Africa Education¶

This example uses the 'Africa Education' dataset to predict student performance. You can download the Jupyter Notebook of the study here.

COUNTRY : COUNTRY ID
REGION : REGION ID
SCHOOL : SCHOOL ID
PUPIL : STUDENT ID
province : School Province
schoolname : School Name
lat : School Latitude
long : School Longitude
country_long : Country Name
zralocp : Student's standardized reading score
zmalocp : Student's standardized mathematics score
ZRALEVP : Student's reading level
ZMALEVP : Student's mathematics competency level
zraloct : Teacher's standardized reading score
zmaloct : Teacher's standardized mathematics score
ZRALEVT : Student's reading competency level Teacher
ZMALEVT : Student's mathematics competency level Teacher
zsdist : School average distance from clinic, road, public, library, book shop & secondary school
XNUMYRS : Teacher's years of teaching
numstu : Number of students at each school
PSEX : Student's sex
PNURSERY : Student preschool
PENGLISH : Student speaks English at home
PMALIVE : Student's biological mother alive
PFALIVE : Student's biological father alive
PTRAVEL : Travels to school
PTRAVEL2 : Means of transportation to school
PMOTHER : Mother's education
PFATHER : Father's education
PLIGHT : Source of lighting
PABSENT : Days absent
PREPEAT : Years repeated
STYPE : School type
SLOCAT : School location
SQACADEM : Academic qualifications
XSEX : Teacher's sex
XAGE : Teacher's age
XQPERMNT : Teacher's employment status
XQPROFES : Teacher's training
zpsibs : Student's number of siblings
zpsit : Seating location
zpmealsc : Free school meals
zphmwkhl : Homework help
zpses : Student's socioeconomic status
PAGE : Student's Age
SINS2006 : School inspection
SPUPPR04 : Student dropout
SPUPPR06 : Student cheats
SPUPPR07 : Student uses abusive language
SPUPPR08 : Student vandalism
SPUPPR09 : Student theft
SPUPPR10 : Student bullies students
SPUPPR11 : Student bullies staff
SPUPPR12 : Student injures staff
SPUPPR13 : Student sexually harrasses students
SPUPPR14 : Student sexually harrasses teachers
SPUPPR15 : Student drug abuse
SPUPPR16 : Student alcohol abuse
SPUPPR17 : Student fights
STCHPR04 : Teacher bullies students
STCHPR05 : Teacher sexually harasses teachers
STCHPR06 : Teacher sexually harasses students
STCHPR07 : Teacher uses abusive language
STCHPR08 : Teacher drug abuse
STCHPR09 : Teacher alcohol abuse

We will follow the data science cycle (Data Exploration - Data Preparation - Data Modeling - Model Evaluation - Model Deployment) to solve this problem.

Initialization¶

This example uses the following version of VerticaPy:

In [1]:

import verticapy as vp
vp.__version__

Out[1]:

'0.9.0'

Connect to Vertica. This example uses an existing connection called "VerticaDSN." For details on how to create a connection, use see the connection tutorial.

In [2]:

vp.connect("VerticaDSN")

Let's create a Virtual DataFrame of the dataset. The dataset is available here.

In [3]:

africa = vp.read_csv("data/africa_education.csv")
display(africa)

