Split (2)

train · 3.19k rows

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
1.092896	0.894454	0.945516	0.924284	2020-04-02T00:00:00	Kenya	Female	26-35	Bomet	E	28	1,991	Yes	Rural area	Walking with fear	5	Contracting the disease	Yes	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	4	Most are closed	No	null	Less often than usual	Same as usual	Yes	Purchase your usual brand	Decreased	2	true	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	Health organizations	Consuming more	Stay at home	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	Mozambique	Male	36+	Gaza	B	38	1,981	Yes	Rural area	null	5	Local infections	Yes	No	Yes	true	false	false	false	false	3-5 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	2	true	false	false	false	false	true	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	Mozambique	Male	26-35	Cabo Delgado	C1	27	1,992	Yes	Urban area	null	5	Global infections	Yes	No	Yes	true	false	false	false	false	1-2 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	4	false	false	true	false	false	true	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming less	null	HDX	2026-04-18
0.937967	0.886903	1.0025	0.833966	2020-04-08T00:00:00	Benin	Male	15-25	Plateau	C1	24	1,995	Yes	Urban area	null	5	Local infections	No	Not sure	Yes	false	false	true	false	false	1-2 times	Yes	Go to hospital	5	Most are open	Yes	Discounters	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	true	false	false	false	false	false	true	false	false	false	false	false	null	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	South Africa	Male	15-25	Limpopo	A	22	1,997	Yes	Urban area	Lockdown	5	Global infections	Yes	Yes - tested positive	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	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	true	true	false	false	false	false	false	false	false	false	true	true	true	false	false	true	false	false	true	true	true	Governments	Consuming more	Lockdown	HDX	2026-04-18
1.071705	0.886903	0.676688	0.64319	2020-04-08T00:00:00	Benin	Female	15-25	Littoral	C2	18	2,001	Yes	Rural area	null	5	Contracting the disease	Yes	No	Yes	false	false	true	false	false	More than 5 times	Yes	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	5	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	Media outlets	Consuming less	null	HDX	2026-04-18
0.913242	0.619048	0.72855	0.411879	2020-04-02T00:00:00	Ivory Coast (Cote D'Ivoire)	Male	26-35	Abidjan	C1	33	1,986	Yes	Urban area	null	3	Local infections	Yes	Not sure	Yes	true	false	true	false	false	3-5 times	Yes	Go to doctor	3	Some are open	No	null	Same as usual [no change]	Same as usual	No	null	Increased	2	false	false	false	false	true	false	false	false	false	true	true	true	true	true	true	true	true	false	true	true	true	Media outlets	No change	null	HDX	2026-04-18
0.937967	0.886903	1.670833	1.389943	2020-04-03T00:00:00	Benin	Male	15-25	Alibori	C1	19	2,000	Yes	Urban area	null	2	Economic impact	No	No	Yes	false	false	true	false	false	3-5 times	Yes	Go to doctor	5	Most are closed	No	null	Less often than usual	Same as usual	Yes	Purchase your usual brand	Increased	5	true	false	false	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	1	1	1	2020-04-06T00:00:00	South Africa	Male	36+	KwaZulu-Natal	B	48	1,971	Yes	Urban area	Corona virus	5	Economic impact	No	Yes - tested negative	Yes	false	true	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	Yes	Switch to an alterative brand because it is cheaper	Decreased	4	false	false	false	true	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	Tv, exercise, family	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	Ghana	Female	36+	Ashanti	C1	37	1,982	Yes	Rural area	Water	2	Contracting the disease	No	Yes - tested negative	No	false	false	false	false	false	3-5 times	Yes	Go to doctor	4	All are open	Yes	Supermarkets	More often than usual	Same as usual	No	null	Decreased	1	true	false	false	false	false	false	false	false	false	false	true	false	false	false	false	true	false	false	false	false	false	null	Consuming less	Work	HDX	2026-04-18
0.760784	1.047883	0.514948	0.410523	2020-04-07T00:00:00	Democratic Republic of the Congo	Male	15-25	Nord-Kivu	C1	20	1,999	Yes	Rural area	null	5	Travel restrictions	Yes	No	Yes	false	false	true	false	false	More than 5 times	No	Go to hospital	5	Some are open	Yes	Hypermarkets	More often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Increased	5	false	false	false	false	true	true	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	2020-04-03T00:00:00	South Africa	Female	36+	Free State	A	40	1,979	Yes	Rural area	Shortage of water	5	Contracting the disease	Yes	Not sure	Yes	false	true	false	false	false	More than 5 times	Yes	Go to hospital	5	Some are open	No	null	Same as usual [no change]	Bigger packsize than usual	Yes	Purchase your usual brand	No change	1	true	false	false	false	false	false	false	false	false	true	true	true	true	true	true	false	false	false	false	false	false	null	Consuming more	Praying	HDX	2026-04-18
0.772201	0.956959	0.379953	0.280772	2020-04-02T00:00:00	Zambia	Male	15-25	Lusaka	C1	25	1,994	Yes	Urban area	Unemployment	5	Economic impact	Yes	No	Yes	false	false	true	false	false	More than 5 times	Yes	Go to hospital	5	Some are open	Yes	Wholesalers	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	3	false	false	false	true	false	true	false	false	false	true	true	true	true	true	false	false	false	false	false	true	true	Media outlets	Consuming more	My family	HDX	2026-04-18
0.937967	0.8421	0.905484	0.715207	2020-04-03T00:00:00	Benin	Male	26-35	Atlantique	C1	27	1,992	Yes	Urban area	null	3	Global infections	Yes	No	Yes	true	true	true	true	false	3-5 times	Yes	Stay home	5	All are open	No	null	Same as usual [no change]	Same as usual	No	null	Increased	3	false	false	true	false	false	true	false	true	true	false	true	true	false	false	false	true	true	false	true	false	true	null	No change	null	HDX	2026-04-18
