Botswana

BWA Glottolog Language Catalog BWA-GLOTTOLOG Language

111 rows · 1 table(s) Glottolog Language Catalog 0 1 2 3 4 SEL 12 CCL ▶

0 Admin 0 — 1 table(s)

BWA glottolog - languages — 37 rows, 16 columns

Standards-Aligned Fields (16)

Field Name	Type	Schema	Nulls	Unique
`glottocode`	string	CCL	0%	37
`name`	string	SEL	0%	37
`iso639_3`	string	CCL	5.4%	35
`level`	string	SEL	0%	1
`family_name`	string	CCL	100%	-
`family_glottocode`	string	CCL	0%	5
`parent_name`	string	SEL	100%	-
`parent_glottocode`	string	CCL	0%	29
`endangerment_status`	string	CCL	100%	-
`latitude`	float	CCL	0%	37
`longitude`	float	CCL	0%	37
`country_codes`	string	SEL+	0%	19
`classification`	string	CCL	0%	1
`child_family_count`	integer	CCL	0%	1
`child_language_count`	integer	CCL	0%	1
`child_dialect_count`	integer	CCL	0%	14

BWA UNHCR Refugee Data Finder BWA-UNHCR Migration

450 rows · 2 table(s) UNHCR Refugee Data Finder 0 1 2 3 48 CCL ▶

0 Admin 0 — 2 table(s)

BWA unhcr - hosted_populations — 75 rows, 24 columns

Standards-Aligned Fields (24)

Field Name	Type	Schema	Nulls	Unique
`year`	integer	CCL	0%	75
`country_of_origin`	string	CCL	100%	-
`country_of_origin_iso`	string	CCL	0%	1
`country_of_asylum`	string	CCL	100%	-
`country_of_asylum_iso`	string	CCL	0%	1
`population_type`	string	CCL	100%	-
`refugees`	integer	CCL	0%	75
`asylum_seekers`	integer	CCL	0%	34
`idps`	integer	CCL	0%	34
`stateless`	integer	CCL	0%	23
`others_of_concern`	integer	CCL	0%	30
`total_population`	string	CCL	100%	-
`female_total`	string	CCL	100%	-
`male_total`	string	CCL	100%	-
`female_0_4`	string	CCL	100%	-
`female_5_11`	string	CCL	100%	-
`female_12_17`	string	CCL	100%	-
`female_18_59`	string	CCL	100%	-
`female_60_plus`	string	CCL	100%	-
`male_0_4`	string	CCL	100%	-
`male_5_11`	string	CCL	100%	-
`male_12_17`	string	CCL	100%	-
`male_18_59`	string	CCL	100%	-
`male_60_plus`	string	CCL	100%	-

BWA unhcr - origin_populations — 75 rows, 24 columns

Standards-Aligned Fields (24)

Field Name	Type	Schema	Nulls	Unique
`year`	integer	CCL	0%	75
`country_of_origin`	string	CCL	100%	-
`country_of_origin_iso`	string	CCL	0%	1
`country_of_asylum`	string	CCL	100%	-
`country_of_asylum_iso`	string	CCL	0%	1
`population_type`	string	CCL	100%	-
`refugees`	integer	CCL	0%	75
`asylum_seekers`	integer	CCL	0%	34
`idps`	integer	CCL	0%	34
`stateless`	integer	CCL	0%	23
`others_of_concern`	integer	CCL	0%	30
`total_population`	string	CCL	100%	-
`female_total`	string	CCL	100%	-
`male_total`	string	CCL	100%	-
`female_0_4`	string	CCL	100%	-
`female_5_11`	string	CCL	100%	-
`female_12_17`	string	CCL	100%	-
`female_18_59`	string	CCL	100%	-
`female_60_plus`	string	CCL	100%	-
`male_0_4`	string	CCL	100%	-
`male_5_11`	string	CCL	100%	-
`male_12_17`	string	CCL	100%	-
`male_18_59`	string	CCL	100%	-
`male_60_plus`	string	CCL	100%	-

BWA World Bank Open Data BWA-WORLD_BANK Development Indicators

264 rows · 2 table(s) World Bank Open Data 0 1 2 3 23 SEL ▶

0 Admin 0 — 2 table(s)

BWA world_bank - development_indicators — 66 rows, 9 columns

Standards-Aligned Fields (9)

Field Name	Type	Schema	Nulls	Unique
`country_code`	string	SEL+	0%	1
`country_name`	string	SEL	0%	1
`year`	integer	SEL	0%	66
`population_count`	float	SEL	1.5%	65
`life_expectancy`	float	SEL	3%	64
`gdp_per_capita_usd`	float	SEL	1.5%	65
`literacy_rate_pct`	string	SEL	97%	2
`under5_mortality_per_1000`	float	SEL	3%	64
`poverty_headcount_pct`	string	SEL	92.4%	5

BWA world_bank - health_indicators — 66 rows, 14 columns

Standards-Aligned Fields (14)