	123 PABSENT Int	Abc STCHPR05 Varchar(20)	Abc SPUPPR16 Varchar(20)	Abc zpmealsc Varchar(38)	Abc PREPEAT Varchar(20)	123 zmaloct Float	123 zpses Numeric(7,3)	Abc SPUPPR06 Varchar(20)	123 zraloct Float	Abc COUNTRY Varchar(20)	Abc XSEX Varchar(20)	🌎 lon Numeric(11,7)	123 zralocp Float	Abc district Varchar(46)	123 SCHOOL Int	123 ZRALEVP Int	Abc SPUPPR13 Varchar(20)	123 ZRALEVT Numeric(6,3)	Abc SPUPPR09 Varchar(20)	Abc SPUPPR10 Varchar(20)	Abc zpsit Varchar(54)	Abc PNURSERY Varchar(38)	Abc STCHPR08 Varchar(20)	Abc country_long Varchar(24)	Abc XQPROFES Varchar(20)	...	123 zsdist Numeric(7,2)	Abc PSEX Varchar(20)	Abc SLOCAT Varchar(20)	123 ZMALEVP Numeric(6,3)	Abc province Varchar(44)	Abc zphmwkhl Varchar(56)	Abc XQPERMNT Varchar(36)	Abc SPUPPR04 Varchar(20)	Abc SPUPPR11 Varchar(20)	Abc STCHPR07 Varchar(20)	Abc SQACADEM Varchar(22)	Abc STCHPR04 Varchar(20)	123 SINS2006 Numeric(7,3)	123 numstu Int	123 ZMALEVT Numeric(6,3)	010 PFALIVE Boolean	Abc STCHPR09 Varchar(20)	Abc SPUPPR15 Varchar(20)	Abc PENGLISH Varchar(32)	Abc SPUPPR12 Varchar(20)	123 zpsibs Int	123 XAGE Numeric(7,3)	Abc SPUPPR08 Varchar(20)	123 PAGE Int	Abc Varchar(116)
1	0	NEVER	NEVER	No	NEVER	469.293690770499	15.0	SOMETIMES	[null]	SOU	FEMALE	30.867464	726.682103722197	KZ	500214970	8	SOMETIMES	[null]	SOMETIMES	OFTEN	I have my own sitting place	THREE OR MORE YEARS	NEVER	South Africa	3 YRS TT	...	3.0	GIRL	LARGE CITY	5.0	UMLAZI	Most of time/Always corrects	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	A-LEVEL	SOMETIMES	0.0	24	3.0	❌	NEVER	NEVER	ALL THE TIME	NEVER	1	48.0	SOMETIMES	12
2	0	NEVER	NEVER	No	NEVER	492.584863319675	5.0	SOMETIMES	581.994282503848	NAM	FEMALE	16.252329	428.150211557773	Windhoek Rural	8800	3	NEVER	6.0	SOMETIMES	SOMETIMES	I have my own sitting place	THREE OR MORE YEARS	NEVER	Namibia	>3 YRS TT	...	1.6	BOY	LARGE CITY	2.0	Khomas	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	SOMETIMES	2.0	23	3.0	✅	NEVER	NEVER	SOMETIMES	NEVER	8	34.0	SOMETIMES	14
3	0	NEVER	NEVER	No	NEVER	492.584863319675	7.0	SOMETIMES	581.994282503848	NAM	FEMALE	16.252329	533.542461027961	Windhoek Rural	8800	5	NEVER	6.0	SOMETIMES	SOMETIMES	I have my own sitting place	ONE YEAR	NEVER	Namibia	>3 YRS TT	...	1.6	BOY	LARGE CITY	4.0	Khomas	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	SOMETIMES	2.0	23	3.0	✅	NEVER	NEVER	SOMETIMES	NEVER	3	34.0	SOMETIMES	13
4	0	NEVER	NEVER	No	NEVER	492.584863319675	8.0	SOMETIMES	581.994282503848	NAM	FEMALE	16.252329	551.091939672771	Windhoek Rural	8800	5	NEVER	6.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Namibia	>3 YRS TT	...	1.6	BOY	LARGE CITY	3.0	Khomas	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	SOMETIMES	2.0	23	3.0	✅	NEVER	NEVER	SOMETIMES	NEVER	0	34.0	SOMETIMES	12
5	0	NEVER	NEVER	No	NEVER	492.584863319675	9.0	SOMETIMES	581.994282503848	NAM	FEMALE	16.252329	578.46531125462	Windhoek Rural	8800	6	NEVER	6.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Namibia	>3 YRS TT	...	1.6	GIRL	LARGE CITY	4.0	Khomas	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	SOMETIMES	2.0	23	3.0	✅	NEVER	NEVER	SOMETIMES	NEVER	4	34.0	SOMETIMES	13
6	0	NEVER	NEVER	No	NEVER	492.584863319675	11.0	SOMETIMES	581.994282503848	NAM	FEMALE	16.252329	588.003071387669	Windhoek Rural	8800	6	NEVER	6.0	SOMETIMES	SOMETIMES	I have my own sitting place	TWO YEARS	NEVER	Namibia	>3 YRS TT	...	1.6	GIRL	LARGE CITY	3.0	Khomas	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	SOMETIMES	2.0	23	3.0	✅	NEVER	NEVER	MOST OF THE TIME	NEVER	2	34.0	SOMETIMES	12
7	0	NEVER	NEVER	No	NEVER	492.584863319675	11.0	SOMETIMES	581.994282503848	NAM	FEMALE	16.252329	664.972795661372	Windhoek Rural	8800	7	NEVER	6.0	SOMETIMES	SOMETIMES	I have my own sitting place	ONE YEAR	NEVER	Namibia	>3 YRS TT	...	1.6	GIRL	LARGE CITY	3.0	Khomas	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	SOMETIMES	2.0	23	3.0	✅	NEVER	NEVER	MOST OF THE TIME	NEVER	3	34.0	SOMETIMES	12
8	0	NEVER	NEVER	No	NEVER	492.584863319675	12.0	SOMETIMES	581.994282503848	NAM	FEMALE	16.252329	618.237771009434	Windhoek Rural	8800	6	NEVER	6.0	SOMETIMES	SOMETIMES	I have my own sitting place	ONE YEAR	NEVER	Namibia	>3 YRS TT	...	1.6	GIRL	LARGE CITY	4.0	Khomas	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	SOMETIMES	2.0	23	3.0	✅	NEVER	NEVER	SOMETIMES	NEVER	1	34.0	SOMETIMES	12
