Lebanon

LBN Global Data Lab LBN-GDL Development Indices

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

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1 Admin 1 — 1 table(s)

LBN GDL - Subnational Indices — 204 rows, 11 columns

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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	LBN, LBN, LBN, LBN, LBN
`region_code`	Admin code	string	SEL	100%	-	-
`region_name`	Admin name	string	SEL	0%	6	Total, Beirut, Beqaa, Mount Lebanon, Northern
`human_development_index`	Human development index	float	SEL	0%	78	0.593, 0.568, 0.615, 0.593, 0.582
`health_index`	Health index	float	SEL	0%	16	0.7, 0.7, 0.7, 0.7, 0.7
`education_index`	Education index	float	SEL	0%	85	0.472, 0.418, 0.496, 0.456, 0.507
`income_index`	Income index	float	SEL	0%	72	0.631, 0.627, 0.671, 0.652, 0.556
`life_expectancy`	Life expectancy	float	SEL	0%	17	65.48, 65.48, 65.48, 65.48, 65.48
`mean_years_schooling`	Mean years schooling	float	SEL	0%	98	7.081, 6.27, 7.447, 6.843, 7.599

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

Field Name	Label	Type	Nulls	Unique	Samples
`year`	year	integer	0%	17	1990, 1990, 1990, 1990, 1990
`level`	level	string	0%	2	national, subnational, subnational, subnational, subnational

LBN UNHCR Refugee Data Finder LBN-UNHCR Migration

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

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0 Admin 0 — 2 table(s)

LBN UNHCR - Hosted Populations — 75 rows, 24 columns

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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%	-	-

LBN UNHCR - Origin Populations — 75 rows, 24 columns

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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%	-	-

LBN World Bank Open Data LBN-WORLD_BANK Development Indicators

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

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0 Admin 0 — 2 table(s)

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

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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	LB, LB, LB, LB, LB
`population_count`	Population count	float	SEL	2%	65	1794406.0, 1850084.0, 1909578.0, 1970316.0, 2030543.0
`life_expectancy`	Life expectancy	float	SEL	3%	64	63.927, 64.267, 64.595, 64.879, 65.103
`gdp_per_capita_usd`	Gdp per capita usd	float	SEL	46%	36	959.153901867443, 771.001121245521, 789.526338484738,...
`literacy_rate_pct`	Literacy rate percent	float	SEL	94%	4	89.6100006103516, 91.1800003051758, 92.6699981689453,...
`under5_mortality_per_1000`	Under5 mortality per 1000	float	SEL	3%	61	74.8, 72.4, 70.1, 68.0, 66.2
`poverty_headcount_pct`	Poverty headcount percent	float	SEL	96%	2	28.6, 27.4, 27.4

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	Lebanon, Lebanon, Lebanon, Lebanon, Lebanon
`year`	year	integer	0%	66	1960, 1961, 1962, 1963, 1964

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

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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	LB, LB, LB, LB, LB
`life_expectancy`	Life expectancy	float	SEL	3%	64	63.927, 64.267, 64.595, 64.879, 65.103
`infant_mortality_per_1000`	Infant mortality per 1000	float	SEL	23%	45	33.5, 33.2, 32.8, 34.6, 32.2
`under5_mortality_per_1000`	Under5 mortality per 1000	float	SEL	3%	61	74.8, 72.4, 70.1, 68.0, 66.2
`maternal_mortality_per_100k`	Maternal mortality per 100k	float	SEL	41%	25	59.0, 58.0, 65.0, 65.0, 49.0
`fertility_rate`	Fertility rate	float	SEL	3%	64	5.877, 5.891, 5.902, 5.905, 5.851
`birth_rate_per_1000`	Birth rate per 1000	float	SEL	3%	64	39.453, 39.061, 38.697, 38.285, 37.568
`death_rate_per_1000`	Death rate per 1000	float	SEL	3%	64	10.187, 9.876, 9.588, 9.328, 9.099
`physicians_per_1000`	Physicians per 1000	float	SEL	65%	22	0.778, 0.938, 0.726, 1.693, 1.714
`hospital_beds_per_1000`	Hospital beds per 1000	float	SEL	59%	14	4.58133935928345, 4.09870004653931, 1.6505999565,...
`vaccination_rate_pct`	Vaccination rate percent	float	SEL	33%	25	2.0, 4.0, 4.0, 4.0, 17.0
`health_expenditure_pct_gdp`	Health expenditure percent gdp	float	SEL	64%	24	10.82951355, 10.56254768, 9.28233719, 8.67109871, 7.99923086

