Zambia

ZMB Global Data Lab ZMB-GDL Development Indices

340 rows · 1 table(s) Global Data Lab 0 1 2 3 9 SEL 2 ext ▶

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

1 Admin 1 — 1 table(s)

ZMB GDL - Subnational Indices — 340 rows, 11 columns

Loading data…

Field details — 11 fields (type, nulls, unique, samples)

Standards-Aligned Fields (9)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB, ZMB, ZMB, ZMB, ZMB
`region_code`	Admin code	string	SEL	100%	-	-
`region_name`	Admin name	string	SEL	0%	10	Total, Central, Copperbelt, Eastern, Luapula
`human_development_index`	Human development index	float	SEL	0%	57	0.446, 0.457, 0.526, 0.362, 0.392
`health_index`	Health index	float	SEL	0%	73	0.434, 0.466, 0.452, 0.401, 0.394
`education_index`	Education index	float	SEL	0%	82	0.433, 0.451, 0.546, 0.284, 0.37
`income_index`	Income index	float	SEL	0%	63	0.472, 0.454, 0.589, 0.415, 0.414
`life_expectancy`	Life expectancy	float	SEL	0%	93	48.2, 50.26, 49.37, 46.09, 45.6
`mean_years_schooling`	Mean years schooling	float	SEL	0%	92	6.496, 6.742, 8.482, 4.101, 5.281

Extension Fields (2) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`year`	year	integer	0%	10	1990, 1990, 1990, 1990, 1990
`level`	level	string	0%	2	national, subnational, subnational, subnational, subnational

ZMB UNHCR Refugee Data Finder ZMB-UNHCR Migration

150 rows · 2 table(s) UNHCR Refugee Data Finder 0 1 2 3 12 CCL 36 ext ▶

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

0 Admin 0 — 2 table(s)

ZMB UNHCR - Hosted Populations — 75 rows, 24 columns

Loading data…

Field details — 24 fields (type, nulls, unique, samples)

Standards-Aligned Fields (6)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_of_origin_iso`	Country of origin iso	string	CCL	0%	1	-, -, -, -, -
`refugees`	Refugees	integer	CCL	0%	75	2116011, 1952928, 1847304, 1749628, 1717966
`idps`	Idps	integer	CCL	0%	34	0, 0, 0, 0, 0
`stateless`	Stateless	integer	CCL	0%	23	0, 0, 0, 0, 0
`others_of_concern`	Others of concern	integer	CCL	0%	30	0, 0, 0, 0, 0
`total_population`	Total population	string	CCL	100%	-	-

Extension Fields (18) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`year`	year	integer	0%	75	1951, 1952, 1953, 1954, 1955
`country_of_origin`	country_of_origin	string	100%	-	-
`country_of_asylum`	country_of_asylum	string	100%	-	-
`country_of_asylum_iso`	country_of_asylum_iso	string	0%	1	-, -, -, -, -
`population_type`	population_type	string	100%	-	-
`asylum_seekers`	asylum_seekers	integer	0%	34	0, 0, 0, 0, 0
`female_total`	female_total	string	100%	-	-
`male_total`	male_total	string	100%	-	-
`female_0_4`	female_0_4	string	100%	-	-
`female_5_11`	female_5_11	string	100%	-	-
`female_12_17`	female_12_17	string	100%	-	-
`female_18_59`	female_18_59	string	100%	-	-
`female_60_plus`	female_60_plus	string	100%	-	-
`male_0_4`	male_0_4	string	100%	-	-
`male_5_11`	male_5_11	string	100%	-	-
`male_12_17`	male_12_17	string	100%	-	-
`male_18_59`	male_18_59	string	100%	-	-
`male_60_plus`	male_60_plus	string	100%	-	-

ZMB UNHCR - Origin Populations — 75 rows, 24 columns

Loading data…

Field details — 24 fields (type, nulls, unique, samples)

Standards-Aligned Fields (6)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_of_origin_iso`	Country of origin iso	string	CCL	0%	1	-, -, -, -, -
`refugees`	Refugees	integer	CCL	0%	75	2116011, 1952928, 1847304, 1749628, 1717966
`idps`	Idps	integer	CCL	0%	34	0, 0, 0, 0, 0
`stateless`	Stateless	integer	CCL	0%	23	0, 0, 0, 0, 0
`others_of_concern`	Others of concern	integer	CCL	0%	30	0, 0, 0, 0, 0
`total_population`	Total population	string	CCL	100%	-	-

Extension Fields (18) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`year`	year	integer	0%	75	1951, 1952, 1953, 1954, 1955
`country_of_origin`	country_of_origin	string	100%	-	-
`country_of_asylum`	country_of_asylum	string	100%	-	-
`country_of_asylum_iso`	country_of_asylum_iso	string	0%	1	-, -, -, -, -
`population_type`	population_type	string	100%	-	-
`asylum_seekers`	asylum_seekers	integer	0%	34	0, 0, 0, 0, 0
`female_total`	female_total	string	100%	-	-
`male_total`	male_total	string	100%	-	-
`female_0_4`	female_0_4	string	100%	-	-
`female_5_11`	female_5_11	string	100%	-	-
`female_12_17`	female_12_17	string	100%	-	-
`female_18_59`	female_18_59	string	100%	-	-
`female_60_plus`	female_60_plus	string	100%	-	-
`male_0_4`	male_0_4	string	100%	-	-
`male_5_11`	male_5_11	string	100%	-	-
`male_12_17`	male_12_17	string	100%	-	-
`male_18_59`	male_18_59	string	100%	-	-
`male_60_plus`	male_60_plus	string	100%	-	-

ZMB World Bank Open Data ZMB-WORLD_BANK Development Indicators

132 rows · 2 table(s) World Bank Open Data 0 1 2 3 19 SEL 4 ext ▶

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

0 Admin 0 — 2 table(s)

ZMB World Bank - Development Indicators — 66 rows, 9 columns

Loading data…

Field details — 9 fields (type, nulls, unique, samples)

Standards-Aligned Fields (7)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZM, ZM, ZM, ZM, ZM
`population_count`	Population count	float	SEL	2%	65	3153729.0, 3254086.0, 3358099.0, 3465907.0, 3577017.0
`life_expectancy`	Life expectancy	float	SEL	3%	64	50.648, 51.041, 51.331, 51.605, 51.17
`gdp_per_capita_usd`	Gdp per capita usd	float	SEL	2%	65	221.559848922849, 209.693206426951, 202.28103119051,...
`literacy_rate_pct`	Literacy rate percent	float	SEL	86%	9	65.0, 68.0, 69.1500015258789, 83.1399993896484, 71.129997253418
`under5_mortality_per_1000`	Under5 mortality per 1000	float	SEL	3%	62	205.2, 201.3, 197.9, 194.7, 192.2
`poverty_headcount_pct`	Poverty headcount percent	float	SEL	85%	10	69.7, 73.8, 68.1, 66.8, 66.5

Extension Fields (2) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`country_name`	country_name	string	0%	1	Zambia, Zambia, Zambia, Zambia, Zambia
`year`	year	integer	0%	66	1960, 1961, 1962, 1963, 1964

ZMB World Bank - Health Indicators — 66 rows, 14 columns

Loading data…

Field details — 14 fields (type, nulls, unique, samples)

Standards-Aligned Fields (12)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZM, ZM, ZM, ZM, ZM
`life_expectancy`	Life expectancy	float	SEL	3%	64	50.648, 51.041, 51.331, 51.605, 51.17
`infant_mortality_per_1000`	Infant mortality per 1000	float	SEL	17%	42	36.6, 36.3, 35.9, 35.4, 34.9
`under5_mortality_per_1000`	Under5 mortality per 1000	float	SEL	3%	62	205.2, 201.3, 197.9, 194.7, 192.2
`maternal_mortality_per_100k`	Maternal mortality per 100k	float	SEL	41%	38	596.0, 619.0, 630.0, 635.0, 635.0
`fertility_rate`	Fertility rate	float	SEL	3%	63	6.947, 6.982, 7.012, 7.06, 7.085
`birth_rate_per_1000`	Birth rate per 1000	float	SEL	3%	64	48.947, 48.922, 48.87, 48.943, 48.851
`death_rate_per_1000`	Death rate per 1000	float	SEL	3%	64	16.498, 16.25, 16.062, 15.891, 16.087
`physicians_per_1000`	Physicians per 1000	float	SEL	67%	22	0.107, 0.088, 0.073, 0.074, 0.076
`hospital_beds_per_1000`	Hospital beds per 1000	float	SEL	91%	6	2.80165553092957, 3.16109991073608, 3.33680009841919,...
`vaccination_rate_pct`	Vaccination rate percent	float	SEL	36%	19	49.0, 59.0, 66.0, 66.0, 83.0
`health_expenditure_pct_gdp`	Health expenditure percent gdp	float	SEL	64%	24	4.12029076, 4.77853632, 5.88845205, 5.99553585, 5.46587515

Extension Fields (2) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`country_name`	country_name	string	0%	1	Zambia, Zambia, Zambia, Zambia, Zambia
`year`	year	integer	0%	66	1960, 1961, 1962, 1963, 1964

ZMB Glottolog Language Catalog ZMB-GLOTTOLOG Language

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

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

0 Admin 0 — 1 table(s)

ZMB Glottolog - Languages — 51 rows, 16 columns

Loading data…

Field details — 16 fields (type, nulls, unique, samples)