Field Name	Type	Schema	Nulls	Unique
`country_code`	string	SEL+	0%	1
`country_name`	string	SEL	0%	1
`year`	integer	SEL	0%	66
`life_expectancy`	float	SEL	3%	64
`infant_mortality_per_1000`	float	SEL	10.6%	57
`under5_mortality_per_1000`	float	SEL	3%	64
`maternal_mortality_per_100k`	string	SEL	40.9%	39
`fertility_rate`	float	SEL	3%	63
`birth_rate_per_1000`	float	SEL	3%	63
`death_rate_per_1000`	float	SEL	3%	64
`physicians_per_1000`	float	SEL	50%	29
`hospital_beds_per_1000`	float	SEL	60.6%	20
`vaccination_rate_pct`	string	SEL	31.8%	14
`health_expenditure_pct_gdp`	string	SEL	63.6%	24

BWA Global Data Lab BWA-GDL Development Indices

748 rows · 1 table(s) Global Data Lab 0 1 2 3 11 SEL ▶

1 Admin 1 — 1 table(s)

BWA gdl - subnational_indices — 374 rows, 11 columns

Standards-Aligned Fields (11)

Field Name	Type	Schema	Nulls	Unique
`country_code`	string	SEL+	0%	1
`region_code`	string	SEL	100%	-
`region_name`	string	SEL	0%	11
`year`	integer	SEL	0%	10
`level`	string	SEL	0%	2
`human_development_index`	float	SEL	0%	69
`health_index`	float	SEL	0%	81
`education_index`	float	SEL	0%	87
`income_index`	float	SEL	0%	68
`life_expectancy`	float	SEL	0%	95
`mean_years_schooling`	float	SEL	0%	99

BWA Afrobarometer BWA-AFROBAROMETER Attitudes Values

5 rows · 5 table(s) Afrobarometer 0 1 2 3 6 SEL 43 CCL ▶

0 Admin 0 — 5 table(s)

BWA afrobarometer - economic_indicators — 1 rows, 9 columns

Standards-Aligned Fields (9)

Field Name	Type	Schema	Nulls	Unique
`country_code`	string	CCL	0%	1
`round`	string	CCL	0%	1
`year`	string	CCL	0%	1
`region`	string	CCL	0%	1
`source`	string	CCL	0%	1
`economic_conditions`	integer	CCL	0%	1
`living_conditions`	integer	CCL	0%	1
`employment_situation`	integer	CCL	0%	1
`food_insecurity`	integer	CCL	0%	1

BWA afrobarometer - gender_indicators — 1 rows, 9 columns

Standards-Aligned Fields (9)

Field Name	Type	Schema	Nulls	Unique
`country_code`	string	CCL	0%	1
`round`	string	CCL	0%	1
`year`	string	CCL	0%	1
`region`	string	CCL	0%	1
`source`	string	CCL	0%	1
`women_equal_rights`	integer	CCL	0%	1
`women_political_leaders`	integer	CCL	0%	1
`women_land_rights`	integer	CCL	0%	1
`domestic_violence_justified`	integer	CCL	0%	1

BWA afrobarometer - governance_indicators — 1 rows, 13 columns

Standards-Aligned Fields (13)

Field Name	Type	Schema	Nulls	Unique
`country_code`	string	SEL+	0%	1
`round`	string	CCL	0%	1
`year`	string	SEL	0%	1
`region`	string	CCL	0%	1
`source`	string	CCL	0%	1
`trust_president`	integer	CCL	0%	1
`trust_parliament`	integer	CCL	0%	1
`trust_courts`	integer	CCL	0%	1
`trust_police`	integer	CCL	0%	1
`trust_army`	integer	CCL	0%	1
`corruption_perception`	integer	CCL	0%	1
`democracy_satisfaction`	integer	CCL	0%	1
`democracy_preference`	integer	CCL	0%	1

BWA afrobarometer - migration_indicators — 1 rows, 8 columns

Standards-Aligned Fields (8)

Field Name	Type	Schema	Nulls	Unique
`country_code`	string	SEL+	0%	1
`round`	string	CCL	0%	1
`year`	string	SEL	0%	1
`region`	string	CCL	0%	1
`source`	string	CCL	0%	1
`emigration_considered`	integer	CCL	0%	1
`immigration_attitude`	integer	CCL	0%	1
`foreign_workers_attitude`	integer	CCL	0%	1

BWA afrobarometer - social_trust_indicators — 1 rows, 10 columns

Standards-Aligned Fields (10)

Field Name	Type	Schema	Nulls	Unique
`country_code`	string	SEL+	0%	1
`round`	string	CCL	0%	1
`year`	string	SEL	0%	1
`region`	string	CCL	0%	1
`source`	string	CCL	0%	1
`trust_relatives`	integer	CCL	0%	1
`trust_neighbors`	integer	CCL	0%	1
`trust_other_ethnic`	integer	CCL	0%	1
`trust_other_religion`	integer	CCL	0%	1
`national_identity_vs_ethnic`	integer	CCL	0%	1