0.921659	0.991756	1.075815	0.98336	2020-04-03T00:00:00	Kenya	Male	36+	Garissa	C1	36	1,983	Yes	Urban area	Staying too much indoor s	5	Local infections	No	No	Yes	false	false	false	false	true	3-5 times	Yes	Go to hospital	5	All are open	No	null	Same as usual [no change]	Same as usual	No	null	No change	5	false	false	false	true	false	false	false	false	false	true	true	true	true	true	false	false	false	false	true	false	false	null	No change	Undertaking all measures as laid down by the government	HDX	2026-04-18
1.030303	1.044776	1	1.076436	2020-04-02T00:00:00	Nigeria	Female	26-35	Imo	A	32	1,987	Yes	Urban area	The biggest challenge is no money at hand for this stay at home for 14 days	5	Global infections	Yes	No	Yes	true	true	true	false	true	More than 5 times	Yes	Go to hospital	5	Some are open	Yes	Wholesalers	More often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	2	false	false	true	false	false	false	true	false	false	true	true	true	true	false	true	false	false	false	false	true	true	Health organizations	Consuming more	Am not happy because our government did not make any provision for the poor mases.	HDX	2026-04-18
0.921659	0.894454	1.029298	0.848534	2020-04-02T00:00:00	Kenya	Male	26-35	Uasin Gishu	C1	28	1,991	Yes	Urban area	High prices of goods	5	Local infections	No	No	Yes	true	false	true	false	false	More than 5 times	No	Stay home	3	Most are open	No	null	Same as usual [no change]	Bigger packsize than usual	No	null	Decreased	2	true	false	false	false	true	false	false	false	true	true	true	true	true	true	false	true	false	false	false	true	true	Media outlets	Consuming more	Hope	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	Mozambique	Female	36+	Nampula	C1	38	1,981	Yes	Urban area	null	5	Local infections	Yes	No	Yes	true	false	false	false	false	More than 5 times	No	Go to hospital	5	All 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	false	false	true	false	false	false	false	false	false	false	false	true	null	Consuming more	null	HDX	2026-04-18
1.41844	0.68671	1.185061	1.154316	2020-04-02T00:00:00	Zambia	Female	26-35	Southern	A	31	1,988	Yes	Urban area	Money to buy groceries,	5	Travel restrictions	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	Yes	Switch to an alterative brand because it is cheaper	Decreased	5	true	false	false	false	false	false	true	false	false	true	true	true	true	true	true	false	false	false	false	false	false	null	Consuming more	by avoiding public gatherings and taking right measures to protect ourselves.	HDX	2026-04-18
0.937967	0.886903	1.415294	1.177363	2020-04-08T00:00:00	Benin	Male	15-25	Borgou	C1	24	1,995	Yes	Rural area	null	4	Global infections	Yes	No	Yes	false	false	true	false	false	More than 5 times	Yes	Not sure	5	All are open	Yes	Wholesalers	Same as usual [no change]	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	4	false	false	false	false	true	false	true	false	false	true	true	true	true	true	false	false	false	false	true	false	true	null	No change	null	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Ghana	Female	15-25	Ashanti	C1	23	1,996	Yes	Urban area	Money for food	5	Local infections	Yes	No	Yes	false	false	true	false	false	More than 5 times	Yes	Go to hospital	5	Some are open	No	null	More often than usual	Same as 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	My faith in GOD And the media awareness	HDX	2026-04-18
0.760784	1.047883	0.50585	0.40327	2020-04-07T00:00:00	Democratic Republic of the Congo	Male	15-25	Katanga	C1	25	1,994	Yes	Urban area	null	5	Other	No	Not sure	Yes	false	false	true	false	false	1-2 times	Yes	Go to doctor	5	Most are open	Yes	Discounters	Less often than usual	Bigger packsize than usual	No	null	Decreased	5	false	false	true	false	false	false	false	false	true	false	false	false	false	true	false	false	true	false	false	false	false	null	Consuming more	null	HDX	2026-04-18
0.913242	1.636364	1.045588	1.562522	2020-04-03T00:00:00	Ivory Coast (Cote D'Ivoire)	Male	36+	Yamoussoukro	C1	38	1,981	Yes	Rural area	null	5	Local infections	Yes	No	Yes	true	true	true	false	true	More than 5 times	Yes	Go to doctor	4	Most are open	No	null	Same as usual [no change]	Same as usual	No	null	Increased	3	true	true	false	false	true	true	false	false	true	true	true	true	false	false	false	true	false	false	true	true	true	Media outlets	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	South Africa	Male	36+	KwaZulu-Natal	B	38	1,981	Yes	Urban area	Staying at home	5	Contracting the disease	Yes	Not sure	Yes	true	false	false	false	false	0 times	Yes	Go to hospital	5	Some are open	Yes	Wholesalers	Same as usual [no change]	Same as usual	No	null	Decreased	5	false	false	true	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	true	false	false	null	Consuming more	My kids	HDX	2026-04-18
0.760784	1.112868	0.514948	0.435982	2020-04-06T00:00:00	Democratic Republic of the Congo	Male	36+	Nord-Kivu	C1	44	1,975	Yes	Urban area	null	5	Contracting the disease	Yes	No	No	false	false	false	false	false	More than 5 times	No	Go to hospital	5	Most are open	Yes	Other	Same as usual [no change]	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	false	false	true	false	false	false	true	false	false	true	true	true	true	true	false	false	false	true	false	false	false	null	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	South Africa	Male	36+	Western Cape	A	63	1,956	Yes	Urban area	Being isolated alone	5	Global infections	Yes	Yes - tested positive	Yes	true	true	true	false	false	3-5 times	Yes	Stay home	4	Most are open	No	null	Less often than usual	Same as usual	No	null	Decreased	4	false	false	false	true	false	true	false	false	false	false	true	true	false	true	true	false	false	false	true	false	true	null	Consuming more	Calling friends & family on phone.Watching comedy on TV	HDX	2026-04-18