9	0	NEVER	NEVER	No	NEVER	492.584863319675	12.0	SOMETIMES	581.994282503848	NAM	FEMALE	16.252329	524.863099306887	Windhoek Rural	8800	5	NEVER	6.0	SOMETIMES	SOMETIMES	I have my own sitting place	ONE YEAR	NEVER	Namibia	>3 YRS TT	...	1.6	GIRL	LARGE CITY	3.0	Khomas	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	SOMETIMES	2.0	23	3.0	✅	NEVER	NEVER	SOMETIMES	NEVER	2	34.0	SOMETIMES	14
10	0	NEVER	NEVER	No	NEVER	496.97305524923	10.0	NEVER	601.83282358059	MOZ	FEMALE	37.382725	577.225402437324	Muecate	61375	6	NEVER	6.0	NEVER	NEVER	I have my own sitting place	NEVER	NEVER	Mozambique	2 YRS TT	...	1.0	GIRL	LARGE CITY	3.0	Nampula	Most of time/Always corrects	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	SENIOR SEC	NEVER	7.0	22	3.0	✅	NEVER	NEVER	ALL THE TIME	NEVER	4	34.0	SOMETIMES	13
11	0	NEVER	NEVER	No	NEVER	533.203768103504	3.0	NEVER	715.046036359878	ZAN	FEMALE	39.8083	417.181787404767	NORTH 'A'	25	3	NEVER	8.0	OFTEN	NEVER	I have my own sitting place	NEVER	NEVER	Zanzibar	2 YRS TT	...	11.4	BOY	RURAL	2.0	NORTH UNGUJA	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	A-LEVEL	SOMETIMES	4.0	25	4.0	✅	NEVER	NEVER	ALL THE TIME	NEVER	7	26.0	OFTEN	13
12	0	NEVER	NEVER	No	NEVER	533.203768103504	3.0	NEVER	715.046036359878	ZAN	FEMALE	39.8083	584.760232942433	NORTH 'A'	25	6	NEVER	8.0	OFTEN	NEVER	I have my own sitting place	NEVER	NEVER	Zanzibar	2 YRS TT	...	11.4	BOY	RURAL	2.0	NORTH UNGUJA	Most of time/Always corrects	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	A-LEVEL	SOMETIMES	4.0	25	4.0	❌	NEVER	NEVER	ALL THE TIME	NEVER	2	26.0	OFTEN	13
13	0	NEVER	NEVER	No	NEVER	533.203768103504	4.0	NEVER	715.046036359878	ZAN	FEMALE	39.8083	447.321109425201	NORTH 'A'	25	3	NEVER	8.0	OFTEN	NEVER	I have my own sitting place	NEVER	NEVER	Zanzibar	2 YRS TT	...	11.4	BOY	RURAL	2.0	NORTH UNGUJA	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	A-LEVEL	SOMETIMES	4.0	25	4.0	✅	NEVER	NEVER	ALL THE TIME	NEVER	7	26.0	OFTEN	14
14	0	NEVER	NEVER	No	NEVER	533.203768103504	5.0	NEVER	715.046036359878	ZAN	FEMALE	39.8083	476.220522628338	NORTH 'A'	25	4	NEVER	8.0	OFTEN	NEVER	I have my own sitting place	NEVER	NEVER	Zanzibar	2 YRS TT	...	11.4	BOY	RURAL	2.0	NORTH UNGUJA	Most of time/Always corrects	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	A-LEVEL	SOMETIMES	4.0	25	4.0	✅	NEVER	NEVER	ALL THE TIME	NEVER	5	26.0	OFTEN	14
15	0	NEVER	NEVER	No	NEVER	533.203768103504	5.0	NEVER	715.046036359878	ZAN	FEMALE	39.8083	485.758282761387	NORTH 'A'	25	4	NEVER	8.0	OFTEN	NEVER	I have my own sitting place	NEVER	NEVER	Zanzibar	2 YRS TT	...	11.4	GIRL	RURAL	2.0	NORTH UNGUJA	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	A-LEVEL	SOMETIMES	4.0	25	4.0	❌	NEVER	NEVER	ALL THE TIME	NEVER	2	26.0	OFTEN	14
16	0	NEVER	NEVER	No	NEVER	533.203768103504	6.0	NEVER	715.046036359878	ZAN	FEMALE	39.8083	466.68276249529	NORTH 'A'	25	4	NEVER	8.0	OFTEN	NEVER	I have my own sitting place	A FEW MONTHS	NEVER	Zanzibar	2 YRS TT	...	11.4	BOY	RURAL	2.0	NORTH UNGUJA	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	A-LEVEL	SOMETIMES	4.0	25	4.0	✅	NEVER	NEVER	ALL THE TIME	NEVER	9	26.0	OFTEN	13
17	0	NEVER	NEVER	No	NEVER	533.203768103504	6.0	NEVER	715.046036359878	ZAN	FEMALE	39.8083	619.57305742806	NORTH 'A'	25	7	NEVER	8.0	OFTEN	NEVER	I have my own sitting place	A FEW MONTHS	NEVER	Zanzibar	2 YRS TT	...	11.4	GIRL	RURAL	3.0	NORTH UNGUJA	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	A-LEVEL	SOMETIMES	4.0	25	4.0	✅	NEVER	NEVER	ALL THE TIME	NEVER	5	26.0	OFTEN	13
18	0	NEVER	NEVER	No	NEVER	533.203768103504	7.0	NEVER	715.046036359878	ZAN	FEMALE	39.8083	523.813945692251	NORTH 'A'	25	5	NEVER	8.0	OFTEN	NEVER	I have my own sitting place	NEVER	NEVER	Zanzibar	2 YRS TT	...	11.4	GIRL	RURAL	2.0	NORTH UNGUJA	Most of time/Always corrects	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	A-LEVEL	SOMETIMES	4.0	25	4.0	✅	NEVER	NEVER	ALL THE TIME	NEVER	4	26.0	OFTEN	12