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	Lebanon, Lebanon, Lebanon, Lebanon, Lebanon
`year`	year	integer	0%	66	1960, 1961, 1962, 1963, 1964

LBN LandScan Global (ORNL) LBN-LANDSCAN Modeled Population

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

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0 Admin 0 — 1 table(s)

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

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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	LBN
`admin_level`	Admin level	string	SEL	0%	1	admin_0
`admin_name`	Admin name	string	SEL	0%	1	Republic of Lebanon
`admin_code`	Admin code	string	SEL	0%	1	18678258B39466436101806
`area_sqkm`	Area sqkm	float	SEL	0%	1	10176.3626
`pop_2024`	Population count	integer	SEL	0%	1	5322813
`pop_density_2024`	Population density	float	SEL	0%	1	523.06

1 Admin 1 — 1 table(s)

LBN LandScan - Population Admin1 (admin_1) — 9 rows, 7 columns

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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	LBN, LBN, LBN, LBN, LBN
`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%	9	Mont-Liban, Liban-Nord, Liban-Sud, Nabatîyé, Béqaa
`admin_code`	Admin code	string	SEL	0%	9	68408151B78911970066467, 68408151B65529488220063,...
`area_sqkm`	Area sqkm	float	SEL	0%	9	1201.8823, 1233.57, 935.7628, 1106.7325, 1337.2246
`pop_2024`	Population count	integer	SEL	0%	9	1709452, 701817, 650347, 464614, 413232
`pop_density_2024`	Population density	float	SEL	0%	9	1422.31, 568.93, 694.99, 419.81, 309.02

Locality Locality — 1 table(s)

LBN LandScan - Cities (locality) — 8 rows, 9 columns

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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	LBN, LBN, LBN, LBN, LBN
`admin_level`	Admin level	string	SEL	0%	1	locality, locality, locality, locality, locality
`admin_name`	Admin name	string	SEL	0%	8	Beirut, Tripoli, Sidon, Zahle, Nabatieh
`admin_code`	Admin code	integer	SEL	0%	8	458, 870, 302, 989, 604
`area_sqkm`	Area sqkm	float	SEL	0%	8	198.4926, 25.9369, 31.9139, 27.9278, 37.8992
`pop_2024`	Population count	integer	SEL	0%	8	1258259, 282162, 110898, 64539, 62986
`pop_density_2024`	Population density	float	SEL	0%	8	6339.07, 10878.79, 3474.91, 2310.92, 1661.93

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%	8	1538386, 309234, 207486, 98525, 106608
`landscan_vs_ghs_ratio`	landscan_vs_ghs_ratio	float	0%	8	0.818, 0.912, 0.534, 0.655, 0.591

LBN OpenFactBook LBN-OPENFACTBOOK Country Profile

15 rows · 15 table(s) OpenFactBook 0 1 2 3 94 SEL 3 CCL 561 ext ▶

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0 Admin 0 — 15 table(s)

LBN OpenFactBook - Communications — 1 rows, 22 columns

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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	16.0
`telephones_mobile_cellular_subscriptions_per_100_inhabitants_numeric`	Mobile subscriptions per 100	float	SEL	0%	1	77.0
`internet_country_code_text`	Internet country code text	string	SEL+	0%	1	.lb
`internet_users_percent_of_population_numeric`	Internet penetration percent	float	SEL	0%	1	84.0
`broadband_fixed_subscriptions_subscriptions_per_100_inhabitants_numeric`	Broadband subscriptions per 100	float	SEL	0%	1	7.0
`country_code`	Country code	string	SEL	0%	1	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`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	875,000 (2021 est.)
`telephones_fixed_lines_total_subscriptions_numeric`	telephones_fixed_lines_total_subscriptions_numeric	float	0%	1	875000.0
`telephones_fixed_lines_subscriptions_per_100_inhabitants_text`	telephones_fixed_lines_subscriptions_per_100_inhabitants_text	string	0%	1	16 (2022 est.)
`telephones_mobile_cellular_total_subscriptions_text`	telephones_mobile_cellular_total_subscriptions_text	string	0%	1	4.29 million (2021 est.)
`telephones_mobile_cellular_total_subscriptions_numeric`	telephones_mobile_cellular_total_subscriptions_numeric	float	0%	1	4.29
`telephones_mobile_cellular_subscriptions_per_100_inhabitants_text`	telephones_mobile_cellular_subscriptions_per_100_inhabitants_text	string	0%	1	77 (2021 est.)
`broadcast_media_text`	broadcast_media_text	string	0%	1	7 TV stations, 1 of which is state-owned; more than 30...
`broadcast_media_numeric`	broadcast_media_numeric	float	0%	1	7.0
`internet_users_percent_of_population_text`	internet_users_percent_of_population_text	string	0%	1	84% (2023 est.)
`broadband_fixed_subscriptions_total_text`	broadband_fixed_subscriptions_total_text	string	0%	1	419,000 (2022 est.)
`broadband_fixed_subscriptions_total_numeric`	broadband_fixed_subscriptions_total_numeric	float	0%	1	419000.0
`broadband_fixed_subscriptions_subscriptions_per_100_inhabitants_text`	broadband_fixed_subscriptions_subscriptions_per_100_inhabitants_text	string	0%	1	7 (2022 est.)
`source_section`	source_section	string	0%	1	Communications
`source_profile_path`	source_profile_path	string	0%	1	middle-east/le.json