1.458647	1.112868	1.628218	2.643056	2020-04-07T00:00:00	Democratic Republic of the Congo	Female	36+	Kasai Oriental	C1	37	1,982	Yes	Urban area	null	5	Travel restrictions	No	Not sure	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	1	Most are closed	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	true	true	true	true	true	true	false	false	false	false	true	false	false	null	No change	null	HDX	2026-04-18
1.104972	1.007519	1.01076	1.125259	2020-04-02T00:00:00	Ivory Coast (Cote D'Ivoire)	Female	15-25	Comoé	C2	21	1,998	Yes	Urban area	null	5	Other	No	No	Yes	false	false	false	true	false	3-5 times	No	Go to doctor	5	All are open	No	null	More often than usual	Same as usual	No	null	No change	5	true	false	false	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
0.937967	1.305404	1.113889	1.363874	2020-04-07T00:00:00	Benin	Male	36+	Cuoffo	C1	62	1,957	Yes	Rural area	null	5	Global infections	No	No	Yes	false	false	true	false	false	More than 5 times	Yes	Stay home	5	Most are closed	Yes	Other	Less often than usual	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	true	false	false	false	false	false	null	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-04T00:00:00	Ghana	Male	26-35	Western	B	30	1,989	Yes	Urban area	Convid-19	5	Local infections	Yes	No	Yes	true	false	false	false	false	3-5 times	Yes	Go to hospital	5	All are open	No	null	More often than usual	Same as usual	No	null	Decreased	3	true	false	false	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Media outlets	Consuming more	Science	HDX	2026-04-18
1.104972	0.619048	0.72855	0.498351	2020-04-02T00:00:00	Ivory Coast (Cote D'Ivoire)	Female	26-35	Abidjan	C1	27	1,992	Yes	Urban area	null	2	Contracting the disease	Yes	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to doctor	2	All are closed	Yes	Hypermarkets	Less often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Decreased	1	false	false	false	false	true	false	false	true	false	true	false	false	false	false	false	false	false	false	false	false	true	null	No change	null	HDX	2026-04-18
0.913242	1.007519	1.099011	1.01121	2020-04-03T00:00:00	Ivory Coast (Cote D'Ivoire)	Male	15-25	Zanzan	B	18	2,001	Yes	Urban area	null	5	Contracting the disease	No	No	Yes	false	false	true	false	false	More than 5 times	Yes	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	true	false	false	false	false	false	false	false	true	true	true	true	true	true	false	false	true	false	false	true	true	Media outlets	No change	null	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	South Africa	Female	36+	Limpopo	A	45	1,974	Yes	Rural area	Doing a lot of activities online	3	Contracting the disease	No	No	Yes	true	true	true	false	true	3-5 times	Yes	Go to hospital	5	Some are open	No	null	Same as usual [no change]	Same as usual	Yes	Purchase your usual brand	No change	3	false	false	false	true	false	true	false	true	true	false	true	true	true	false	false	true	false	false	true	false	true	null	No change	Sanitizer and washing my hands more often and always wearing gloves and a mask.	HDX	2026-04-18
1	1.853659	1	1.853659	2020-04-06T00:00:00	Rwanda	Female	36+	Southern Province	C1	36	1,983	Yes	Rural area	null	5	Local infections	No	No	Yes	true	false	false	false	false	More than 5 times	Yes	Stay home	5	Most are closed	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	true	true	true	true	true	true	false	false	false	false	true	false	false	null	Consuming more	null	HDX	2026-04-18
0.760784	1.047883	0.514948	0.410523	2020-04-07T00:00:00	Democratic Republic of the Congo	Male	15-25	Nord-Kivu	C1	20	1,999	Yes	Urban area	null	1	Contracting the disease	Yes	Yes - tested positive	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	1	All are closed	Yes	Wholesalers	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	false	true	false	Health organizations	Consuming more	null	HDX	2026-04-18
0.772201	0.68671	1.057143	0.560579	2020-04-03T00:00:00	Zambia	Male	26-35	Copperbelt	C1	29	1,990	Yes	Urban area	Job	5	Economic impact	Yes	Yes - tested positive	Yes	false	false	true	false	false	0 times	Yes	Go to doctor	5	Some are open	Yes	Supermarkets	Same as usual [no change]	Same as usual	Yes	Purchase your usual brand	No change	5	false	false	false	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	Governments	No change	Stay at home and washing my hands	HDX	2026-04-18
1.030303	1.044776	1	1.076436	2020-04-06T00:00:00	Nigeria	Female	26-35	Plateau	C2	26	1,993	Yes	Urban area	Lack of money for foodstuffs in this lockdown period	3	Economic impact	No	No	Yes	true	true	true	false	false	More than 5 times	No	Not sure	4	Some are open	Yes	Wholesalers	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	2	true	true	false	false	true	true	false	true	false	true	true	true	true	true	false	false	false	false	false	true	true	Media outlets	Consuming more	Social MediaMovies on tv	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	South Africa	Male	15-25	Northern Cape	A	19	2,000	Yes	Urban area	Staying at home	5	Economic impact	No	Yes - tested negative	Yes	true	false	false	false	true	1-2 times	Yes	Go to hospital	5	Most are closed	Yes	Supermarkets	More often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Increased	2	true	false	false	false	true	false	false	false	true	false	true	false	false	true	false	false	false	false	false	true	true	Friends/family	Consuming more	Staying at home and washing my hands	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	Ghana	Male	15-25	Greater Accra	C1	21	1,998	Yes	Urban area	The lockdown	5	Contracting the disease	Yes	No	Yes	true	true	true	false	false	More than 5 times	Yes	Stay home	5	Most are closed	Yes	Drugstores	Less often than usual	Same as usual	No	null	Decreased	4	true	true	false	false	true	false	false	false	false	true	true	true	true	true	false	false	false	false	true	true	true	Health organizations	Consuming more	What is really helping is me knowing the virus can spread so I try to adhere to all instructions given to prevent me getting infected and infecting othere	HDX	2026-04-18