19	0	NEVER	NEVER	No	NEVER	533.203768103504	8.0	NEVER	715.046036359878	ZAN	FEMALE	39.8083	619.57305742806	NORTH 'A'	25	7	NEVER	8.0	OFTEN	NEVER	I have my own sitting place	NEVER	NEVER	Zanzibar	2 YRS TT	...	11.4	GIRL	RURAL	3.0	NORTH UNGUJA	Most of time/Always corrects	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	A-LEVEL	SOMETIMES	4.0	25	4.0	✅	NEVER	NEVER	ALL THE TIME	NEVER	6	26.0	OFTEN	12
20	0	NEVER	NEVER	No	NEVER	533.203768103504	8.0	NEVER	715.046036359878	ZAN	FEMALE	39.8083	607.460102059088	NORTH 'A'	25	6	NEVER	8.0	OFTEN	NEVER	I have my own sitting place	NEVER	NEVER	Zanzibar	2 YRS TT	...	11.4	BOY	RURAL	3.0	NORTH UNGUJA	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	A-LEVEL	SOMETIMES	4.0	25	4.0	✅	NEVER	NEVER	ALL THE TIME	NEVER	6	26.0	OFTEN	14
21	0	NEVER	NEVER	No	NEVER	538.154548741976	3.0	NEVER	601.83282358059	MOZ	MALE	36.792721	422.618310680605	Macomia	10577	3	NEVER	6.0	NEVER	NEVER	I have my own sitting place	NEVER	NEVER	Mozambique	3 YRS TT	...	1.2	BOY	LARGE CITY	1.0	Cabo Delgado	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	JUNIOR SEC	NEVER	0.0	23	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	0	38.0	NEVER	14
22	0	NEVER	NEVER	No	NEVER	538.154548741976	5.0	NEVER	648.090960225876	MOZ	MALE	36.792721	422.618310680605	Macomia	10577	3	NEVER	7.0	NEVER	NEVER	I have my own sitting place	NEVER	NEVER	Mozambique	3 YRS TT	...	1.2	BOY	LARGE CITY	3.0	Cabo Delgado	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	JUNIOR SEC	NEVER	0.0	23	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	6	26.0	NEVER	14
23	0	NEVER	NEVER	No	NEVER	538.154548741976	7.0	NEVER	601.83282358059	MOZ	MALE	36.792721	453.902163917004	Macomia	10577	3	NEVER	6.0	NEVER	NEVER	I have my own sitting place	NEVER	NEVER	Mozambique	3 YRS TT	...	1.2	GIRL	LARGE CITY	3.0	Cabo Delgado	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	JUNIOR SEC	NEVER	0.0	23	4.0	❌	NEVER	NEVER	ALL THE TIME	NEVER	4	38.0	NEVER	15
24	0	NEVER	NEVER	No	NEVER	538.154548741976	7.0	NEVER	648.090960225876	MOZ	MALE	36.792721	433.300602029619	Macomia	10577	3	NEVER	7.0	NEVER	NEVER	I have my own sitting place	NEVER	NEVER	Mozambique	3 YRS TT	...	1.2	GIRL	LARGE CITY	3.0	Cabo Delgado	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	JUNIOR SEC	NEVER	0.0	23	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	4	26.0	NEVER	11
25	0	NEVER	NEVER	No	NEVER	538.154548741976	8.0	NEVER	648.090960225876	MOZ	MALE	36.792721	514.180807957872	Macomia	10577	5	NEVER	7.0	NEVER	NEVER	I have my own sitting place	NEVER	NEVER	Mozambique	3 YRS TT	...	1.2	BOY	LARGE CITY	3.0	Cabo Delgado	Most of time/Always corrects	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	JUNIOR SEC	NEVER	0.0	23	4.0	✅	NEVER	NEVER	ALL THE TIME	NEVER	6	26.0	NEVER	11
26	0	NEVER	NEVER	No	NEVER	538.154548741976	10.0	NEVER	601.83282358059	MOZ	MALE	36.792721	514.180807957872	Macomia	10577	5	NEVER	6.0	NEVER	NEVER	I have my own sitting place	ONE YEAR	NEVER	Mozambique	3 YRS TT	...	1.2	GIRL	LARGE CITY	2.0	Cabo Delgado	Most of time/Always corrects	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	JUNIOR SEC	NEVER	0.0	23	4.0	❌	NEVER	NEVER	SOMETIMES	NEVER	2	38.0	NEVER	16
27	0	NEVER	NEVER	No	NEVER	556.49494065268	2.0	NEVER	613.278135740248	MOZ	MALE	38.269127	555.383931732643	MaÃ¹a	70290	5	SOMETIMES	6.0	NEVER	SOMETIMES	I have my own sitting place	NEVER	NEVER	Mozambique	2 YRS TT	...	1.2	BOY	SMALLTOWN	2.0	Niassa	Most of time/Always corrects	TEMPORARY GOVT	SOMETIMES	SOMETIMES	NEVER	JUNIOR SEC	NEVER	2.0	7	4.0	❌	NEVER	NEVER	ALL THE TIME	NEVER	11	24.0	NEVER	15
28	0	NEVER	NEVER	No	NEVER	556.49494065268	3.0	NEVER	613.278135740248	MOZ	MALE	38.269127	494.15151167847	MaÃ¹a	70290	4	SOMETIMES	6.0	NEVER	SOMETIMES	I have my own sitting place	NEVER	NEVER	Mozambique	2 YRS TT	...	1.2	BOY	SMALLTOWN	3.0	Niassa	Most of time/Always corrects	TEMPORARY GOVT	SOMETIMES	SOMETIMES	NEVER	JUNIOR SEC	NEVER	2.0	7	4.0	❌	NEVER	NEVER	ALL THE TIME	NEVER	2	24.0	NEVER	15
29	0	NEVER	NEVER	No	NEVER	568.421821281727	6.0	SOMETIMES	715.332169163869	NAM	FEMALE	15.699697	473.168439385763	Ongwediva	8283	4	SOMETIMES	8.0	SOMETIMES	SOMETIMES	I have my own sitting place	TWO YEARS	NEVER	Namibia	3 YRS TT	...	9.6	BOY	RURAL	4.0	Oshana	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	TERTIARY ED	NEVER	1.0	25	4.0	❌	NEVER	NEVER	SOMETIMES	NEVER	1	43.0	SOMETIMES	12
