<10K`
Countries	Africa-wide or source-defined African coverage
ISO3 coverage	`not declared`
Last modified on HF	`2026-04-20 08:44:22+00:00`
Inventory snapshot	`2026-07-16T16:00:34Z`

How To Read This Dataset

Start from the repository files and the dataset viewer when available.
Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-covid-19-impacts-africa")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
Exact schema, row counts, and source files should be inspected in the repository data files.
Metadata gaps from the inventory: country, upstream_publisher.
Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Source context: original
Publisher/source attribution: original
License: CC BY 4.0
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-covid-19-impacts-africa
Inventory retrieved at: 2026-07-16T16:00:34Z

Suggested Analyses

Inspect schema and missingness before modeling.
Profile variables by geography, time, and subgroup columns where present.
Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_africa_covid_19_impacts_africa_2026,
  title        = {Perceptions and impact of Coronavirus in Sub-Saharan African countries | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-covid-19-impacts-africa},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-covid-19-impacts-africa}}
}

License

Released under CC BY 4.0.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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