0.970297	0.933333	1	0.905611	2020-04-02T00:00:00	Nigeria	Male	36+	Osun	D	39	1,980	Yes	Urban area	Food	5	Economic impact	Yes	Yes - tested positive	Yes	false	false	true	false	false	3-5 times	Yes	Go to hospital	5	Most are closed	No	null	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	4	false	false	false	false	true	true	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Media outlets	Consuming more	Government effort, spending time with the family and hope that things are getting better.	HDX	2026-04-18
1.41844	0.68671	0.379953	0.370096	2020-04-02T00:00:00	Zambia	Female	26-35	Lusaka	C1	26	1,993	Yes	Urban area	Finding employment	5	Local infections	Yes	No	No	false	false	false	false	false	1-2 times	No	Not sure	5	Most are open	No	null	Same as usual [no change]	Same as usual	No	null	No change	1	false	false	true	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Health organizations	Consuming less	I am with my family staying home and catching up on a few things. I read the bible and thinking of past old memories	HDX	2026-04-18
0.760784	1.112868	1.134194	0.960269	2020-04-07T00:00:00	Democratic Republic of the Congo	Male	36+	Bas-Congo	C1	36	1,983	Yes	Rural area	null	5	Other	Yes	No	Yes	false	false	true	false	false	More than 5 times	No	Go to hospital	5	All are open	No	null	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Increased	1	false	false	true	false	false	false	false	false	true	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	null	HDX	2026-04-18
0.772201	0.956959	2.211732	1.634392	2020-04-02T00:00:00	Zambia	Male	15-25	Eastern	C2	20	1,999	Yes	Rural area	Covid-19	5	Global infections	No	Not sure	Yes	false	false	true	false	false	0 times	Yes	Go to hospital	5	Most are closed	No	null	Less often than usual	Bigger packsize than usual	No	null	No change	5	false	false	true	false	false	false	false	false	false	true	true	true	true	true	false	true	false	false	false	false	false	null	Consuming more	Family	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	South Africa	Male	36+	Gauteng	A	36	1,983	Yes	Urban area	Weather	4	Local infections	Yes	No	Yes	true	true	true	false	true	3-5 times	Yes	Stay home	5	Most are open	No	null	Less often than usual	Same as usual	No	null	Decreased	4	false	false	false	true	true	true	false	true	false	false	true	true	true	false	false	true	true	false	false	true	true	Governments	Consuming more	Family	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	South Africa	Male	36+	Gauteng	A	39	1,980	Yes	Urban area	Staying indoors	5	Local infections	No	No	Yes	true	false	false	false	false	3-5 times	Yes	Go to hospital	5	All are open	No	null	Less often than usual	Bigger packsize than usual	No	null	Decreased	5	false	false	false	false	true	true	false	false	false	false	true	true	true	true	false	true	false	false	true	true	false	Governments	Consuming more	Praising god	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	South Africa	Female	15-25	Limpopo	A	19	2,000	Yes	Rural area	The overcrowded mall at my place	5	Local infections	No	No	Yes	false	false	true	false	false	More than 5 times	Yes	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	No change	5	false	false	false	true	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	null	No change	Spending time with my family	HDX	2026-04-18
0.772201	0.68671	0.379953	0.201481	2020-04-02T00:00:00	Zambia	Male	26-35	Lusaka	C1	26	1,993	Yes	Urban area	not working	5	Contracting the disease	Yes	No	Yes	false	false	true	false	false	More than 5 times	Yes	Go to hospital	5	All are open	No	null	Less often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Decreased	3	false	false	false	true	false	false	false	true	false	false	true	false	false	false	false	true	false	false	false	false	false	null	Consuming more	Hope	HDX	2026-04-18
0.760784	0.826885	1.628218	1.024282	2020-04-06T00:00:00	Democratic Republic of the Congo	Male	26-35	Kasai Oriental	C1	29	1,990	Yes	Urban area	null	5	Local infections	No	Not sure	Yes	false	false	true	false	false	More than 5 times	Yes	Go to hospital	5	Most are open	No	null	Less often than usual	Same as usual	Yes	Purchase your usual brand	No change	5	false	false	false	false	true	true	false	false	false	true	true	true	true	true	false	true	false	false	false	false	false	null	Consuming less	null	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	South Africa	Female	36+	Limpopo	A	49	1,970	Yes	Rural area	Being infected by the virus as people take it lightly	5	Local infections	Yes	No	Yes	false	false	true	false	false	3-5 times	No	Go to hospital	5	Some are open	Yes	Online	Less often than usual	Bigger packsize than usual	No	null	Decreased	5	true	false	false	true	false	true	false	false	true	true	false	true	true	true	false	true	false	false	true	true	true	Friends/family	Consuming less	More hygiene at home	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	Ghana	Male	15-25	Upper East	C1	24	1,995	Yes	Rural area	High cost of goods and services	5	Economic impact	Yes	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	5	Some are open	Yes	Discounters	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	true	true	true	false	true	true	true	Media outlets	Consuming more	The fact that one can prevent him/herself from contracting the coronavirus has helped me tosl stay positive and happy at this time.	HDX	2026-04-18