Standards-Aligned Fields (13)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`glottocode`	Glottocode	string	CCL	0%	51	afri1274, aush1241, bemb1257, bwil1245, chok1245
`name`	Name	string	CCL	0%	51	Afrikaans, Aushi, Bemba (Zambia), Bwile, Chokwe
`iso639_3`	Iso639 3	string	CCL	2%	50	afr, auh, bem, bwc, cjk
`level`	Level	string	CCL	0%	1	language, language, language, language, language
`family_name`	Family name	string	CCL	100%	-	-
`family_glottocode`	Family glottocode	string	CCL	0%	6	indo1319, atla1278, atla1278, atla1278, atla1278
`parent_name`	Parent name	string	CCL	100%	-	-
`parent_glottocode`	Parent glottocode	string	CCL	0%	36	afri1273, bemb1256, bemb1256, malu1252, chok1247
`endangerment_status`	Endangerment status	string	CCL	100%	-	-
`country_codes`	Country codes	string	SEL+	0%	24	['BW', 'MZ', 'NA', 'ZA', 'ZM', 'ZW'], ['CD', 'ZM'],...
`child_family_count`	Child family count	integer	CCL	0%	1	0, 0, 0, 0, 0
`child_language_count`	Child language count	integer	CCL	0%	1	0, 0, 0, 0, 0
`child_dialect_count`	Child dialect count	integer	CCL	0%	12	3, 0, 12, 0, 2

Extension Fields (3) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`latitude`	latitude	float	0%	51	-31.63272, -11.6295, -10.6122, -8.3041, -9.66082
`longitude`	longitude	float	0%	51	20.46356, 29.0168, 29.2993, 29.4071, 21.3992
`classification`	classification	string	0%	1	[], [], [], [], []

ZMB LandScan Global (ORNL) ZMB-LANDSCAN Modeled Population

41 rows · 3 table(s) LandScan Global (ORNL) 0 1 2 3 Locality 21 SEL 2 ext ▶

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

0 Admin 0 — 1 table(s)

ZMB LandScan - Population Admin0 (admin_0) — 1 rows, 7 columns

Loading data…

Field details — 7 fields (type, nulls, unique, samples)

Standards-Aligned Fields (7)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`admin_level`	Admin level	string	SEL	0%	1	admin_0
`admin_name`	Admin name	string	SEL	0%	1	Zambia
`admin_code`	Admin code	string	SEL	0%	1	29467570B51440143346610
`area_sqkm`	Area sqkm	float	SEL	0%	1	751176.8859
`pop_2024`	Population count	integer	SEL	0%	1	20803665
`pop_density_2024`	Population density	float	SEL	0%	1	27.69

1 Admin 1 — 1 table(s)

ZMB LandScan - Population Admin1 (admin_1) — 10 rows, 7 columns

Loading data…

Field details — 7 fields (type, nulls, unique, samples)

Standards-Aligned Fields (7)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB, ZMB, ZMB, ZMB, ZMB
`admin_level`	Admin level	string	SEL	0%	1	admin_1, admin_1, admin_1, admin_1, admin_1
`admin_name`	Admin name	string	SEL	0%	10	Lusaka, Copperbelt, Central, Eastern, Southern
`admin_code`	Admin code	string	SEL	0%	10	6923714B17126467226495, 6923714B61812757118010,...
`area_sqkm`	Area sqkm	float	SEL	0%	10	23480.5412, 31107.8707, 110299.2544, 51652.7579, 68188.7948
`pop_2024`	Population count	integer	SEL	0%	10	3504530, 3358092, 2513477, 2504431, 2459797
`pop_density_2024`	Population density	float	SEL	0%	10	149.25, 107.95, 22.79, 48.49, 36.07

Locality Locality — 1 table(s)

ZMB LandScan - Cities (locality) — 30 rows, 9 columns

Loading data…

Field details — 9 fields (type, nulls, unique, samples)

Standards-Aligned Fields (7)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB, ZMB, ZMB, ZMB, ZMB
`admin_level`	Admin level	string	SEL	0%	1	locality, locality, locality, locality, locality
`admin_name`	Admin name	string	SEL	0%	30	Lusaka, Ndola, Kitwe, Chingola, Kabwe
`admin_code`	Admin code	integer	SEL	0%	30	1517, 2130, 1796, 1208, 1969
`area_sqkm`	Area sqkm	float	SEL	0%	30	357.9286, 108.3431, 116.2956, 48.7028, 73.5669
`pop_2024`	Population count	integer	SEL	0%	30	2563540, 711124, 646794, 269187, 254497
`pop_density_2024`	Population density	float	SEL	0%	30	7162.15, 6563.63, 5561.64, 5527.14, 3459.4

Extension Fields (2) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`ghs_pop_2025`	ghs_pop_2025	integer	0%	30	3658064, 559469, 731813, 268786, 236405
`landscan_vs_ghs_ratio`	landscan_vs_ghs_ratio	float	0%	30	0.701, 1.271, 0.884, 1.001, 1.077

ZMB GHS Urban Centre Database (EU JRC) ZMB-GHSL_UCDB Modeled Population

30 rows · 1 table(s) GHS Urban Centre Database (EU JRC) 0 1 2 3 Locality 3 SEL 7 ext ▶

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

Locality Locality — 1 table(s)

ZMB GHS-UCDB - Cities (locality) — 30 rows, 10 columns

Loading data…

Field details — 10 fields (type, nulls, unique, samples)

Standards-Aligned Fields (3)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`city_name`	Admin name	string	SEL	0%	30	Lusaka, Kitwe, Ndola, Mansa, Chingola
`country_code`	Country code	string	SEL	0%	1	ZMB, ZMB, ZMB, ZMB, ZMB
`population`	Population count	integer	SEL	0%	30	3658064, 731813, 559469, 427110, 268786

Extension Fields (7) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`city_id`	city_id	integer	0%	30	1517, 1796, 2130, 2366, 1208
`name_alternates`	name_alternates	string	100%	-	-
`country_name`	country_name	string	0%	1	Zambia, Zambia, Zambia, Zambia, Zambia
`population_year`	population_year	integer	0%	1	2025, 2025, 2025, 2025, 2025
`latitude`	latitude	string	100%	-	-
`longitude`	longitude	string	100%	-	-
`region`	region	string	100%	-	-

ZMB OpenFactBook ZMB-OPENFACTBOOK Country Profile

14 rows · 14 table(s) OpenFactBook 0 1 2 3 92 SEL 2 CCL 563 ext ▶

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

0 Admin 0 — 14 table(s)

ZMB OpenFactBook - Communications — 1 rows, 22 columns

Loading data…

Field details — 22 fields (type, nulls, unique, samples)

Standards-Aligned Fields (8)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`telephones_fixed_lines_subscriptions_per_100_inhabitants_numeric`	Fixed line subscriptions per 100	float	SEL	0%	1	2023.0
`telephones_mobile_cellular_subscriptions_per_100_inhabitants_numeric`	Mobile subscriptions per 100	float	SEL	0%	1	109.0
`internet_country_code_text`	Internet country code text	string	SEL+	0%	1	.zm
`internet_users_percent_of_population_numeric`	Internet penetration percent	float	SEL	0%	1	33.0
`broadband_fixed_subscriptions_subscriptions_per_100_inhabitants_numeric`	Broadband subscriptions per 100	float	SEL	0%	1	2023.0
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (14) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`telephones_fixed_lines_total_subscriptions_text`	telephones_fixed_lines_total_subscriptions_text	string	0%	1	81,000 (2023 est.)
`telephones_fixed_lines_total_subscriptions_numeric`	telephones_fixed_lines_total_subscriptions_numeric	float	0%	1	81000.0
`telephones_fixed_lines_subscriptions_per_100_inhabitants_text`	telephones_fixed_lines_subscriptions_per_100_inhabitants_text	string	0%	1	(2023 est.) less than 1
`telephones_mobile_cellular_total_subscriptions_text`	telephones_mobile_cellular_total_subscriptions_text	string	0%	1	23.2 million (2024 est.)
`telephones_mobile_cellular_total_subscriptions_numeric`	telephones_mobile_cellular_total_subscriptions_numeric	float	0%	1	23.2
`telephones_mobile_cellular_subscriptions_per_100_inhabitants_text`	telephones_mobile_cellular_subscriptions_per_100_inhabitants_text	string	0%	1	109 (2024 est.)
`broadcast_media_text`	broadcast_media_text	string	0%	1	47 state-controlled and private TV stations; state-owned...
`broadcast_media_numeric`	broadcast_media_numeric	float	0%	1	47.0
`internet_users_percent_of_population_text`	internet_users_percent_of_population_text	string	0%	1	33% (2023 est.)
`broadband_fixed_subscriptions_total_text`	broadband_fixed_subscriptions_total_text	string	0%	1	99,000 (2023 est.)
`broadband_fixed_subscriptions_total_numeric`	broadband_fixed_subscriptions_total_numeric	float	0%	1	99000.0
`broadband_fixed_subscriptions_subscriptions_per_100_inhabitants_text`	broadband_fixed_subscriptions_subscriptions_per_100_inhabitants_text	string	0%	1	(2023 est.) less than 1
`source_section`	source_section	string	0%	1	Communications
`source_profile_path`	source_profile_path	string	0%	1	africa/za.json

ZMB OpenFactBook - Economy — 1 rows, 154 columns

Loading data…

Field details — 154 fields (type, nulls, unique, samples)