30	0	NEVER	NEVER	No	NEVER	568.421821281727	6.0	SOMETIMES	715.332169163869	NAM	FEMALE	15.699697	398.773910347983	Ongwediva	8283	2	SOMETIMES	8.0	SOMETIMES	SOMETIMES	I have my own sitting place	A FEW MONTHS	NEVER	Namibia	3 YRS TT	...	9.6	GIRL	RURAL	2.0	Oshana	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	TERTIARY ED	NEVER	1.0	25	4.0	❌	NEVER	NEVER	NEVER	NEVER	7	43.0	SOMETIMES	12
31	0	NEVER	NEVER	No	NEVER	568.421821281727	7.0	SOMETIMES	715.332169163869	NAM	FEMALE	15.699697	516.183737585812	Ongwediva	8283	5	SOMETIMES	8.0	SOMETIMES	SOMETIMES	I have my own sitting place	THREE OR MORE YEARS	NEVER	Namibia	3 YRS TT	...	9.6	BOY	RURAL	3.0	Oshana	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	TERTIARY ED	NEVER	1.0	25	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	4	43.0	SOMETIMES	11
32	0	NEVER	NEVER	No	NEVER	568.421821281727	8.0	SOMETIMES	715.332169163869	NAM	FEMALE	15.699697	473.168439385763	Ongwediva	8283	4	SOMETIMES	8.0	SOMETIMES	SOMETIMES	I have my own sitting place	THREE OR MORE YEARS	NEVER	Namibia	3 YRS TT	...	9.6	BOY	RURAL	2.0	Oshana	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	TERTIARY ED	NEVER	1.0	25	4.0	❌	NEVER	NEVER	SOMETIMES	NEVER	1	43.0	SOMETIMES	12
33	0	NEVER	NEVER	No	NEVER	568.421821281727	8.0	SOMETIMES	715.332169163869	NAM	FEMALE	15.699697	437.40183888683	Ongwediva	8283	3	SOMETIMES	8.0	SOMETIMES	SOMETIMES	I have my own sitting place	TWO YEARS	NEVER	Namibia	3 YRS TT	...	9.6	GIRL	RURAL	3.0	Oshana	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	TERTIARY ED	NEVER	1.0	25	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	4	43.0	SOMETIMES	11
34	0	NEVER	NEVER	No	NEVER	568.421821281727	11.0	SOMETIMES	715.332169163869	NAM	FEMALE	15.699697	542.221822749035	Ongwediva	8283	5	SOMETIMES	8.0	SOMETIMES	SOMETIMES	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	9.6	GIRL	RURAL	2.0	Oshana	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	TERTIARY ED	NEVER	1.0	25	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	8	43.0	SOMETIMES	11
35	0	NEVER	NEVER	No	NEVER	573.822672887333	[null]	NEVER	648.090960225876	MOZ	MALE	35.740688	411.84064173026	Marromeu	80506	2	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Mozambique	2 YRS TT	...	7.4	GIRL	SMALLTOWN	1.0	Sofala	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	NEVER	1.0	16	4.0	✅	SOMETIMES	NEVER	ALL THE TIME	NEVER	0	50.0	NEVER	14
36	0	NEVER	NEVER	No	NEVER	573.822672887333	[null]	NEVER	648.090960225876	MOZ	MALE	35.740688	504.070782216841	Marromeu	80506	4	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Mozambique	2 YRS TT	...	7.4	BOY	SMALLTOWN	4.0	Sofala	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	NEVER	1.0	16	4.0	❌	SOMETIMES	NEVER	ALL THE TIME	NEVER	0	50.0	NEVER	17
37	0	NEVER	NEVER	No	NEVER	573.822672887333	[null]	NEVER	648.090960225876	MOZ	MALE	35.740688	433.300602029619	Marromeu	80506	3	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Mozambique	2 YRS TT	...	7.4	GIRL	SMALLTOWN	3.0	Sofala	Most of time/Always corrects	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	NEVER	1.0	16	4.0	✅	SOMETIMES	NEVER	ALL THE TIME	NEVER	0	50.0	NEVER	12
38	0	NEVER	NEVER	No	NEVER	573.822672887333	[null]	NEVER	648.090960225876	MOZ	MALE	35.740688	524.290833698904	Marromeu	80506	5	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Mozambique	2 YRS TT	...	7.4	GIRL	SMALLTOWN	3.0	Sofala	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	NEVER	1.0	16	4.0	✅	SOMETIMES	NEVER	ALL THE TIME	NEVER	0	50.0	NEVER	12
39	0	NEVER	NEVER	No	NEVER	573.822672887333	[null]	NEVER	648.090960225876	MOZ	MALE	35.740688	464.107567259366	Marromeu	80506	4	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Mozambique	2 YRS TT	...	7.4	BOY	SMALLTOWN	2.0	Sofala	Most of time/Always corrects	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	NEVER	1.0	16	4.0	❌	SOMETIMES	NEVER	SOMETIMES	NEVER	4	50.0	NEVER	17
40	0	NEVER	NEVER	No	NEVER	573.822672887333	4.0	NEVER	709.132625077388	MOZ	FEMALE	35.740688	433.300602029619	Marromeu	80506	3	NEVER	8.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Mozambique	2 YRS TT	...	7.4	GIRL	SMALLTOWN	[null]	Sofala	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	NEVER	1.0	16	4.0	✅	SOMETIMES	NEVER	SOMETIMES	NEVER	7	29.0	NEVER	17