0.921659	0.894454	1.029298	0.848534	2020-04-02T00:00:00	Kenya	Male	26-35	Uasin Gishu	B	26	1,993	Yes	Urban area	Money	5	Contracting the disease	Yes	Yes - tested negative	Yes	false	false	true	false	true	3-5 times	No	Go to hospital	5	Most are closed	Yes	Supermarkets	Less often than usual	Same as usual	No	null	Decreased	3	false	false	false	false	true	false	false	true	false	true	true	true	true	true	true	true	true	false	true	true	true	Health organizations	Consuming less	Family and friends	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Mozambique	Male	36+	Manica	C1	48	1,971	Yes	Urban area	null	5	Contracting the disease	Yes	No	Yes	false	false	true	false	false	3-5 times	No	Go to hospital	5	Most are open	No	null	Same as usual [no change]	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	false	false	false	false	true	false	false	false	false	true	false	false	null	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Mozambique	Female	15-25	Inhambane	D	20	1,999	Yes	Urban area	null	5	Global infections	Yes	Not sure	Yes	false	false	false	false	true	3-5 times	Yes	Go to hospital	5	Some are open	Yes	Other	Less often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Decreased	5	false	false	false	false	true	false	false	true	false	true	true	true	true	true	false	false	false	false	true	true	true	Health organizations	Consuming more	null	HDX	2026-04-18
0.913242	1.636364	0.72855	1.088743	2020-04-02T00:00:00	Ivory Coast (Cote D'Ivoire)	Male	36+	Abidjan	B	39	1,980	Yes	Urban area	null	3	Contracting the disease	Yes	No	Yes	false	false	true	false	false	1-2 times	Yes	Stay home	4	All are open	No	null	More often than usual	Smaller packsize than usual	Yes	Purchase your usual brand	No change	2	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	true	null	Consuming more	null	HDX	2026-04-18
0.921659	1.090933	1.094126	1.100109	2020-04-02T00:00:00	Kenya	Male	15-25	Kirinyaga	B	24	1,995	Yes	Urban area	Food	5	Local infections	Yes	Yes - tested positive	Yes	false	false	false	false	true	3-5 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	5	true	false	false	false	true	false	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Health organizations	Consuming more	Tv	HDX	2026-04-18
0.913242	1.636364	1.005917	1.503239	2020-04-02T00:00:00	Ivory Coast (Cote D'Ivoire)	Male	36+	Bas-Sassandra	C1	42	1,977	Yes	Urban area	null	5	Contracting the disease	Yes	Not sure	No	false	false	false	false	false	3-5 times	Yes	Go to doctor	5	Most are open	No	null	Less often than usual	Same as usual	Yes	Purchase your usual brand	No change	5	false	false	false	false	true	true	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	2020-04-06T00:00:00	South Africa	Female	36+	Mpumalanga	A	56	1,963	Yes	Urban area	Internet signal to work from home.	4	Economic impact	Yes	Yes - tested negative	Yes	false	false	true	false	false	3-5 times	Yes	Go to doctor	5	Most are open	No	null	Less often than usual	Same as usual	No	null	Decreased	3	false	false	false	true	false	true	false	true	true	false	true	true	false	false	false	false	false	false	false	true	false	Media outlets	Consuming more	God, faith, friends	HDX	2026-04-18
1.104972	1.007519	1.011544	1.126132	2020-04-03T00:00:00	Ivory Coast (Cote D'Ivoire)	Female	15-25	Sassandra-Marahoué	C1	23	1,996	Yes	Urban area	null	5	Global infections	No	No	Yes	false	false	false	true	false	More than 5 times	Yes	Go to doctor	5	Most are open	Yes	Other	More often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	3	false	false	true	false	false	false	true	false	false	false	true	false	false	false	false	false	false	false	false	true	false	Media outlets	Consuming more	null	HDX	2026-04-18
1	0.790419	1	0.790419	2020-04-06T00:00:00	Rwanda	Male	15-25	Eastern Province	C1	25	1,994	Yes	Rural area	null	5	Economic impact	No	No	Yes	true	false	false	false	false	3-5 times	Yes	Go to doctor	5	Some are open	Yes	Supermarkets	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	No change	5	false	false	false	false	true	false	false	true	false	true	true	true	true	true	false	false	false	false	false	true	false	Media outlets	Consuming more	null	HDX	2026-04-18
0.772201	0.68671	0.379953	0.201481	2020-04-02T00:00:00	Zambia	Male	26-35	Lusaka	C1	26	1,993	Yes	Urban area	Employment	4	Contracting the disease	Yes	No	No	false	false	false	false	false	More than 5 times	No	Stay home	4	All are open	No	null	Same as usual [no change]	Same as usual	Yes	Purchase your usual brand	Decreased	3	false	false	false	false	true	false	false	false	false	true	true	true	true	true	false	true	false	false	false	false	false	null	No change	Child	HDX	2026-04-18
0.760784	1.112868	1.134194	0.960269	2020-04-06T00:00:00	Democratic Republic of the Congo	Male	36+	Bas-Congo	C1	38	1,981	Yes	Urban area	null	1	Economic impact	Yes	Not sure	Yes	false	false	true	false	false	More than 5 times	Yes	Go to hospital	1	Some are open	Yes	Supermarkets	Less often than usual	Same as usual	Yes	Switch to an alterative brand because it is cheaper	Increased	1	false	false	false	false	true	false	false	false	false	true	true	true	true	true	false	true	false	false	false	false	false	null	Consuming less	null	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	Mozambique	Male	15-25	Tete	C1	25	1,994	Yes	Urban area	null	5	Local infections	Yes	No	Yes	true	false	false	false	false	1-2 times	Yes	Go to hospital	5	Some are open	Yes	Supermarkets	Less 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	false	false	true	false	false	false	false	false	false	true	null	No change	null	HDX	2026-04-18