BWA Ethnic Power Relations Dataset BWA-EPR Political Ethnicity

10 rows · 1 table(s) Ethnic Power Relations Dataset 0 1 2 3 8 CCL ▶

0 Admin 0 — 1 table(s)

BWA epr - groups — 10 rows, 8 columns

Standards-Aligned Fields (8)

Field Name	Type	Schema	Nulls	Unique
`country_code`	string	CCL	0%	1
`year`	integer	CCL	0%	1
`ethnic_group_name`	string	CCL	0%	10
`ethnic_power_status`	string	CCL	0%	3
`ethnic_population_share`	float	CCL	0%	8
`ethnic_group_id`	float	CCL	0%	10
`group_relevance`	string	CCL	0%	1
`regional_autonomy`	string	CCL	0%	1

BWA D-PLACE BWA-DPLACE Ethnographic Societies

2 rows · 1 table(s) D-PLACE 0 1 2 3 18 CCL ▶

0 Admin 0 — 1 table(s)

BWA dplace - dplace_ea_societies — 2 rows, 18 columns

Standards-Aligned Fields (18)

Field Name	Type	Schema	Nulls	Unique
`country_code`	string	CCL	0%	1
`country_name`	string	CCL	0%	1
`society_id`	string	CCL	0%	2
`society_name`	string	CCL	0%	2
`dataset`	string	CCL	0%	1
`region`	string	CCL	0%	1
`latitude`	float	CCL	0%	1
`longitude`	float	CCL	0%	2
`language_glottocode`	string	CCL	0%	2
`language_name`	string	CCL	0%	1
`assignment_method`	string	CCL	0%	1
`assignment_confidence`	string	CCL	0%	1
`kinship_system`	string	CCL	0%	2
`marriage_pattern`	string	CCL	0%	2
`subsistence_pattern`	string	CCL	0%	2
`political_complexity`	string	CCL	0%	2
`religion_importance`	string	CCL	0%	2
`residence_pattern`	string	CCL	0%	2

BWA Global Organized Crime Index BWA-OCINDEX Crime Index

1 rows · 1 table(s) GI-TOC / ENACT 0 1 2 3 1 SEL 34 ext ▶

0 Admin 0 — 1 table(s)

BWA Organized Crime Scores 2025 — 1 rows, 35 columns

Standards-Aligned Fields (1)

Field Name	Type	Schema	Nulls	Unique
`oc_non_state_actors`	numeric	SEL	0%	1

Extension Fields (34) — supplemental data preserved outside core SEL/CCL schema

Field Name	Type	Nulls	Unique
`oc_anti_money_laundering`	numeric	0%	1
`oc_arms_trafficking`	numeric	0%	1
`oc_cannabis_trade`	numeric	0%	1
`oc_cocaine_trade`	numeric	0%	1
`oc_criminal_actors`	numeric	0%	1
`oc_criminal_markets`	numeric	0%	1
`oc_criminal_networks`	numeric	0%	1
`oc_criminality`	numeric	0%	1
`oc_cyber_dependent_crimes`	numeric	0%	1
`oc_economic_regulatory_capacity`	numeric	0%	1
`oc_extortion_and_protection_racketeering`	numeric	0%	1
`oc_fauna_crimes`	numeric	0%	1
`oc_financial_crimes`	numeric	0%	1
`oc_flora_crimes`	numeric	0%	1
`oc_foreign_actors`	numeric	0%	1
`oc_government_transparency_and_accountability`	numeric	0%	1
`oc_heroin_trade`	numeric	0%	1
`oc_human_smuggling`	numeric	0%	1
`oc_human_trafficking`	numeric	0%	1
`oc_illicit_trade_in_excisable_goods`	numeric	0%	1
`oc_international_cooperation`	numeric	0%	1
`oc_judicial_system_and_detention`	numeric	0%	1
`oc_law_enforcement`	numeric	0%	1
`oc_mafia_style_groups`	numeric	0%	1
`oc_national_policies_and_laws`	numeric	0%	1
`oc_non_renewable_resource_crimes`	numeric	0%	1
`oc_political_leadership_and_governance`	numeric	0%	1
`oc_prevention`	numeric	0%	1
`oc_private_sector_actors`	numeric	0%	1
`oc_resilience`	numeric	0%	1
`oc_state_embedded_actors`	numeric	0%	1
`oc_synthetic_drug_trade`	numeric	0%	1
`oc_territorial_integrity`	numeric	0%	1
`oc_trade_in_counterfeit_goods`	numeric	0%	1

BWA Google Community Mobility (2020-2022) BWA-GOOGLE-MOBILITY Mobility

9 rows · 1 table(s) Google 0 1 2 3 ▶

HERA · Human Entity Reference Atlas by Masego Inc

SEL (32 mappings)

CCL (17 mappings)