41	0	NEVER	NEVER	No	NEVER	584.624376098545	2.0	SOMETIMES	727.826634938163	NAM	MALE	14.627602	418.612451424724	Okongo	8238	3	NEVER	8.0	SOMETIMES	OFTEN	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	48.2	GIRL	RURAL	2.0	Ohangwena	Most of time/Always corrects	PERMANENT GOVT	SOMETIMES	NEVER	SOMETIMES	SENIOR SEC	NEVER	0.0	23	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	6	29.0	SOMETIMES	12
42	0	NEVER	NEVER	No	NEVER	584.624376098545	2.0	SOMETIMES	727.826634938163	NAM	MALE	14.627602	542.221822749035	Okongo	8238	5	NEVER	8.0	SOMETIMES	OFTEN	I have my own sitting place	NEVER	NEVER	Namibia	3 YRS TT	...	48.2	BOY	RURAL	3.0	Ohangwena	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	SOMETIMES	SENIOR SEC	NEVER	0.0	23	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	5	29.0	SOMETIMES	14
43	0	NEVER	NEVER	No	NEVER	584.624376098545	4.0	SOMETIMES	767.599094692976	ZAM	FEMALE	32.753078	377.695460453945	CHOMA	1198	2	NEVER	8.0	SOMETIMES	NEVER	No place/share	NEVER	NEVER	Zambia	2 YRS TT	...	34.6	GIRL	RURAL	2.0	SOUTHERN	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	JUNIOR SEC	NEVER	1.0	20	4.0	✅	NEVER	NEVER	ALL THE TIME	NEVER	8	32.0	NEVER	13
44	0	NEVER	NEVER	No	NEVER	584.624376098545	4.0	SOMETIMES	727.826634938163	NAM	MALE	14.627602	377.695460453945	Okongo	8238	2	NEVER	8.0	SOMETIMES	OFTEN	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	48.2	BOY	RURAL	2.0	Ohangwena	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	SOMETIMES	SENIOR SEC	NEVER	0.0	23	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	1	29.0	SOMETIMES	13
45	0	NEVER	NEVER	No	NEVER	584.624376098545	4.0	SOMETIMES	727.826634938163	NAM	MALE	14.627602	490.431785226581	Okongo	8238	4	NEVER	8.0	SOMETIMES	OFTEN	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	48.2	BOY	RURAL	3.0	Ohangwena	Most of time/Always corrects	PERMANENT GOVT	SOMETIMES	NEVER	SOMETIMES	SENIOR SEC	NEVER	0.0	23	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	10	29.0	SOMETIMES	12
46	0	NEVER	NEVER	No	NEVER	584.624376098545	4.0	SOMETIMES	727.826634938163	NAM	MALE	14.627602	366.440903496948	Okongo	8238	1	NEVER	8.0	SOMETIMES	OFTEN	I have my own sitting place	TWO YEARS	NEVER	Namibia	3 YRS TT	...	48.2	BOY	RURAL	2.0	Ohangwena	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	SOMETIMES	SENIOR SEC	NEVER	0.0	23	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	5	29.0	SOMETIMES	12
47	0	NEVER	NEVER	No	NEVER	584.624376098545	4.0	SOMETIMES	727.826634938163	NAM	MALE	14.627602	428.150211557773	Okongo	8238	3	NEVER	8.0	SOMETIMES	OFTEN	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	48.2	GIRL	RURAL	2.0	Ohangwena	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	SOMETIMES	SENIOR SEC	NEVER	0.0	23	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	7	29.0	SOMETIMES	12
48	0	NEVER	NEVER	No	NEVER	584.624376098545	5.0	SOMETIMES	727.826634938163	NAM	MALE	14.627602	446.558088614557	Okongo	8238	3	NEVER	8.0	SOMETIMES	OFTEN	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	48.2	BOY	RURAL	2.0	Ohangwena	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	SOMETIMES	SENIOR SEC	NEVER	0.0	23	4.0	❌	NEVER	NEVER	SOMETIMES	NEVER	1	29.0	SOMETIMES	12
49	0	NEVER	NEVER	No	NEVER	584.624376098545	6.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	481.847801106837	Karibib	7379	4	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Namibia	3 YRS TT	...	17.0	GIRL	RURAL	2.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	5	27.0	SOMETIMES	12
50	0	NEVER	NEVER	No	NEVER	584.624376098545	6.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	560.057434197836	Karibib	7379	5	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Namibia	3 YRS TT	...	17.0	BOY	RURAL	4.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	3	27.0	SOMETIMES	12
51	0	NEVER	NEVER	No	NEVER	584.624376098545	6.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	366.440903496948	Karibib	7379	1	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Namibia	3 YRS TT	...	17.0	BOY	RURAL	2.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	3	27.0	SOMETIMES	14