Standards-Aligned Fields (6)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`real_gdp_per_capita_real_gdp_per_capita_2024_numeric`	Real gdp per capita 2024 (numeric)	float	SEL	0%	1	3700.0
`gdp_official_exchange_rate_numeric`	Gdp total usd	float	SEL	0%	1	26.326
`population_below_poverty_line_numeric`	Poverty headcount percent	float	SEL	0%	1	60.0
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (148) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`economic_overview_text`	economic_overview_text	string	0%	1	lower-middle-income sub-Saharan economy; regional...
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2024_text`	Real gdp purchasing power parity 2024 (text)	string	0%	1	$79.207 billion (2024 est.)
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2024_numeric`	Real gdp purchasing power parity 2024 (numeric)	float	0%	1	79.207
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2023_text`	Real gdp purchasing power parity 2023 (text)	string	0%	1	$76.129 billion (2023 est.)
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2023_numeric`	Real gdp purchasing power parity 2023 (numeric)	float	0%	1	76.129
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2022_text`	Real gdp purchasing power parity 2022 (text)	string	0%	1	$72.251 billion (2022 est.)
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2022_numeric`	Real gdp purchasing power parity 2022 (numeric)	float	0%	1	72.251
`real_gdp_purchasing_power_parity_note`	real_gdp_purchasing_power_parity_note	string	0%	1	note: data in 2021 dollars
`real_gdp_growth_rate_real_gdp_growth_rate_2024_text`	Real gdp growth rate 2024 (text)	string	0%	1	4% (2024 est.)
`real_gdp_growth_rate_real_gdp_growth_rate_2024_numeric`	Real gdp growth rate 2024 (numeric)	float	0%	1	4.0
`real_gdp_growth_rate_real_gdp_growth_rate_2023_text`	Real gdp growth rate 2023 (text)	string	0%	1	5.4% (2023 est.)
`real_gdp_growth_rate_real_gdp_growth_rate_2023_numeric`	Real gdp growth rate 2023 (numeric)	float	0%	1	5.4
`real_gdp_growth_rate_real_gdp_growth_rate_2022_text`	Real gdp growth rate 2022 (text)	string	0%	1	5.2% (2022 est.)
`real_gdp_growth_rate_real_gdp_growth_rate_2022_numeric`	Real gdp growth rate 2022 (numeric)	float	0%	1	5.2
`real_gdp_growth_rate_note`	real_gdp_growth_rate_note	string	0%	1	note: annual GDP % growth based on constant local currency
`real_gdp_per_capita_real_gdp_per_capita_2024_text`	Real gdp per capita 2024 (text)	string	0%	1	$3,700 (2024 est.)
`real_gdp_per_capita_real_gdp_per_capita_2023_text`	Real gdp per capita 2023 (text)	string	0%	1	$3,700 (2023 est.)
`real_gdp_per_capita_real_gdp_per_capita_2023_numeric`	Real gdp per capita 2023 (numeric)	float	0%	1	3700.0
`real_gdp_per_capita_real_gdp_per_capita_2022_text`	Real gdp per capita 2022 (text)	string	0%	1	$3,600 (2022 est.)
`real_gdp_per_capita_real_gdp_per_capita_2022_numeric`	Real gdp per capita 2022 (numeric)	float	0%	1	3600.0
`real_gdp_per_capita_note`	real_gdp_per_capita_note	string	0%	1	note: data in 2021 dollars
`gdp_official_exchange_rate_text`	gdp_official_exchange_rate_text	string	0%	1	$26.326 billion (2024 est.)
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2024_text`	Inflation rate consumer prices 2024 (text)	string	0%	1	15% (2024 est.)
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2024_numeric`	Inflation rate consumer prices 2024 (numeric)	float	0%	1	15.0
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2023_text`	Inflation rate consumer prices 2023 (text)	string	0%	1	10.9% (2023 est.)
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2023_numeric`	Inflation rate consumer prices 2023 (numeric)	float	0%	1	10.9
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2022_text`	Inflation rate consumer prices 2022 (text)	string	0%	1	11% (2022 est.)
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2022_numeric`	Inflation rate consumer prices 2022 (numeric)	float	0%	1	11.0
`inflation_rate_consumer_prices_note`	inflation_rate_consumer_prices_note	string	0%	1	note: annual % change based on consumer prices
`gdp_composition_by_sector_of_origin_agriculture_text`	gdp_composition_by_sector_of_origin_agriculture_text	string	0%	1	1.8% (2024 est.)
+118 more extension fields — download the CSV/Parquet to see them all.

ZMB OpenFactBook - Energy — 1 rows, 43 columns

Loading data…

Field details — 43 fields (type, nulls, unique, samples)

Standards-Aligned Fields (4)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`electricity_access_electrification_total_population_numeric`	Electricity access percent	float	SEL	0%	1	47.8
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (39) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`electricity_access_electrification_total_population_text`	electricity_access_electrification_total_population_text	string	0%	1	47.8% (2022 est.)
`electricity_access_electrification_urban_areas_text`	electricity_access_electrification_urban_areas_text	string	0%	1	87%
`electricity_access_electrification_urban_areas_numeric`	electricity_access_electrification_urban_areas_numeric	float	0%	1	87.0
`electricity_access_electrification_rural_areas_text`	electricity_access_electrification_rural_areas_text	string	0%	1	14.5%
`electricity_access_electrification_rural_areas_numeric`	electricity_access_electrification_rural_areas_numeric	float	0%	1	14.5
`electricity_installed_generating_capacity_text`	electricity_installed_generating_capacity_text	string	0%	1	3.986 million kW (2023 est.)
`electricity_installed_generating_capacity_numeric`	electricity_installed_generating_capacity_numeric	float	0%	1	3.986
`electricity_consumption_text`	electricity_consumption_text	string	0%	1	14.399 billion kWh (2023 est.)
`electricity_consumption_numeric`	electricity_consumption_numeric	float	0%	1	14.399
`electricity_exports_text`	electricity_exports_text	string	0%	1	3 billion kWh (2023 est.)
`electricity_exports_numeric`	electricity_exports_numeric	float	0%	1	3.0
`electricity_imports_text`	electricity_imports_text	string	0%	1	180 million kWh (2023 est.)
`electricity_imports_numeric`	electricity_imports_numeric	float	0%	1	180.0
`electricity_transmission_distribution_losses_text`	electricity_transmission_distribution_losses_text	string	0%	1	2.229 billion kWh (2023 est.)
`electricity_transmission_distribution_losses_numeric`	electricity_transmission_distribution_losses_numeric	float	0%	1	2.229
`electricity_generation_sources_fossil_fuels_text`	electricity_generation_sources_fossil_fuels_text	string	0%	1	11% of total installed capacity (2023 est.)
`electricity_generation_sources_fossil_fuels_numeric`	electricity_generation_sources_fossil_fuels_numeric	float	0%	1	11.0
`electricity_generation_sources_solar_text`	electricity_generation_sources_solar_text	string	0%	1	0.8% of total installed capacity (2023 est.)
`electricity_generation_sources_solar_numeric`	electricity_generation_sources_solar_numeric	float	0%	1	0.8
`electricity_generation_sources_hydroelectricity_text`	electricity_generation_sources_hydroelectricity_text	string	0%	1	87.9% of total installed capacity (2023 est.)
`electricity_generation_sources_hydroelectricity_numeric`	electricity_generation_sources_hydroelectricity_numeric	float	0%	1	87.9
`electricity_generation_sources_biomass_and_waste_text`	electricity_generation_sources_biomass_and_waste_text	string	0%	1	0.4% of total installed capacity (2023 est.)
`electricity_generation_sources_biomass_and_waste_numeric`	electricity_generation_sources_biomass_and_waste_numeric	float	0%	1	0.4
`coal_production_text`	coal_production_text	string	0%	1	2.091 million metric tons (2023 est.)
`coal_production_numeric`	coal_production_numeric	float	0%	1	2.091
`coal_consumption_text`	coal_consumption_text	string	0%	1	2.081 million metric tons (2023 est.)
`coal_consumption_numeric`	coal_consumption_numeric	float	0%	1	2.081
`coal_exports_text`	coal_exports_text	string	0%	1	15,000 metric tons (2023 est.)
`coal_exports_numeric`	coal_exports_numeric	float	0%	1	15000.0
`coal_imports_text`	coal_imports_text	string	0%	1	103,000 metric tons (2023 est.)
+9 more extension fields — download the CSV/Parquet to see them all.

ZMB OpenFactBook - Environment — 1 rows, 45 columns

Loading data…

Field details — 45 fields (type, nulls, unique, samples)

Standards-Aligned Fields (8)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`land_use_agricultural_land_numeric`	Agricultural land percent	float	SEL	0%	1	32.1
`land_use_forest_numeric`	Forest area percent	float	SEL	0%	1	60.6
`urbanization_urban_population_numeric`	Urban population percent	float	SEL	0%	1	46.3
`urbanization_rate_of_urbanization_numeric`	Urban growth rate percent	float	SEL	0%	1	4.15
`waste_and_recycling_municipal_solid_waste_generated_annually_numeric`	Municipal waste kg per capita	float	SEL	0%	1	2.608
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (37) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`environmental_issues_text`	environmental_issues_text	string	0%	1	air pollution and acid rain in the mineral extraction...
`international_environmental_agreements_party_to_text`	international_environmental_agreements_party_to_text	string	0%	1	Biodiversity, Climate Change, Climate Change-Kyoto...
`international_environmental_agreements_signed_but_not_ratified_text`	international_environmental_agreements_signed_but_not_ratified_text	string	0%	1	none of the selected agreements
`climate_text`	climate_text	string	0%	1	tropical; modified by altitude; rainy season (October to April)
`land_use_agricultural_land_text`	land_use_agricultural_land_text	string	0%	1	32.1% (2023 est.)
`land_use_agricultural_land_arable_land_text`	land_use_agricultural_land_arable_land_text	string	0%	1	arable land: 5.1% (2023 est.)
`land_use_agricultural_land_arable_land_numeric`	land_use_agricultural_land_arable_land_numeric	float	0%	1	5.1
`land_use_agricultural_land_permanent_crops_text`	land_use_agricultural_land_permanent_crops_text	string	0%	1	permanent crops: 0.1% (2023 est.)
`land_use_agricultural_land_permanent_crops_numeric`	land_use_agricultural_land_permanent_crops_numeric	float	0%	1	0.1
`land_use_agricultural_land_permanent_pasture_text`	land_use_agricultural_land_permanent_pasture_text	string	0%	1	permanent pasture: 26.9% (2023 est.)
`land_use_agricultural_land_permanent_pasture_numeric`	land_use_agricultural_land_permanent_pasture_numeric	float	0%	1	26.9
`land_use_forest_text`	land_use_forest_text	string	0%	1	60.6% (2023 est.)
`land_use_other_text`	land_use_other_text	string	0%	1	7.3% (2023 est.)
`land_use_other_numeric`	land_use_other_numeric	float	0%	1	7.3
`urbanization_urban_population_text`	urbanization_urban_population_text	string	0%	1	46.3% of total population (2023)
`urbanization_rate_of_urbanization_text`	urbanization_rate_of_urbanization_text	string	0%	1	4.15% annual rate of change (2020-25 est.)
`carbon_dioxide_emissions_total_emissions_text`	carbon_dioxide_emissions_total_emissions_text	string	0%	1	9.877 million metric tonnes of CO2 (2023 est.)
`carbon_dioxide_emissions_total_emissions_numeric`	carbon_dioxide_emissions_total_emissions_numeric	float	0%	1	9.877
`carbon_dioxide_emissions_from_coal_and_metallurgical_coke_text`	carbon_dioxide_emissions_from_coal_and_metallurgical_coke_text	string	0%	1	4.835 million metric tonnes of CO2 (2023 est.)
`carbon_dioxide_emissions_from_coal_and_metallurgical_coke_numeric`	carbon_dioxide_emissions_from_coal_and_metallurgical_coke_numeric	float	0%	1	4.835
`carbon_dioxide_emissions_from_petroleum_and_other_liquids_text`	carbon_dioxide_emissions_from_petroleum_and_other_liquids_text	string	0%	1	5.042 million metric tonnes of CO2 (2023 est.)
`carbon_dioxide_emissions_from_petroleum_and_other_liquids_numeric`	carbon_dioxide_emissions_from_petroleum_and_other_liquids_numeric	float	0%	1	5.042
`particulate_matter_emissions_text`	particulate_matter_emissions_text	string	0%	1	16.1 micrograms per cubic meter (2019 est.)
`particulate_matter_emissions_numeric`	particulate_matter_emissions_numeric	float	0%	1	16.1
`waste_and_recycling_municipal_solid_waste_generated_annually_text`	waste_and_recycling_municipal_solid_waste_generated_annually_text	string	0%	1	2.608 million tons (2024 est.)
`waste_and_recycling_percent_of_municipal_solid_waste_recycled_text`	waste_and_recycling_percent_of_municipal_solid_waste_recycled_text	string	0%	1	12.6% (2022 est.)
`waste_and_recycling_percent_of_municipal_solid_waste_recycled_numeric`	waste_and_recycling_percent_of_municipal_solid_waste_recycled_numeric	float	0%	1	12.6
`total_water_withdrawal_municipal_text`	total_water_withdrawal_municipal_text	string	0%	1	290 million cubic meters (2022 est.)
`total_water_withdrawal_municipal_numeric`	total_water_withdrawal_municipal_numeric	float	0%	1	290.0
`total_water_withdrawal_industrial_text`	total_water_withdrawal_industrial_text	string	0%	1	130 million cubic meters (2022 est.)
+7 more extension fields — download the CSV/Parquet to see them all.