LBN OpenFactBook - Economy — 1 rows, 148 columns

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Field details — 148 fields (type, nulls, unique, samples)

Standards-Aligned Fields (4)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`gdp_official_exchange_rate_numeric`	Gdp total usd	float	SEL	0%	1	20.079
`country_code`	Country code	string	SEL	0%	1	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (144) — 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 Middle Eastern economy;...
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2023_text`	Real gdp purchasing power parity 2023 (text)	string	0%	1	$65.415 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	65.415
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2022_text`	Real gdp purchasing power parity 2022 (text)	string	0%	1	$65.917 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	65.917
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2021_text`	Real gdp purchasing power parity 2021 (text)	string	0%	1	$66.329 billion (2021 est.)
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2021_numeric`	Real gdp purchasing power parity 2021 (numeric)	float	0%	1	66.329
`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_2023_text`	Real gdp growth rate 2023 (text)	string	0%	1	-0.8% (2023 est.)
`real_gdp_growth_rate_real_gdp_growth_rate_2023_numeric`	Real gdp growth rate 2023 (numeric)	float	0%	1	-0.8
`real_gdp_growth_rate_real_gdp_growth_rate_2022_text`	Real gdp growth rate 2022 (text)	string	0%	1	-0.6% (2022 est.)
`real_gdp_growth_rate_real_gdp_growth_rate_2022_numeric`	Real gdp growth rate 2022 (numeric)	float	0%	1	-0.6
`real_gdp_growth_rate_real_gdp_growth_rate_2021_text`	Real gdp growth rate 2021 (text)	string	0%	1	-7% (2021 est.)
`real_gdp_growth_rate_real_gdp_growth_rate_2021_numeric`	Real gdp growth rate 2021 (numeric)	float	0%	1	-7.0
`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_2023_text`	Real gdp per capita 2023 (text)	string	0%	1	$11,300 (2023 est.)
`real_gdp_per_capita_real_gdp_per_capita_2023_numeric`	Real gdp per capita 2023 (numeric)	float	0%	1	11300.0
`real_gdp_per_capita_real_gdp_per_capita_2022_text`	Real gdp per capita 2022 (text)	string	0%	1	$11,500 (2022 est.)
`real_gdp_per_capita_real_gdp_per_capita_2022_numeric`	Real gdp per capita 2022 (numeric)	float	0%	1	11500.0
`real_gdp_per_capita_real_gdp_per_capita_2021_text`	Real gdp per capita 2021 (text)	string	0%	1	$11,600 (2021 est.)
`real_gdp_per_capita_real_gdp_per_capita_2021_numeric`	Real gdp per capita 2021 (numeric)	float	0%	1	11600.0
`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	$20.079 billion (2023 est.)
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2024_text`	Inflation rate consumer prices 2024 (text)	string	0%	1	45.2% (2024 est.)
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2024_numeric`	Inflation rate consumer prices 2024 (numeric)	float	0%	1	45.2
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2023_text`	Inflation rate consumer prices 2023 (text)	string	0%	1	221.3% (2023 est.)
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2023_numeric`	Inflation rate consumer prices 2023 (numeric)	float	0%	1	221.3
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2022_text`	Inflation rate consumer prices 2022 (text)	string	0%	1	171.2% (2022 est.)
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2022_numeric`	Inflation rate consumer prices 2022 (numeric)	float	0%	1	171.2
`inflation_rate_consumer_prices_note`	inflation_rate_consumer_prices_note	string	0%	1	note: annual % change based on consumer prices
+114 more extension fields — download the CSV/Parquet to see them all.