52	0	NEVER	NEVER	No	NEVER	584.624376098545	6.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	551.091939672771	Karibib	7379	5	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	TWO YEARS	NEVER	Namibia	3 YRS TT	...	17.0	GIRL	RURAL	3.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	11	27.0	SOMETIMES	11
53	0	NEVER	NEVER	No	NEVER	584.624376098545	6.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	618.237771009434	Karibib	7379	6	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	17.0	GIRL	RURAL	3.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	3	27.0	SOMETIMES	12
54	0	NEVER	NEVER	No	NEVER	584.624376098545	6.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	652.287574684417	Karibib	7379	7	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	TWO YEARS	NEVER	Namibia	3 YRS TT	...	17.0	BOY	RURAL	5.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	4	27.0	SOMETIMES	12
55	0	NEVER	NEVER	No	NEVER	584.624376098545	6.0	SOMETIMES	727.826634938163	NAM	MALE	14.627602	455.523583139623	Okongo	8238	3	NEVER	8.0	SOMETIMES	OFTEN	I have my own sitting place	NEVER	NEVER	Namibia	3 YRS TT	...	48.2	BOY	RURAL	4.0	Ohangwena	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	SOMETIMES	SENIOR SEC	NEVER	0.0	23	4.0	❌	NEVER	NEVER	SOMETIMES	NEVER	3	29.0	SOMETIMES	18
56	0	NEVER	NEVER	No	NEVER	584.624376098545	6.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	524.863099306887	Karibib	7379	5	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	17.0	GIRL	RURAL	2.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	5	27.0	SOMETIMES	12
57	0	NEVER	NEVER	No	NEVER	584.624376098545	6.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	629.015439959779	Karibib	7379	7	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	17.0	GIRL	RURAL	4.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	❌	NEVER	NEVER	SOMETIMES	NEVER	6	27.0	SOMETIMES	12
58	0	NEVER	NEVER	No	NEVER	584.624376098545	6.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	640.365374518107	Karibib	7379	7	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	TWO YEARS	NEVER	Namibia	3 YRS TT	...	17.0	BOY	RURAL	5.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	6	27.0	SOMETIMES	12
59	0	NEVER	NEVER	No	NEVER	584.624376098545	6.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	437.40183888683	Karibib	7379	3	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Namibia	3 YRS TT	...	17.0	BOY	RURAL	2.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	5	27.0	SOMETIMES	12
60	0	NEVER	NEVER	No	NEVER	584.624376098545	6.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	560.057434197836	Karibib	7379	5	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	17.0	GIRL	RURAL	3.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	10	27.0	SOMETIMES	11
61	0	NEVER	NEVER	No	NEVER	584.624376098545	7.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	516.183737585812	Karibib	7379	5	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	A FEW MONTHS	NEVER	Namibia	3 YRS TT	...	17.0	GIRL	RURAL	3.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	3	27.0	SOMETIMES	12
62	0	NEVER	NEVER	No	NEVER	584.624376098545	7.0	SOMETIMES	767.599094692976	ZAM	FEMALE	32.753078	473.168439385763	CHOMA	1198	4	NEVER	8.0	SOMETIMES	NEVER	No place/share	ONE YEAR	NEVER	Zambia	2 YRS TT	...	34.6	BOY	RURAL	2.0	SOUTHERN	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	JUNIOR SEC	NEVER	1.0	20	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	6	32.0	NEVER	11
63	0	NEVER	NEVER	No	NEVER	584.624376098545	8.0	SOMETIMES	727.826634938163	NAM	MALE	14.627602	388.47312940429	Okongo	8238	2	NEVER	8.0	SOMETIMES	OFTEN	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	48.2	BOY	RURAL	2.0	Ohangwena	Most of time/Always corrects	PERMANENT GOVT	SOMETIMES	NEVER	SOMETIMES	SENIOR SEC	NEVER	0.0	23	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	11	29.0	SOMETIMES	13
64	0	NEVER	NEVER	No	NEVER	584.624376098545	8.0	SOMETIMES	767.599094692976	ZAM	FEMALE	32.753078	388.47312940429	CHOMA	1198	2	NEVER	8.0	SOMETIMES	NEVER	No place/share	NEVER	NEVER	Zambia	2 YRS TT	...	34.6	GIRL	RURAL	2.0	SOUTHERN	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	JUNIOR SEC	NEVER	1.0	20	4.0	❌	NEVER	NEVER	SOMETIMES	NEVER	5	32.0	NEVER	11