1.071705	0.886903	0.676688	0.64319	2020-04-03T00:00:00	Benin	Female	15-25	Littoral	A	24	1,995	Yes	Urban area	null	4	Contracting the disease	No	No	Yes	false	false	true	false	false	3-5 times	No	Go to doctor	4	Some are open	No	null	Same as usual [no change]	Same as usual	Yes	Purchase your usual brand	No change	4	false	false	false	true	false	false	false	false	true	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	Mozambique	Female	15-25	Zambézia	C2	24	1,995	Yes	Urban area	null	5	Local infections	No	No	Yes	false	false	true	false	false	More than 5 times	Yes	Go to hospital	5	All are open	Yes	Other	Less often than usual	Smaller packsize than usual	No	null	Decreased	1	false	false	true	false	false	false	true	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming less	null	HDX	2026-04-18
0.921659	1.090933	1.018187	1.023755	2020-04-02T00:00:00	Kenya	Male	15-25	Makueni	C1	22	1,997	Yes	Rural area	Lack of job opportunity	5	Economic impact	Yes	No	Yes	true	true	true	false	true	More than 5 times	No	Go to hospital	5	Most are closed	No	null	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	3	true	true	false	true	true	false	false	false	true	true	true	true	true	true	false	true	false	false	true	true	true	Media outlets	Consuming less	Because I'm aware of the pandemic and the measures to control infection by maintaining high hygiene	HDX	2026-04-18
0.937967	0.886903	1.113889	0.926628	2020-04-08T00:00:00	Benin	Male	15-25	Cuoffo	C2	24	1,995	Yes	Urban area	null	5	Travel restrictions	No	Yes - tested negative	Yes	false	false	true	false	false	0 times	Yes	Go to hospital	5	Some are open	No	null	Same as usual [no change]	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	false	true	false	false	null	Consuming less	null	HDX	2026-04-18
0.937967	0.886903	1.415294	1.177363	2020-04-08T00:00:00	Benin	Male	15-25	Borgou	C1	19	2,000	Yes	Urban area	null	5	Contracting the disease	No	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to doctor	5	All are closed	Yes	Other	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	No change	5	false	false	false	false	true	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	null	HDX	2026-04-18
1.458647	1.112868	0.50585	0.821136	2020-04-07T00:00:00	Democratic Republic of the Congo	Female	36+	Katanga	C1	39	1,980	Yes	Rural area	null	3	Contracting the disease	Yes	No	Yes	false	false	true	false	false	1-2 times	No	Go to doctor	3	Some are open	Yes	Supermarkets	Same as usual [no change]	Same as usual	Yes	Purchase your usual brand	Decreased	1	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	1	1	1	2020-04-03T00:00:00	Ghana	Male	15-25	Greater Accra	B	22	1,997	Yes	Urban area	schools being closed down temporarily	5	Global infections	No	No	Yes	false	false	true	false	false	1-2 times	Yes	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	5	false	false	true	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Governments	Consuming more	Social media	HDX	2026-04-18
1.41844	1.755676	0.875624	2.180584	2020-04-02T00:00:00	Zambia	Female	36+	Central	C1	39	1,980	Yes	Urban area	Lack of employment	5	Contracting the disease	Yes	Not sure	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	5	Most are open	Yes	Supermarkets	Less often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	false	false	true	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	true	false	Media outlets	Consuming more	Hope in God that this too shall pass	HDX	2026-04-18
0.921659	0.894454	0.969584	0.799307	2020-04-02T00:00:00	Kenya	Male	26-35	Siaya	B	30	1,989	Yes	Urban area	Rent	5	Economic impact	No	No	Yes	true	false	true	false	true	More than 5 times	Yes	Go to doctor	5	Most are closed	Yes	Supermarkets	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	1	false	false	false	false	true	false	false	false	false	true	true	true	true	false	false	true	false	false	true	true	true	Friends/family	Consuming more	Food	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Mozambique	Female	36+	Manica	B	44	1,975	Yes	Urban area	null	5	Contracting the disease	Yes	Not sure	Yes	true	false	false	false	false	3-5 times	Yes	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	5	false	false	false	true	false	true	false	false	false	true	true	true	true	true	false	false	true	false	true	false	true	null	Consuming less	null	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	South Africa	Female	15-25	Eastern Cape	B	24	1,995	Yes	Rural area	Is To Go To Town To Buy Needs	5	Travel restrictions	No	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to doctor	5	Most are closed	Yes	Online	More often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Increased	5	false	true	false	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	Always Stay Home.Use Sunitisers.Avoid Public Space.To Use Masks &glubs.	HDX	2026-04-18
1.071705	0.886903	0.760517	0.72287	2020-04-03T00:00:00	Benin	Female	15-25	Ouémé	C1	20	1,999	Yes	Rural area	null	5	Travel restrictions	No	Not sure	Yes	false	false	false	false	true	More than 5 times	Yes	Go to doctor	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	true	false	false	false	false	true	false	false	false	false	false	false	false	false	true	null	Consuming less	null	HDX	2026-04-18
1	1	1	1	2020-04-05T00:00:00	Ghana	Female	15-25	Eastern	C1	25	1,994	Yes	Urban area	The impact of the Coronavirus	5	Economic impact	Yes	No	Yes	true	true	true	false	false	More than 5 times	No	Stay home	5	Some are open	No	null	Less often than usual	Bigger packsize than usual	No	null	Decreased	4	true	false	false	false	true	false	false	false	true	false	true	true	true	false	true	true	false	false	true	true	true	Health organizations	Consuming more	My faith in God	HDX	2026-04-18