ZMB OpenFactBook - Ethnic Groups — 1 rows, 9 columns

Loading data…

Field details — 9 fields (type, nulls, unique, samples)

Standards-Aligned Fields (3)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (6) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`nationality_noun_text`	nationality_noun_text	string	0%	1	Zambian(s)
`nationality_adjective_text`	nationality_adjective_text	string	0%	1	Zambian
`ethnic_groups_text`	ethnic_groups_text	string	0%	1	Bemba 21%, Tonga 13.6%, Chewa 7.4%, Lozi 5.7%, Nsenga...
`ethnic_groups_numeric`	ethnic_groups_numeric	float	0%	1	21.0
`source_section`	source_section	string	0%	1	People and Society:ethnic_groups
`source_profile_path`	source_profile_path	string	0%	1	africa/za.json

ZMB OpenFactBook - Geography — 1 rows, 59 columns

Loading data…

Field details — 59 fields (type, nulls, unique, samples)

Standards-Aligned Fields (13)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`area_total_numeric`	Area sqkm	float	SEL	0%	1	752618.0
`area_land_numeric`	Area land sqkm	float	SEL	0%	1	743398.0
`area_water_numeric`	Area water sqkm	float	SEL	0%	1	9220.0
`land_boundaries_total_numeric`	Land boundary km	float	SEL	0%	1	6043.15
`coastline_numeric`	Coastline km	float	SEL	0%	1	0.0
`elevation_highest_point_numeric`	Elevation max m	float	SEL	0%	1	2330.0
`elevation_lowest_point_numeric`	Elevation min m	float	SEL	0%	1	329.0
`land_use_agricultural_land_numeric`	Agricultural land percent	float	SEL	0%	1	32.1
`land_use_forest_numeric`	Forest area percent	float	SEL	0%	1	60.6
`irrigated_land_numeric`	Irrigated land sqkm	float	SEL	0%	1	1560.0
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (46) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`location_text`	location_text	string	0%	1	Southern Africa, east of Angola, south of the Democratic...
`geographic_coordinates_text`	geographic_coordinates_text	string	0%	1	15 00 S, 30 00 E
`geographic_coordinates_numeric`	geographic_coordinates_numeric	float	0%	1	15.0
`map_references_text`	map_references_text	string	0%	1	Africa
`area_total_text`	area_total_text	string	0%	1	752,618 sq km
`area_land_text`	area_land_text	string	0%	1	743,398 sq km
`area_water_text`	area_water_text	string	0%	1	9,220 sq km
`area_comparative_text`	area_comparative_text	string	0%	1	almost five times the size of Georgia; slightly larger than Texas
`land_boundaries_total_text`	land_boundaries_total_text	string	0%	1	6,043.15 km
`land_boundaries_border_countries_text`	land_boundaries_border_countries_text	string	0%	1	Angola 1,065 km; Botswana 0.15 km; Democratic Republic...
`land_boundaries_border_countries_numeric`	land_boundaries_border_countries_numeric	float	0%	1	1065.0
`coastline_text`	coastline_text	string	0%	1	0 km (landlocked)
`maritime_claims_text`	maritime_claims_text	string	0%	1	none (landlocked)
`climate_text`	climate_text	string	0%	1	tropical; modified by altitude; rainy season (October to April)
`terrain_text`	terrain_text	string	0%	1	mostly high plateau with some hills and mountains
`elevation_highest_point_text`	elevation_highest_point_text	string	0%	1	Mafinga Central 2,330 m
`elevation_lowest_point_text`	elevation_lowest_point_text	string	0%	1	Zambezi river 329 m
`elevation_mean_elevation_text`	elevation_mean_elevation_text	string	0%	1	1,138 m
`elevation_mean_elevation_numeric`	elevation_mean_elevation_numeric	float	0%	1	1138.0
`natural_resources_text`	natural_resources_text	string	0%	1	copper, cobalt, zinc, lead, coal, emeralds, gold,...
`land_use_agricultural_land_text`	land_use_agricultural_land_text	string	0%	1	32.1% (2023 est.)
`land_use_agricultural_land_arable_land_text`	land_use_agricultural_land_arable_land_text	string	0%	1	arable land: 5.1% (2023 est.)
`land_use_agricultural_land_arable_land_numeric`	land_use_agricultural_land_arable_land_numeric	float	0%	1	5.1
`land_use_agricultural_land_permanent_crops_text`	land_use_agricultural_land_permanent_crops_text	string	0%	1	permanent crops: 0.1% (2023 est.)
`land_use_agricultural_land_permanent_crops_numeric`	land_use_agricultural_land_permanent_crops_numeric	float	0%	1	0.1
`land_use_agricultural_land_permanent_pasture_text`	land_use_agricultural_land_permanent_pasture_text	string	0%	1	permanent pasture: 26.9% (2023 est.)
`land_use_agricultural_land_permanent_pasture_numeric`	land_use_agricultural_land_permanent_pasture_numeric	float	0%	1	26.9
`land_use_forest_text`	land_use_forest_text	string	0%	1	60.6% (2023 est.)
`land_use_other_text`	land_use_other_text	string	0%	1	7.3% (2023 est.)
`land_use_other_numeric`	land_use_other_numeric	float	0%	1	7.3
+16 more extension fields — download the CSV/Parquet to see them all.

ZMB OpenFactBook - Government — 1 rows, 102 columns

Loading data…

Field details — 102 fields (type, nulls, unique, samples)

Standards-Aligned Fields (2)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (100) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`country_name_conventional_long_form_text`	country_name_conventional_long_form_text	string	0%	1	Republic of Zambia
`country_name_conventional_short_form_text`	country_name_conventional_short_form_text	string	0%	1	Zambia
`country_name_former_text`	country_name_former_text	string	0%	1	Northern Rhodesia
`country_name_etymology_text`	country_name_etymology_text	string	0%	1	name is derived from the Zambezi River, which flows...
`government_type_text`	government_type_text	string	0%	1	presidential republic
`capital_name_text`	capital_name_text	string	0%	1	Lusaka
`capital_geographic_coordinates_text`	capital_geographic_coordinates_text	string	0%	1	15 25 S, 28 17 E
`capital_geographic_coordinates_numeric`	capital_geographic_coordinates_numeric	float	0%	1	15.0
`capital_time_difference_text`	capital_time_difference_text	string	0%	1	UTC+2 (7 hours ahead of Washington, DC, during Standard Time)
`capital_time_difference_numeric`	capital_time_difference_numeric	float	0%	1	2.0
`capital_etymology_text`	capital_etymology_text	string	0%	1	named after a village with a headman (chief) called LUSAAKAS
`administrative_divisions_text`	administrative_divisions_text	string	0%	1	10 provinces; Central, Copperbelt, Eastern, Luapula,...
`administrative_divisions_numeric`	administrative_divisions_numeric	float	0%	1	10.0
`legal_system_text`	legal_system_text	string	0%	1	mixed system of English common law and customary law
`constitution_history_text`	constitution_history_text	string	0%	1	several previous; latest adopted 24 August 1991,...
`constitution_history_numeric`	constitution_history_numeric	float	0%	1	24.0
`constitution_amendment_process_text`	constitution_amendment_process_text	string	0%	1	proposed by the National Assembly; passage requires...
`constitution_amendment_process_numeric`	constitution_amendment_process_numeric	float	0%	1	30.0
`international_law_organization_participation_text`	international_law_organization_participation_text	string	0%	1	has not submitted an ICJ jurisdiction declaration;...
`citizenship_citizenship_by_birth_text`	Citizenship by birth (text)	string	0%	1	only if at least one parent is a citizen of Zambia
`citizenship_citizenship_by_descent_only_text`	Citizenship by descent only (text)	string	0%	1	yes, if at least one parent was a citizen of Zambia
`citizenship_dual_citizenship_recognized_text`	citizenship_dual_citizenship_recognized_text	string	0%	1	yes
`citizenship_residency_requirement_for_naturalization_text`	citizenship_residency_requirement_for_naturalization_text	string	0%	1	5 years for those with an ancestor who was a citizen of...
`citizenship_residency_requirement_for_naturalization_numeric`	citizenship_residency_requirement_for_naturalization_numeric	float	0%	1	5.0
`suffrage_text`	suffrage_text	string	0%	1	18 years of age; universal
`suffrage_numeric`	suffrage_numeric	float	0%	1	18.0
`executive_branch_chief_of_state_text`	executive_branch_chief_of_state_text	string	0%	1	President Hakainde HICHILEMA (since 24 August 2021)
`executive_branch_chief_of_state_numeric`	executive_branch_chief_of_state_numeric	float	0%	1	24.0
`executive_branch_head_of_government_text`	executive_branch_head_of_government_text	string	0%	1	President Hakainde HICHILEMA (since 24 August 2021)
`executive_branch_head_of_government_numeric`	executive_branch_head_of_government_numeric	float	0%	1	24.0
+70 more extension fields — download the CSV/Parquet to see them all.