65	0	NEVER	NEVER	No	NEVER	584.624376098545	9.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	490.431785226581	Karibib	7379	4	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Namibia	3 YRS TT	...	17.0	GIRL	RURAL	3.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	4	27.0	SOMETIMES	13
66	0	NEVER	NEVER	No	NEVER	584.624376098545	9.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	516.183737585812	Karibib	7379	5	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	17.0	GIRL	RURAL	2.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	7	27.0	SOMETIMES	12
67	0	NEVER	NEVER	No	NEVER	584.624376098545	9.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	542.221822749035	Karibib	7379	5	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Namibia	3 YRS TT	...	17.0	BOY	RURAL	2.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	✅	NEVER	NEVER	SOMETIMES	NEVER	2	27.0	SOMETIMES	11
68	0	NEVER	NEVER	No	NEVER	584.624376098545	10.0	SOMETIMES	691.392391229917	NAM	MALE	19.364937	533.542461027961	Karibib	7379	5	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Namibia	3 YRS TT	...	17.0	GIRL	RURAL	3.0	Erongo	No homework/Never/Sometimes	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	PRIMARY	NEVER	0.0	24	4.0	❌	NEVER	NEVER	NEVER	NEVER	0	27.0	SOMETIMES	12
69	0	NEVER	NEVER	No	NEVER	584.624376098545	13.0	SOMETIMES	781.810357291219	SOU	MALE	30.978416	607.84161246441	KZ	500117771	6	SOMETIMES	8.0	SOMETIMES	SOMETIMES	I have my own sitting place	TWO YEARS	NEVER	South Africa	3 YRS TT	...	3.0	GIRL	LARGE CITY	3.0	UMLAZI	Most of time/Always corrects	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	A-LEVEL	NEVER	0.0	21	4.0	✅	NEVER	SOMETIMES	MOST OF THE TIME	NEVER	6	40.0	SOMETIMES	12
70	0	NEVER	NEVER	No	NEVER	584.624376098545	14.0	SOMETIMES	691.392391229917	SOU	FEMALE	30.978416	693.109188053866	KZ	500117771	7	SOMETIMES	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	THREE OR MORE YEARS	NEVER	South Africa	>3 YRS TT	...	3.0	GIRL	LARGE CITY	4.0	UMLAZI	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	NEVER	NEVER	A-LEVEL	NEVER	0.0	21	4.0	✅	NEVER	SOMETIMES	ALL THE TIME	NEVER	1	36.0	SOMETIMES	11
71	0	NEVER	NEVER	No	NEVER	584.624376098545	14.0	SOMETIMES	781.810357291219	SOU	MALE	30.978416	490.431785226581	KZ	500117771	4	SOMETIMES	8.0	SOMETIMES	SOMETIMES	I have my own sitting place	TWO YEARS	NEVER	South Africa	3 YRS TT	...	3.0	GIRL	LARGE CITY	2.0	UMLAZI	Most of time/Always corrects	TEMPORARY GOVT	SOMETIMES	NEVER	NEVER	A-LEVEL	NEVER	0.0	21	4.0	✅	NEVER	SOMETIMES	SOMETIMES	NEVER	0	40.0	SOMETIMES	13
72	0	NEVER	NEVER	No	NEVER	600.039306722879	2.0	SOMETIMES	668.40638930927	UGA	MALE	33.486534	473.168439385763	Sironko	9062	4	OFTEN	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Uganda	2 YRS TT	...	35.4	GIRL	RURAL	4.0	Eastern	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	SENIOR SEC	SOMETIMES	2.0	20	5.0	✅	NEVER	NEVER	MOST OF THE TIME	SOMETIMES	7	34.0	SOMETIMES	16
73	0	NEVER	NEVER	No	NEVER	600.039306722879	2.0	SOMETIMES	668.40638930927	UGA	MALE	33.486534	428.150211557773	Sironko	9062	3	OFTEN	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Uganda	2 YRS TT	...	35.4	BOY	RURAL	4.0	Eastern	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	SENIOR SEC	SOMETIMES	2.0	20	5.0	✅	NEVER	NEVER	SOMETIMES	SOMETIMES	8	34.0	SOMETIMES	17
74	0	NEVER	NEVER	No	NEVER	600.039306722879	2.0	SOMETIMES	635.405739248921	ZAM	MALE	28.651711	377.695460453945	MUFULIRA	217	2	NEVER	7.0	SOMETIMES	SOMETIMES	I have my own sitting place	NEVER	NEVER	Zambia	NO TT	...	30.4	GIRL	RURAL	1.0	COPPERBELT	Most of time/Always corrects	TEMPORARY NON-GOVT	SOMETIMES	NEVER	SOMETIMES	SENIOR SEC	NEVER	24.0	13	5.0	✅	SOMETIMES	NEVER	NEVER	NEVER	6	21.0	SOMETIMES	13
75	0	NEVER	NEVER	No	NEVER	600.039306722879	3.0	NEVER	691.392391229917	NAM	FEMALE	24.283434	560.057434197836	Moses Garoeb	7089	5	SOMETIMES	7.0	OFTEN	OFTEN	I have my own sitting place	ONE YEAR	NEVER	Namibia	3 YRS TT	...	122.8	GIRL	LARGE CITY	3.0	Khomas	No homework/Never/Sometimes	PERMANENT GOVT	SOMETIMES	SOMETIMES	SOMETIMES	TERTIARY ED	SOMETIMES	3.0	49	5.0	✅	SOMETIMES	NEVER