0.970297	0.933333	1	0.905611	2020-04-06T00:00:00	Nigeria	Male	36+	Zamfara	B	55	1,964	Yes	Urban area	Electricity	4	Economic impact	Yes	No	Yes	false	false	true	false	false	More than 5 times	No	Go to hospital	4	Most are open	No	null	Less often than usual	Smaller packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	2	false	false	false	false	true	false	false	false	false	true	true	true	true	true	false	false	false	false	true	false	false	null	Consuming more	Non spread of coronavirus in my state and region	HDX	2026-04-18
1.104972	1.007519	1.180115	1.313798	2020-04-05T00:00:00	Ivory Coast (Cote D'Ivoire)	Female	15-25	Goh-Djiboua	C2	19	2,000	Yes	Urban area	null	1	Global infections	No	Not sure	Yes	true	false	false	false	false	1-2 times	Yes	Go to hospital	5	Most are closed	No	null	More often than usual	Same as usual	Yes	Purchase your usual brand	Decreased	1	true	false	false	false	false	false	false	true	false	false	true	false	false	false	false	false	false	false	false	false	true	null	Consuming less	null	HDX	2026-04-18
0.970297	1.044776	1.142857	1.158564	2020-04-03T00:00:00	Nigeria	Male	26-35	Abia	C2	29	1,990	Yes	Urban area	Electricity	5	Global infections	Yes	No	Yes	true	false	false	false	false	3-5 times	Yes	Go to doctor	5	All are closed	Yes	Discounters	Less often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Decreased	2	true	false	false	false	false	false	false	false	false	false	true	false	false	false	false	false	false	false	false	true	false	Health organizations	Consuming more	Television	HDX	2026-04-18
1	0.768212	1	0.768212	2020-04-06T00:00:00	Rwanda	Male	26-35	Western Province	C1	29	1,990	Yes	Rural area	null	5	Contracting the disease	No	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	5	Most are open	Yes	Supermarkets	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	1	1	1	2020-04-06T00:00:00	South Africa	Male	36+	Western Cape	A	38	1,981	Yes	Urban area	Money	5	Contracting the disease	Yes	No	Yes	true	false	false	false	false	3-5 times	Yes	Go to doctor	5	Most are open	No	null	Less often than usual	Bigger packsize than usual	No	null	Decreased	3	false	false	false	true	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Friends/family	Consuming more	My family, the fact that my community is trying their best	HDX	2026-04-18
1.071705	0.8421	0.905484	0.817183	2020-04-03T00:00:00	Benin	Female	26-35	Atlantique	C1	28	1,991	Yes	Rural area	null	5	Contracting the disease	Yes	Yes - tested negative	No	false	false	false	false	false	1-2 times	No	Stay home	5	Some are open	No	null	Same as usual [no change]	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	true	false	false	false	false	false	null	Consuming more	null	HDX	2026-04-18
0.921659	1.090933	1.029298	1.034927	2020-04-02T00:00:00	Kenya	Male	15-25	Uasin Gishu	B	21	1,998	Yes	Urban area	Money	5	Economic impact	No	Yes - tested negative	Yes	false	false	true	false	false	More than 5 times	Yes	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	1	false	false	false	false	true	true	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Governments	Consuming more	Social media	HDX	2026-04-18
1	1	1	1	2020-04-05T00:00:00	Ghana	Male	36+	Upper West	C1	37	1,982	Yes	Urban area	Scare about thé spread corona variés as it comes aware	5	Contracting the disease	No	No	Yes	true	true	true	false	true	1-2 times	Yes	Go to hospital	5	All are open	No	null	Same as usual [no change]	Same as usual	Yes	Purchase your usual brand	Decreased	1	true	false	false	false	true	false	false	false	true	true	true	true	true	true	false	true	true	false	true	true	true	Media outlets	Consuming more	I believe God is in control and God will surely deliver Ghana from this virus very soon. All hands are on deck	HDX	2026-04-18
1	1	1	1	2020-04-02T00:00:00	South Africa	Male	26-35	Gauteng	A	30	1,989	Yes	Urban area	Not to go out to the mall to buy chicken licken hot wings	5	Contracting the disease	Yes	Yes - tested positive	Yes	true	false	false	false	false	More than 5 times	Yes	Go to doctor	5	Some are open	Yes	Supermarkets	Same as usual [no change]	Bigger packsize than usual	No	null	No change	3	false	false	false	true	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	No change	Social media, Radio, TV, PS4, my kids and family	HDX	2026-04-18
0.970297	1.044776	0.8	0.810995	2020-04-02T00:00:00	Nigeria	Male	26-35	Benue	D	28	1,991	Yes	Urban area	POOR TESTING KITS FOR CORONA VIRUS	5	Contracting the disease	Yes	No	Yes	true	false	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	Yes	Switch to an alterative brand because it is cheaper	Decreased	2	true	false	false	false	false	true	false	false	true	true	true	true	true	true	true	false	false	false	false	true	true	Media outlets	Consuming more	Relying on God to help us,	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	South Africa	Male	36+	Eastern Cape	B	54	1,965	Yes	Urban area	Covid 19	5	Global infections	Yes	Yes - tested positive	Yes	false	false	true	false	false	More than 5 times	Yes	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	true	false	false	false	false	false	false	true	false	false	false	false	false	false	false	true	false	false	null	Consuming more	Quarantin	HDX	2026-04-18
1.030303	1.044776	1	1.076436	2020-04-03T00:00:00	Nigeria	Female	26-35	Sokoto	C1	27	1,992	Yes	Urban area	Lack of money	5	Contracting the disease	Yes	Yes - tested positive	Yes	true	false	false	false	false	3-5 times	Yes	Go to hospital	5	Most are closed	Yes	Hypermarkets	Less often than usual	Same as 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	Other	Consuming more	Getting information,	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Mozambique	Male	15-25	Niassa	C1	21	1,998	Yes	Rural area	null	5	Other	Yes	No	Yes	true	false	false	false	false	3-5 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	true	false	true	false	false	false	false	false	false	false	false	false	true	null	Consuming less	null	HDX	2026-04-18