ZMB OpenFactBook - Introduction — 1 rows, 7 columns

Loading data…

Field details — 7 fields (type, nulls, unique, samples)

Standards-Aligned Fields (3)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (4) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`background_text`	background_text	string	0%	1	Bantu-speaking groups mainly from the Luba and Lunda...
`background_numeric`	background_numeric	float	0%	1	300.0
`source_section`	source_section	string	0%	1	Introduction
`source_profile_path`	source_profile_path	string	0%	1	africa/za.json

ZMB OpenFactBook - Languages — 1 rows, 7 columns

Loading data…

Field details — 7 fields (type, nulls, unique, samples)

Standards-Aligned Fields (3)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (4) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`languages_text`	languages_text	string	0%	1	Bemba 33.4%, Nyanja 14.7%, Tonga 11.4%, Lozi 5.5%, Chewa...
`languages_numeric`	languages_numeric	float	0%	1	33.4
`source_section`	source_section	string	0%	1	People and Society:languages
`source_profile_path`	source_profile_path	string	0%	1	africa/za.json

ZMB OpenFactBook - Migration — 1 rows, 9 columns

Loading data…

Field details — 9 fields (type, nulls, unique, samples)

Standards-Aligned Fields (3)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (6) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`refugees_and_internally_displaced_persons_refugees_text`	refugees_and_internally_displaced_persons_refugees_text	string	0%	1	88,918 (2024 est.)
`refugees_and_internally_displaced_persons_refugees_numeric`	refugees_and_internally_displaced_persons_refugees_numeric	float	0%	1	88918.0
`refugees_and_internally_displaced_persons_idps_text`	refugees_and_internally_displaced_persons_idps_text	string	0%	1	131,349 (2024 est.)
`refugees_and_internally_displaced_persons_idps_numeric`	refugees_and_internally_displaced_persons_idps_numeric	float	0%	1	131349.0
`source_section`	source_section	string	0%	1	Transnational Issues:migration
`source_profile_path`	source_profile_path	string	0%	1	africa/za.json

ZMB OpenFactBook - Military And Security — 1 rows, 27 columns

Loading data…

Field details — 27 fields (type, nulls, unique, samples)

Standards-Aligned Fields (3)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (24) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`military_and_security_forces_text`	military_and_security_forces_text	string	0%	1	Zambia Defense Force (ZDF): Zambia Army, Zambia Air...
`military_and_security_forces_numeric`	military_and_security_forces_numeric	float	0%	1	2025.0
`military_expenditures_military_expenditures_2024_text`	Military expenditures 2024 (text)	string	0%	1	1.3% of GDP (2024 est.)
`military_expenditures_military_expenditures_2024_numeric`	Military expenditures 2024 (numeric)	float	0%	1	1.3
`military_expenditures_military_expenditures_2023_text`	Military expenditures 2023 (text)	string	0%	1	1.3% of GDP (2023 est.)
`military_expenditures_military_expenditures_2023_numeric`	Military expenditures 2023 (numeric)	float	0%	1	1.3
`military_expenditures_military_expenditures_2022_text`	Military expenditures 2022 (text)	string	0%	1	1.1% of GDP (2022 est.)
`military_expenditures_military_expenditures_2022_numeric`	Military expenditures 2022 (numeric)	float	0%	1	1.1
`military_expenditures_military_expenditures_2021_text`	Military expenditures 2021 (text)	string	0%	1	1.1% of GDP (2021 est.)
`military_expenditures_military_expenditures_2021_numeric`	Military expenditures 2021 (numeric)	float	0%	1	1.1
`military_expenditures_military_expenditures_2020_text`	Military expenditures 2020 (text)	string	0%	1	1.2% of GDP (2020 est.)
`military_expenditures_military_expenditures_2020_numeric`	Military expenditures 2020 (numeric)	float	0%	1	1.2
`military_and_security_service_personnel_strengths_text`	military_and_security_service_personnel_strengths_text	string	0%	1	approximately 16,000 active Defense Forces (2025)
`military_and_security_service_personnel_strengths_numeric`	military_and_security_service_personnel_strengths_numeric	float	0%	1	16000.0
`military_equipment_inventories_and_acquisitions_text`	military_equipment_inventories_and_acquisitions_text	string	0%	1	the ZDF's inventory is largely comprised of Chinese,...
`military_equipment_inventories_and_acquisitions_numeric`	military_equipment_inventories_and_acquisitions_numeric	float	0%	1	2025.0
`military_service_age_and_obligation_text`	military_service_age_and_obligation_text	string	0%	1	18-25 years of age (17 with parental consent) for...
`military_service_age_and_obligation_numeric`	military_service_age_and_obligation_numeric	float	0%	1	18.0
`military_deployments_text`	military_deployments_text	string	0%	1	930 Central African Republic (MINUSCA) (2025)
`military_deployments_numeric`	military_deployments_numeric	float	0%	1	930.0
`military_note_text`	military_note_text	string	0%	1	the Zambia Defense Forces (ZDF) are responsible for...
`military_note_numeric`	military_note_numeric	float	0%	1	1964.0
`source_section`	source_section	string	0%	1	Military and Security
`source_profile_path`	source_profile_path	string	0%	1	africa/za.json

ZMB OpenFactBook - People And Society — 1 rows, 144 columns

Loading data…

Field details — 144 fields (type, nulls, unique, samples)

Standards-Aligned Fields (28)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`population_total_numeric`	Population count	float	SEL	0%	1	22021971.0
`population_male_numeric`	Population male	float	SEL	0%	1	11066079.0
`population_female_numeric`	Population female	float	SEL	0%	1	10955892.0
`age_structure_0_14_years_numeric`	Population 0 14 percent	float	SEL	0%	1	42.1
`age_structure_15_64_years_numeric`	Population 15 64 percent	float	SEL	0%	1	55.1
`age_structure_65_years_and_over_numeric`	Population 65 plus percent	float	SEL	0%	1	2.8
`dependency_ratios_total_dependency_ratio_numeric`	Total dependency ratio	float	SEL	0%	1	75.8
`dependency_ratios_youth_dependency_ratio_numeric`	Youth dependency ratio	float	SEL	0%	1	71.3
`dependency_ratios_elderly_dependency_ratio_numeric`	Elderly dependency ratio	float	SEL	0%	1	4.5
`median_age_total_numeric`	Median age	float	SEL	0%	1	19.0
`population_growth_rate_numeric`	Population growth rate percent	float	SEL	0%	1	2.51
`birth_rate_numeric`	Birth rate per 1000	float	SEL	0%	1	29.6
`death_rate_numeric`	Death rate per 1000	float	SEL	0%	1	4.91
`net_migration_rate_numeric`	Net migration per 1000	float	SEL	0%	1	0.4
`urbanization_urban_population_numeric`	Urban population percent	float	SEL	0%	1	46.3
`urbanization_rate_of_urbanization_numeric`	Urban growth rate percent	float	SEL	0%	1	4.15
`sex_ratio_at_birth_numeric`	Sex ratio at birth	float	SEL	0%	1	1.03
`sex_ratio_total_population_numeric`	Sex ratio overall	float	SEL	0%	1	1.0
`maternal_mortality_ratio_numeric`	Maternal mortality per 100k	float	SEL	0%	1	85.0
`infant_mortality_rate_total_numeric`	Infant mortality per 1000	float	SEL	0%	1	30.1
`life_expectancy_at_birth_total_population_numeric`	Life expectancy	float	SEL	0%	1	66.9
`total_fertility_rate_numeric`	Fertility rate	float	SEL	0%	1	3.67
`gross_reproduction_rate_numeric`	Gross reproduction rate	float	SEL	0%	1	1.81
`physician_density_numeric`	Physicians per 1000	float	SEL	0%	1	0.32
`literacy_total_population_numeric`	Literacy rate percent	float	SEL	0%	1	71.1
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (116) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`population_total_text`	population_total_text	string	0%	1	22,021,971 (2025 est.)
`population_male_text`	population_male_text	string	0%	1	11,066,079
`population_female_text`	population_female_text	string	0%	1	10,955,892
`age_structure_0_14_years_text`	age_structure_0_14_years_text	string	0%	1	42.1% (male 4,418,980/female 4,337,187)
`age_structure_15_64_years_text`	age_structure_15_64_years_text	string	0%	1	55.1% (male 5,726,265/female 5,736,732)
`age_structure_65_years_and_over_text`	age_structure_65_years_and_over_text	string	0%	1	2.8% (2024 est.) (male 262,008/female 317,944)
`dependency_ratios_total_dependency_ratio_text`	dependency_ratios_total_dependency_ratio_text	string	0%	1	75.8 (2025 est.)
`dependency_ratios_youth_dependency_ratio_text`	dependency_ratios_youth_dependency_ratio_text	string	0%	1	71.3 (2025 est.)
`dependency_ratios_elderly_dependency_ratio_text`	dependency_ratios_elderly_dependency_ratio_text	string	0%	1	4.5 (2025 est.)
`dependency_ratios_potential_support_ratio_text`	dependency_ratios_potential_support_ratio_text	string	0%	1	22.3 (2025 est.)
`dependency_ratios_potential_support_ratio_numeric`	dependency_ratios_potential_support_ratio_numeric	float	0%	1	22.3
`median_age_total_text`	median_age_total_text	string	0%	1	19 years (2025 est.)
`median_age_male_text`	median_age_male_text	string	0%	1	18.2 years
`median_age_male_numeric`	median_age_male_numeric	float	0%	1	18.2
`median_age_female_text`	median_age_female_text	string	0%	1	18.6 years
`median_age_female_numeric`	median_age_female_numeric	float	0%	1	18.6
`population_growth_rate_text`	population_growth_rate_text	string	0%	1	2.51% (2025 est.)
`birth_rate_text`	birth_rate_text	string	0%	1	29.6 births/1,000 population (2025 est.)
`death_rate_text`	death_rate_text	string	0%	1	4.91 deaths/1,000 population (2025 est.)
`net_migration_rate_text`	net_migration_rate_text	string	0%	1	0.4 migrant(s)/1,000 population (2025 est.)
`population_distribution_text`	population_distribution_text	string	0%	1	one of the highest levels of urbanization in Africa;...
`urbanization_urban_population_text`	urbanization_urban_population_text	string	0%	1	46.3% of total population (2023)
`urbanization_rate_of_urbanization_text`	urbanization_rate_of_urbanization_text	string	0%	1	4.15% annual rate of change (2020-25 est.)
`major_urban_areas_population_text`	major_urban_areas_population_text	string	0%	1	3.181 million LUSAKA (capital), 763,000 Kitwe (2023)
`major_urban_areas_population_numeric`	major_urban_areas_population_numeric	float	0%	1	3.181
`sex_ratio_at_birth_text`	sex_ratio_at_birth_text	string	0%	1	1.03 male(s)/female
`sex_ratio_0_14_years_text`	sex_ratio_0_14_years_text	string	0%	1	1.02 male(s)/female
`sex_ratio_0_14_years_numeric`	sex_ratio_0_14_years_numeric	float	0%	1	1.02
`sex_ratio_15_64_years_text`	sex_ratio_15_64_years_text	string	0%	1	1 male(s)/female
`sex_ratio_15_64_years_numeric`	sex_ratio_15_64_years_numeric	float	0%	1	1.0
+86 more extension fields — download the CSV/Parquet to see them all.

ZMB OpenFactBook - Religions — 1 rows, 33 columns

Loading data…

Field details — 33 fields (type, nulls, unique, samples)

Standards-Aligned Fields (5)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national
`composition_religion_other_pct_synth`	other	numeric	CCL	0%	-	2.7
`composition_ethnicity_primary_label_synth`	Bemba	string	CCL	0%	-	Bemba

Extension Fields (4) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`religions_text`	religions_text	string	0%	1	Protestant 75.3%, Roman Catholic 20.2%, other 2.7%...
`religions_numeric`	religions_numeric	float	0%	1	75.3
`source_section`	source_section	string	0%	1	People and Society:religions
`source_profile_path`	source_profile_path	string	0%	1	africa/za.json

Pending (24) — awaiting mapping

Field Name	Label	Type	Nulls	Unique	Samples
`composition_religion_protestant_pct_synth`	Protestant	numeric	0%	-	75.3
`composition_religion_roman_catholic_pct_synth`	Roman Catholic	numeric	0%	-	20.2
`composition_religion_none_pct_synth`	none	numeric	0%	-	1.8
`composition_ethnicity_bemba_pct_synth`	Bemba	numeric	0%	-	21.0
`composition_ethnicity_tonga_pct_synth`	Tonga	numeric	0%	-	13.6
`composition_ethnicity_chewa_pct_synth`	Chewa	numeric	0%	-	7.4
`composition_ethnicity_lozi_pct_synth`	Lozi	numeric	0%	-	5.7
`composition_ethnicity_nsenga_pct_synth`	Nsenga	numeric	0%	-	5.3
`composition_ethnicity_tumbuka_pct_synth`	Tumbuka	numeric	0%	-	4.4
`composition_ethnicity_ngoni_pct_synth`	Ngoni	numeric	0%	-	4.0
`composition_ethnicity_lala_pct_synth`	Lala	numeric	0%	-	3.1
`composition_ethnicity_kaonde_pct_synth`	Kaonde	numeric	0%	-	2.9
`composition_ethnicity_namwanga_pct_synth`	Namwanga	numeric	0%	-	2.8
`composition_ethnicity_lunda_north_western_pct_synth`	Lunda (north Western)	numeric	0%	-	2.6
`composition_ethnicity_mambwe_pct_synth`	Mambwe	numeric	0%	-	2.5
`composition_ethnicity_luvale_pct_synth`	Luvale	numeric	0%	-	2.2
`composition_ethnicity_lamba_pct_synth`	Lamba	numeric	0%	-	2.1
`composition_ethnicity_ushi_pct_synth`	Ushi	numeric	0%	-	1.9
`composition_ethnicity_lenje_pct_synth`	Lenje	numeric	0%	-	1.6
`composition_ethnicity_bisa_pct_synth`	Bisa	numeric	0%	-	1.6
`composition_ethnicity_mbunda_pct_synth`	Mbunda	numeric	0%	-	1.2
`composition_ethnicity_other_pct_synth`	other	numeric	0%	-	13.8
`composition_ethnicity_unspecified_pct_synth`	unspecified	numeric	0%	-	0.4
`composition_ethnicity_primary_share_pct_synth`	Bemba	numeric	0%	-	21.0

ZMB OpenFactBook - Transportation — 1 rows, 20 columns

Loading data…

Field details — 20 fields (type, nulls, unique, samples)

Standards-Aligned Fields (5)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`civil_aircraft_registration_country_code_prefix_text`	Civil aircraft registration country code prefix text	string	SEL+	0%	1	9J
`airports_numeric`	Airports count	float	SEL	0%	1	120.0
`country_code`	Country code	string	SEL	0%	1	ZMB
`country_name`	Country name	string	SEL	0%	1	Zambia
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (15) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`civil_aircraft_registration_country_code_prefix_numeric`	civil_aircraft_registration_country_code_prefix_numeric	float	0%	1	9.0
`airports_text`	airports_text	string	0%	1	120 (2025)
`heliports_text`	heliports_text	string	0%	1	4 (2025)
`heliports_numeric`	heliports_numeric	float	0%	1	4.0
`railways_total_text`	railways_total_text	string	0%	1	3,126 km (2014)
`railways_total_numeric`	railways_total_numeric	float	0%	1	3126.0
`railways_narrow_gauge_text`	railways_narrow_gauge_text	string	0%	1	3,126 km (2014) 1.067-m gauge
`railways_narrow_gauge_numeric`	railways_narrow_gauge_numeric	float	0%	1	3126.0
`railways_note`	railways_note	string	0%	1	note: includes 1,860 km of the Tanzania-Zambia Railway...
`merchant_marine_total_text`	merchant_marine_total_text	string	0%	1	2 (2023)
`merchant_marine_total_numeric`	merchant_marine_total_numeric	float	0%	1	2.0
`merchant_marine_by_type_text`	merchant_marine_by_type_text	string	0%	1	general cargo 1, oil tanker 1
`merchant_marine_by_type_numeric`	merchant_marine_by_type_numeric	float	0%	1	1.0
`source_section`	source_section	string	0%	1	Transportation
`source_profile_path`	source_profile_path	string	0%	1	africa/za.json

ZMB HDX COD — Population Statistics (OCHA/UNFPA) ZMB-COD_PS Census Derived Population

10 rows · 1 table(s) HDX COD — Population Statistics (OCHA/UNFPA) 0 1 2 3 5 SEL ▶

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

1 Admin 1 — 1 table(s)

ZMB Cod Ps - Zmb Codps — 10 rows, 61 columns

Loading data…

Field details — 61 fields (type, nulls, unique, samples)

Standards-Aligned Fields (5)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`pcode`	Admin code	string	SEL	100%	-	-
`region_name`	Region name	string	SEL	0%	10	EASTERN, MUCHINGA, NORTH-WESTERN, CENTRAL, LUAPULA
`T_TL`	Total population	integer	SEL	0%	10	2119981, 964189, 927181, 1654706, 1243727
`M_TL`	Male population	integer	SEL	0%	10	1056542, 479655, 462418, 831446, 620157
`F_TL`	Female population	integer	SEL	0%	10	1063439, 484534, 464763, 823260, 623570