1.458647	0.826885	0.514948	0.621096	2020-04-07T00:00:00	Democratic Republic of the Congo	Female	26-35	Nord-Kivu	C1	29	1,990	Yes	Urban area	null	5	Global infections	No	Not sure	Yes	false	false	true	false	false	More than 5 times	No	Go to hospital	1	All are open	No	null	More often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Decreased	5	false	false	false	false	true	false	false	false	true	false	true	false	false	false	false	false	false	false	true	false	false	null	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	29	1,990	Yes	Rural area	null	5	Contracting the disease	Yes	No	Yes	false	false	false	false	true	0 times	Yes	Go to doctor	5	Some are open	Yes	Wholesalers	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	Consuming more	null	HDX	2026-04-18
1	1	1	1	2020-04-05T00:00:00	Mozambique	Female	36+	Sofala	E	36	1,983	Yes	Rural area	null	5	Contracting the disease	Yes	No	Yes	false	false	true	false	false	More than 5 times	Yes	Go to doctor	5	Some are open	Yes	Hypermarkets	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	No change	null	HDX	2026-04-18
0.772201	0.68671	0.379953	0.201481	2020-04-03T00:00:00	Zambia	Male	26-35	Lusaka	C1	28	1,991	Yes	Urban area	Weather	5	Economic impact	Yes	Yes - tested negative	Yes	true	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	Decreased	5	false	false	false	false	true	true	false	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Media outlets	Consuming more	Awareness about the disease and measures taken by the government in relation to the prevention	HDX	2026-04-18
1	1	1	1	2020-04-03T00:00:00	South Africa	Male	36+	Gauteng	A	65	1,954	Yes	Urban area	Keep healthy	5	Economic impact	No	No	Yes	true	true	true	false	true	3-5 times	Yes	Go to hospital	5	All are open	No	null	Less often than usual	Same as usual	No	null	Decreased	2	false	false	false	true	false	true	false	true	true	true	true	true	true	true	false	false	false	false	true	false	true	null	Consuming more	Isolation in my home with lots to keep me busy	HDX	2026-04-18
1.030303	1.034483	1	1.065831	2020-04-02T00:00:00	Nigeria	Female	15-25	Cross River	C2	24	1,995	Yes	Urban area	Getting water	5	Contracting the disease	Yes	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	Yes	Switch to an alterative brand because it is cheaper	Decreased	2	false	false	false	false	true	true	false	false	true	true	true	true	true	true	true	true	true	false	false	true	true	Media outlets	No change	Practicing good hygieneBonding more with familySocial media	HDX	2026-04-18
0.921659	1.090933	0.984658	0.990042	2020-04-02T00:00:00	Kenya	Male	15-25	Turkana	B	20	1,999	Yes	Urban area	Am having a family and the place where i always do business is now closed...	5	Global infections	Yes	Yes - tested negative	Yes	false	false	false	false	true	More than 5 times	Yes	Go to hospital	5	Some are open	Yes	Wholesalers	Less often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	No change	5	true	false	false	false	false	false	false	false	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	Self Quarantine	HDX	2026-04-18
1.030303	1.034483	1	1.065831	2020-04-02T00:00:00	Nigeria	Female	15-25	Plateau	C1	25	1,994	Yes	Urban area	Corona virus outbreak	5	Contracting the disease	Yes	No	Yes	true	false	true	true	true	3-5 times	Yes	Go to hospital	5	Some are open	Yes	Wholesalers	More often than usual	Bigger packsize than usual	Yes	Switch to an alterative brand because it is cheaper	Decreased	2	false	true	true	false	true	true	false	false	true	true	true	true	true	true	true	false	true	false	true	true	true	Media outlets	Consuming more	Spending time with family	HDX	2026-04-18
1	0.790419	1	0.790419	2020-04-06T00:00:00	Rwanda	Male	15-25	Kigali	C1	24	1,995	Yes	Urban area	null	3	Contracting the disease	No	No	Yes	true	false	false	false	false	3-5 times	Yes	Stay home	5	All are open	No	null	Less often than usual	Same as usual	No	null	Decreased	5	false	false	false	false	true	false	true	false	false	true	true	true	true	true	false	false	false	false	false	true	false	Health organizations	No change	null	HDX	2026-04-18
1	1	1	1	2020-04-06T00:00:00	Ghana	Female	15-25	Northern	B	25	1,994	Yes	Urban area	My inability to go to town due to the pandemic	5	Local infections	No	No	Yes	true	false	true	false	true	More than 5 times	Yes	Go to hospital	3	All are open	Yes	Wholesalers	Less often than usual	Same as usual	No	null	Decreased	5	true	false	false	true	true	true	false	false	false	true	true	true	true	true	true	false	false	false	false	true	true	Media outlets	Consuming more	I believe that when you leave stay safe and obey the precautionary measures l will be saved	HDX	2026-04-18
1.41844	0.956959	0.379953	0.515744	2020-04-02T00:00:00	Zambia	Female	15-25	Lusaka	C1	20	1,999	Yes	Urban area	Coronavirus	5	Contracting the disease	Yes	No	Yes	false	false	true	false	false	3-5 times	Yes	Go to doctor	5	Most are open	Yes	Supermarkets	Less often than usual	Bigger packsize than usual	Yes	Purchase your usual brand	Decreased	1	true	false	false	false	false	true	false	false	false	true	true	true	true	true	false	false	false	false	true	false	false	null	Consuming more	The videos how to stop the spread	HDX	2026-04-18
1	1	1	1	2020-04-07T00:00:00	Ghana	Female	36+	Brong Ahafo	C1	57	1,962	Yes	Urban area	Lack of water	4	Economic impact	Yes	No	Yes	true	false	false	false	false	More than 5 times	Yes	Go to hospital	5	Most are closed	No	null	More 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	false	true	true	true	true	true	false	false	false	false	false	false	true	null	Consuming more	Clear Conscience	HDX	2026-04-18

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