Pending (56) — awaiting mapping

Field Name	Label	Type	Nulls	Unique	Samples
`admin_level`	Admin level	string	0%	1	admin_1, admin_1, admin_1, admin_1, admin_1
`year`	Reference year	integer	0%	1	2020, 2020, 2020, 2020, 2020
`ADM0_EN`	ADM0_EN	string	0%	1	Zambia, Zambia, Zambia, Zambia, Zambia
`ADM0_CODE`	ADM0_CODE	string	0%	1	ZM, ZM, ZM, ZM, ZM
`ADM1_CODE`	ADM1_CODE	string	0%	10	ZM30, ZM11, ZM70, ZM10, ZM40
`T_0004`	T_0004	integer	0%	10	391374, 184904, 179539, 299967, 235994
`T_0509`	T_0509	integer	0%	10	338535, 160863, 150049, 258234, 200495
`T_1014`	T_1014	integer	0%	10	281180, 127347, 123876, 222533, 164082
`T_1519`	T_1519	integer	0%	10	222399, 99486, 99246, 184065, 126569
`T_2024`	T_2024	integer	0%	10	182592, 81616, 79025, 147410, 99779
`T_2529`	T_2529	integer	0%	10	148372, 67022, 65928, 114608, 84918
`T_3034`	T_3034	integer	0%	10	119913, 52145, 52379, 95555, 71124
`T_3539`	T_3539	integer	0%	10	103763, 45627, 42957, 81444, 61440
`T_4044`	T_4044	integer	0%	10	87438, 39315, 38178, 69942, 55744
`T_4549`	T_4549	integer	0%	10	66519, 29774, 27695, 51460, 41404
`T_5054`	T_5054	integer	0%	10	47552, 21181, 19246, 38074, 31079
`T_5559`	T_5559	integer	0%	10	36973, 15687, 14767, 28566, 23220
`T_6064`	T_6064	integer	0%	10	31889, 13702, 11589, 22791, 18676
`T_6569`	T_6569	integer	0%	10	22182, 9720, 8161, 15353, 12097
`T_7074`	T_7074	integer	0%	10	18021, 7646, 6490, 11527, 8825
`T_7579`	T_7579	integer	0%	10	11365, 4774, 4415, 7601, 5039
`T_80Plus`	T_80Plus	integer	0%	10	9914, 3380, 3641, 5576, 3242
`M_0004`	M_0004	integer	0%	10	196678, 92997, 90438, 150948, 118812
`M_0509`	M_0509	integer	0%	10	170815, 81118, 75504, 130298, 101326
`M_1014`	M_1014	integer	0%	10	143846, 65049, 62643, 112354, 83927
`M_1519`	M_1519	integer	0%	10	114448, 49885, 50154, 93562, 63902
`M_2024`	M_2024	integer	0%	10	92536, 39893, 39872, 75381, 48282
`M_2529`	M_2529	integer	0%	10	73997, 32845, 32627, 57379, 40783
`M_3034`	M_3034	integer	0%	10	59737, 25866, 26009, 47192, 34943
`M_3539`	M_3539	integer	0%	10	50846, 22173, 20792, 40608, 30038
+26 more pending fields — download the CSV/Parquet to see them all.

ZMB D-PLACE ZMB-DPLACE Ethnographic Societies

9 rows · 1 table(s) D-PLACE 0 1 2 3 1 SEL 10 CCL 7 ext ▶

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

0 Admin 0 — 1 table(s)

ZMB D-PLACE - Dplace Ea Societies — 9 rows, 18 columns

Loading data…

Field details — 18 fields (type, nulls, unique, samples)

Standards-Aligned Fields (11)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB, ZMB, ZMB, ZMB, ZMB
`society_id`	Society id	string	CCL	0%	9	Ab3, Ac1, Cf2, Ac3, Ac32
`society_name`	Society name	string	CCL	0%	9	Lozi, Ila, Boers, Bemba, Kaonde
`language_glottocode`	Language glottocode	string	CCL	0%	9	lozi1239, ilaa1246, afri1274, town1238, kaon1241
`language_name`	Language name	string	CCL	0%	1	, , , ,
`kinship_system`	Kinship system	string	CCL	0%	9	EA001:1; EA002:2; EA003:1; EA004:2; EA005:4, EA001:1;...
`marriage_pattern`	Marriage pattern	string	CCL	0%	7	EA006:3; EA007:2; EA008:5; EA009:5; EA010:9, EA006:1;...
`subsistence_pattern`	Subsistence pattern	string	CCL	0%	8	EA028:5; EA029:6; EA030:3; EA031:2; EA032:2, EA028:3;...
`political_complexity`	Political complexity	string	CCL	0%	8	EA033:4; EA034:2; EA035:NA, EA033:2; EA034:2; EA035:6,...
`religion_importance`	Religion importance	string	CCL	0%	6	EA034:2; EA112:6, EA034:2; EA112:6, EA034:NA; EA112:NA,...
`residence_pattern`	Residence pattern	string	CCL	0%	8	EA011:1; EA012:10; EA013:9, EA011:1; EA012:10; EA013:9,...

Extension Fields (7) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`country_name`	country_name	string	0%	1	Zambia, Zambia, Zambia, Zambia, Zambia
`dataset`	dataset	string	0%	1	EA, EA, EA, EA, EA
`region`	region	string	0%	1	, , , ,
`latitude`	latitude	float	0%	6	-15.0, -16.0, -16.0, -11.0, -13.0
`longitude`	longitude	float	0%	8	23.0, 27.0, 28.0, 31.0, 26.0
`assignment_method`	assignment_method	string	0%	1	point_in_polygon, point_in_polygon, point_in_polygon,...
`assignment_confidence`	assignment_confidence	string	0%	1	approximate, approximate, approximate, approximate, approximate

ZMB Ethnic Power Relations Dataset ZMB-EPR Political Ethnicity

7 rows · 1 table(s) Ethnic Power Relations Dataset 0 1 2 3 1 SEL 5 CCL 2 ext ▶

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

0 Admin 0 — 1 table(s)

ZMB EPR - Groups — 7 rows, 8 columns

Loading data…

Field details — 8 fields (type, nulls, unique, samples)

Standards-Aligned Fields (6)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB, ZMB, ZMB, ZMB, ZMB
`ethnic_group_name`	Ethnic group name	string	CCL	0%	7	Bemba speakers, Nyanja speakers (Easterners),...
`ethnic_power_status`	Ethnic power status	string	CCL	0%	3	SENIOR PARTNER, SENIOR PARTNER, POWERLESS, JUNIOR...
`ethnic_population_share`	Ethnic population share	float	CCL	0%	6	0.43, 0.3, 0.12, 0.08, 0.03
`ethnic_group_id`	Ethnic group id	float	CCL	0%	7	55101000, 55106000, 55107000, 55103000, 55104000
`regional_autonomy`	Regional autonomy	string	CCL	0%	1	false, false, false, false, false

Extension Fields (2) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`year`	year	integer	0%	1	2021, 2021, 2021, 2021, 2021
`group_relevance`	group_relevance	string	0%	1	, , , ,

ZMB Afrobarometer ZMB-AFROBAROMETER Attitudes Values

5 rows · 5 table(s) Afrobarometer 0 1 2 3 5 SEL 24 CCL 20 ext ▶

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

0 Admin 0 — 5 table(s)

ZMB Afrobarometer - Economic Indicators — 1 rows, 9 columns

Loading data…

Field details — 9 fields (type, nulls, unique, samples)

Standards-Aligned Fields (5)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`economic_conditions`	Economic conditions	integer	CCL	0%	1	1
`living_conditions`	Living conditions	integer	CCL	0%	1	1
`employment_situation`	Employment situation	integer	CCL	0%	1	1
`food_insecurity`	Food insecurity	integer	CCL	0%	1	1

Extension Fields (4) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`round`	round	string	0%	1
`year`	year	string	0%	1
`region`	region	string	0%	1
`source`	source	string	0%	1	Afrobarometer

ZMB Afrobarometer - Gender Indicators — 1 rows, 9 columns

Loading data…

Field details — 9 fields (type, nulls, unique, samples)

Standards-Aligned Fields (5)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`women_equal_rights`	Women equal rights	integer	CCL	0%	1	1
`women_political_leaders`	Women political leaders	integer	CCL	0%	1	1
`women_land_rights`	Women land rights	integer	CCL	0%	1	1
`domestic_violence_justified`	Domestic violence justified	integer	CCL	0%	1	1

Extension Fields (4) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`round`	round	string	0%	1
`year`	year	string	0%	1
`region`	region	string	0%	1
`source`	source	string	0%	1	Afrobarometer

ZMB Afrobarometer - Governance Indicators — 1 rows, 13 columns

Loading data…

Field details — 13 fields (type, nulls, unique, samples)

Standards-Aligned Fields (9)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`trust_president`	Trust president	integer	CCL	0%	1	1
`trust_parliament`	Trust parliament	integer	CCL	0%	1	1
`trust_courts`	Trust courts	integer	CCL	0%	1	1
`trust_police`	Trust police	integer	CCL	0%	1	1
`trust_army`	Trust army	integer	CCL	0%	1	1
`corruption_perception`	Corruption perception	integer	CCL	0%	1	1
`democracy_satisfaction`	Democracy satisfaction	integer	CCL	0%	1	1
`democracy_preference`	Democracy preference	integer	CCL	0%	1	1

Extension Fields (4) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`round`	round	string	0%	1
`year`	year	string	0%	1
`region`	region	string	0%	1
`source`	source	string	0%	1	Afrobarometer

ZMB Afrobarometer - Migration Indicators — 1 rows, 8 columns

Loading data…

Field details — 8 fields (type, nulls, unique, samples)

Standards-Aligned Fields (4)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`emigration_considered`	Emigration considered	integer	CCL	0%	1	1
`immigration_attitude`	Immigration attitude	integer	CCL	0%	1	1
`foreign_workers_attitude`	Foreign workers attitude	integer	CCL	0%	1	1

Extension Fields (4) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`round`	round	string	0%	1
`year`	year	string	0%	1
`region`	region	string	0%	1
`source`	source	string	0%	1	Afrobarometer

ZMB Afrobarometer - Social Trust Indicators — 1 rows, 10 columns

Loading data…

Field details — 10 fields (type, nulls, unique, samples)

Standards-Aligned Fields (6)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB
`trust_relatives`	Trust relatives	integer	CCL	0%	1	1
`trust_neighbors`	Trust neighbors	integer	CCL	0%	1	1
`trust_other_ethnic`	Trust other ethnic	integer	CCL	0%	1	1
`trust_other_religion`	Trust other religion	integer	CCL	0%	1	1
`national_identity_vs_ethnic`	National identity vs ethnic	integer	CCL	0%	1	1

Extension Fields (4) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`round`	round	string	0%	1
`year`	year	string	0%	1
`region`	region	string	0%	1
`source`	source	string	0%	1	Afrobarometer

ZMB NGA GEOnet Names Server (GNS) ZMB-NGA_GNS Language

2 rows · 2 table(s) NGA GEOnet Names Server (GNS) 0 1 2 3 4 SEL 12 CCL 22 ext ▶

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

0 Admin 0 — 2 table(s)

ZMB Nga Gns - Language — 1 rows, 9 columns

Loading data…

Field details — 9 fields (type, nulls, unique, samples)

Standards-Aligned Fields (9)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	country_code	string	SEL	0%	1	ZMB
`gns_language_code`	gns_language_code	string	CCL	0%	1	eng
`gns_language_name`	gns_language_name	string	CCL	0%	1	English
`gns_toponym_count`	gns_toponym_count	integer	CCL	0%	1	843
`gns_toponym_share_pct`	gns_toponym_share_pct	float	CCL	0%	1	100.0
`gns_non_roman_toponym_count`	gns_non_roman_toponym_count	integer	CCL	0%	1	0
`gns_dominant_script_code`	gns_dominant_script_code	string	CCL	0%	1
`gns_dominant_script_name`	gns_dominant_script_name	string	CCL	0%	1
`gns_script_count`	gns_script_count	integer	CCL	0%	1	0

ZMB Nga Gns - Summary — 1 rows, 29 columns

Loading data…

Field details — 29 fields (type, nulls, unique, samples)

Standards-Aligned Fields (7)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	country_code	string	SEL	0%	1	ZMB
`admin_level`	admin_level	integer	SEL	0%	1	0
`gns_country_name`	gns_country_name	string	SEL	0%	1	Zambia
`gns_language_count`	gns_language_count	integer	CCL	0%	1	1
`gns_script_count`	gns_script_count	integer	CCL	0%	1	0
`gns_endonym_share_pct`	gns_endonym_share_pct	float	CCL	0%	1	99.9897
`gns_non_roman_name_count`	gns_non_roman_name_count	integer	CCL	0%	1	0

Extension Fields (22) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`gns_name_count`	gns_name_count	integer	0%	1	38969
`gns_feature_count`	gns_feature_count	integer	0%	1	29326
`gns_endonym_count`	gns_endonym_count	integer	0%	1	38965
`gns_exonym_count`	gns_exonym_count	integer	0%	1	4
`gns_source_build_date`	gns_source_build_date	string	0%	1	Wed, 05 Aug 2026
`gns_source_change_date`	gns_source_change_date	string	0%	1	2026-08-05
`gns_name_count_populated_places`	gns_name_count_populated_places	integer	0%	1	15334
`gns_feature_count_populated_places`	gns_feature_count_populated_places	integer	0%	1	13088
`gns_name_count_hydrographic`	gns_name_count_hydrographic	integer	0%	1	15692
`gns_feature_count_hydrographic`	gns_feature_count_hydrographic	integer	0%	1	10330
`gns_name_count_hypsographic`	gns_name_count_hypsographic	integer	0%	1	4751
`gns_feature_count_hypsographic`	gns_feature_count_hypsographic	integer	0%	1	3396
`gns_name_count_spot_features`	gns_name_count_spot_features	integer	0%	1	1813
`gns_feature_count_spot_features`	gns_feature_count_spot_features	integer	0%	1	1571
`gns_name_count_administrative_regions`	gns_name_count_administrative_regions	integer	0%	1	438
`gns_feature_count_administrative_regions`	gns_feature_count_administrative_regions	integer	0%	1	285
`gns_name_count_vegetation`	gns_name_count_vegetation	integer	0%	1	366
`gns_feature_count_vegetation`	gns_feature_count_vegetation	integer	0%	1	315
`gns_name_count_areas_localities`	gns_name_count_areas_localities	integer	0%	1	566
`gns_feature_count_areas_localities`	gns_feature_count_areas_localities	integer	0%	1	333
`gns_name_count_transportation_networks`	gns_name_count_transportation_networks	integer	0%	1	9
`gns_feature_count_transportation_networks`	gns_feature_count_transportation_networks	integer	0%	1	8

ZMB Global Organized Crime Index ZMB-OCINDEX Crime Index

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

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

0 Admin 0 — 1 table(s)

ZMB Organized Crime Scores 2025 — 1 rows, 35 columns

Loading data…

Field details — 35 fields (type, nulls, unique, samples)

Extension Fields (35) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`oc_anti_money_laundering`	oc_anti_money_laundering	numeric	0%	1	-
`oc_arms_trafficking`	oc_arms_trafficking	numeric	0%	1	-
`oc_cannabis_trade`	oc_cannabis_trade	numeric	0%	1	-
`oc_cocaine_trade`	oc_cocaine_trade	numeric	0%	1	-
`oc_criminal_actors`	oc_criminal_actors	numeric	0%	1	-
`oc_criminal_markets`	oc_criminal_markets	numeric	0%	1	-
`oc_criminal_networks`	oc_criminal_networks	numeric	0%	1	-
`oc_criminality`	oc_criminality	numeric	0%	1	-
`oc_cyber_dependent_crimes`	oc_cyber_dependent_crimes	numeric	0%	1	-
`oc_economic_regulatory_capacity`	oc_economic_regulatory_capacity	numeric	0%	1	-
`oc_extortion_and_protection_racketeering`	oc_extortion_and_protection_racketeering	numeric	0%	1	-
`oc_fauna_crimes`	oc_fauna_crimes	numeric	0%	1	-
`oc_financial_crimes`	oc_financial_crimes	numeric	0%	1	-
`oc_flora_crimes`	oc_flora_crimes	numeric	0%	1	-
`oc_foreign_actors`	oc_foreign_actors	numeric	0%	1	-
`oc_government_transparency_and_accountability`	oc_government_transparency_and_accountability	numeric	0%	1	-
`oc_heroin_trade`	oc_heroin_trade	numeric	0%	1	-
`oc_human_smuggling`	oc_human_smuggling	numeric	0%	1	-
`oc_human_trafficking`	oc_human_trafficking	numeric	0%	1	-
`oc_illicit_trade_in_excisable_goods`	oc_illicit_trade_in_excisable_goods	numeric	0%	1	-
`oc_international_cooperation`	oc_international_cooperation	numeric	0%	1	-
`oc_judicial_system_and_detention`	oc_judicial_system_and_detention	numeric	0%	1	-
`oc_law_enforcement`	oc_law_enforcement	numeric	0%	1	-
`oc_mafia_style_groups`	oc_mafia_style_groups	numeric	0%	1	-
`oc_national_policies_and_laws`	oc_national_policies_and_laws	numeric	0%	1	-
`oc_non_renewable_resource_crimes`	oc_non_renewable_resource_crimes	numeric	0%	1	-
`oc_non_state_actors`	oc_non_state_actors	numeric	0%	1	-
`oc_political_leadership_and_governance`	oc_political_leadership_and_governance	numeric	0%	1	-
`oc_prevention`	oc_prevention	numeric	0%	1	-
`oc_private_sector_actors`	oc_private_sector_actors	numeric	0%	1	-
+5 more extension fields — download the CSV/Parquet to see them all.

ZMB World Values Survey ZMB-WVS Attitudes Values

1 rows · 1 table(s) World Values Survey 0 1 2 3 1 SEL 25 ext ▶

or use the per-admin-level buttons below. Free downloads return a 10-row sample. Contact us for the full pack.

0 Admin 0 — 1 table(s)

ZMB WVS - Country Aggregates — 1 rows, 26 columns

Loading data…

Field details — 26 fields (type, nulls, unique, samples)

Standards-Aligned Fields (1)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`country_code`	Country code	string	SEL	0%	1	ZMB

Extension Fields (25) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`wave`	wave	integer	0%	1	7
`wave_years`	wave_years	string	0%	1	2017-2022
`source`	source	string	0%	1	World Values Survey
`importance_religion`	importance_religion	integer	0%	1	1
`importance_family`	importance_family	integer	0%	1	1
`importance_friends`	importance_friends	integer	0%	1	1
`trust_people`	trust_people	integer	0%	1	1
`trust_family`	trust_family	integer	0%	1	1
`life_satisfaction`	life_satisfaction	integer	0%	1	1
`happiness`	happiness	integer	0%	1	1
`freedom_choice`	freedom_choice	integer	0%	1	1
`gender_jobs_scarce`	gender_jobs_scarce	integer	0%	1	1
`gender_political_leaders`	gender_political_leaders	integer	0%	1	1
`gender_university`	gender_university	integer	0%	1	1
`justifiable_divorce`	justifiable_divorce	integer	0%	1	1
`justifiable_homosexuality`	justifiable_homosexuality	integer	0%	1	1
`immigration_policy`	immigration_policy	integer	0%	1	1
`immigrants_jobs`	immigrants_jobs	integer	0%	1	1
`immigrants_culture`	immigrants_culture	integer	0%	1	1
`confidence_government`	confidence_government	integer	0%	1	1
`confidence_parliament`	confidence_parliament	integer	0%	1	1
`confidence_police`	confidence_police	integer	0%	1	1
`confidence_courts`	confidence_courts	integer	0%	1	1
`confidence_press`	confidence_press	integer	0%	1	1
`democracy_importance`	democracy_importance	integer	0%	1	1

HERA · Human Entity Reference Atlas by Masego Inc

Build a download

Source	Type	Access
HDX COD — Population Statistics (OCHA/UNFPA)	international_organization	bulk_download
GI-TOC / ENACT (Global Initiative Against Transnational Organized Crime · ENACT)	academic	bulk_download
Global Data Lab	academic	api
World Values Survey	academic	metadata_catalog
Afrobarometer	academic	api
Ethnic Power Relations Dataset	academic	bulk_download
D-PLACE (Database of Places, Language, Culture & Environment)	academic	bulk_download
NGA GEOnet Names Server (GNS)	official_government	bulk_download
World Bank Open Data	international_organization	api
UNHCR Refugee Data Finder (UN High Commissioner for Refugees)	international_organization	api
Glottolog Language Catalog	academic	bulk_download
GHS Urban Centre Database (Global Human Settlement · EU Joint Research Centre)	international_organization	bulk_download
LandScan Global (ORNL — Oak Ridge National Laboratory)	research_institution	earth_engine
OpenFactBook	community_compilation	bulk_download