LBN OpenFactBook - Energy — 1 rows, 35 columns

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Field details — 35 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	100.0
`country_code`	Country code	string	SEL	0%	1	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (31) — 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	100% (2022 est.)
`electricity_installed_generating_capacity_text`	electricity_installed_generating_capacity_text	string	0%	1	5.161 million kW (2023 est.)
`electricity_installed_generating_capacity_numeric`	electricity_installed_generating_capacity_numeric	float	0%	1	5.161
`electricity_consumption_text`	electricity_consumption_text	string	0%	1	4.077 billion kWh (2023 est.)
`electricity_consumption_numeric`	electricity_consumption_numeric	float	0%	1	4.077
`electricity_imports_text`	electricity_imports_text	string	0%	1	797 million kWh (2021 est.)
`electricity_imports_numeric`	electricity_imports_numeric	float	0%	1	797.0
`electricity_transmission_distribution_losses_text`	electricity_transmission_distribution_losses_text	string	0%	1	436.839 million kWh (2023 est.)
`electricity_transmission_distribution_losses_numeric`	electricity_transmission_distribution_losses_numeric	float	0%	1	436.839
`electricity_generation_sources_fossil_fuels_text`	electricity_generation_sources_fossil_fuels_text	string	0%	1	52.6% of total installed capacity (2023 est.)
`electricity_generation_sources_fossil_fuels_numeric`	electricity_generation_sources_fossil_fuels_numeric	float	0%	1	52.6
`electricity_generation_sources_solar_text`	electricity_generation_sources_solar_text	string	0%	1	31% of total installed capacity (2023 est.)
`electricity_generation_sources_solar_numeric`	electricity_generation_sources_solar_numeric	float	0%	1	31.0
`electricity_generation_sources_wind_text`	electricity_generation_sources_wind_text	string	0%	1	0.1% of total installed capacity (2023 est.)
`electricity_generation_sources_wind_numeric`	electricity_generation_sources_wind_numeric	float	0%	1	0.1
`electricity_generation_sources_hydroelectricity_text`	electricity_generation_sources_hydroelectricity_text	string	0%	1	15.5% of total installed capacity (2023 est.)
`electricity_generation_sources_hydroelectricity_numeric`	electricity_generation_sources_hydroelectricity_numeric	float	0%	1	15.5
`electricity_generation_sources_biomass_and_waste_text`	electricity_generation_sources_biomass_and_waste_text	string	0%	1	0.7% of total installed capacity (2023 est.)
`electricity_generation_sources_biomass_and_waste_numeric`	electricity_generation_sources_biomass_and_waste_numeric	float	0%	1	0.7
`coal_consumption_text`	coal_consumption_text	string	0%	1	166,000 metric tons (2023 est.)
`coal_consumption_numeric`	coal_consumption_numeric	float	0%	1	166000.0
`coal_exports_text`	coal_exports_text	string	0%	1	47 metric tons (2022 est.)
`coal_exports_numeric`	coal_exports_numeric	float	0%	1	47.0
`coal_imports_text`	coal_imports_text	string	0%	1	164,000 metric tons (2023 est.)
`coal_imports_numeric`	coal_imports_numeric	float	0%	1	164000.0
`petroleum_refined_petroleum_consumption_text`	petroleum_refined_petroleum_consumption_text	string	0%	1	115,000 bbl/day (2023 est.)
`petroleum_refined_petroleum_consumption_numeric`	petroleum_refined_petroleum_consumption_numeric	float	0%	1	115000.0
`energy_consumption_per_capita_total_energy_consumption_per_capita_2023_text`	energy_consumption_per_capita_total_energy_consumption_per_capita_2023_text	string	0%	1	43.105 million Btu/person (2023 est.)
`energy_consumption_per_capita_total_energy_consumption_per_capita_2023_numeric`	energy_consumption_per_capita_total_energy_consumption_per_capita_2023_numeric	float	0%	1	43.105
`source_section`	source_section	string	0%	1	Energy
+1 more extension field — download the CSV/Parquet to see them all.

LBN OpenFactBook - Environment — 1 rows, 53 columns

Loading data…

Field details — 53 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	65.9
`land_use_forest_numeric`	Forest area percent	float	SEL	0%	1	13.8
`urbanization_urban_population_numeric`	Urban population percent	float	SEL	0%	1	89.4
`urbanization_rate_of_urbanization_numeric`	Urban growth rate percent	float	SEL	0%	1	-1.23
`waste_and_recycling_municipal_solid_waste_generated_annually_numeric`	Municipal waste kg per capita	float	SEL	0%	1	2.04
`country_code`	Country code	string	SEL	0%	1	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (45) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`environmental_issues_text`	environmental_issues_text	string	0%	1	deforestation; soil deterioration, erosion;...
`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	Environmental Modification, Marine Life Conservation
`climate_text`	climate_text	string	0%	1	Mediterranean; mild to cool, wet winters with hot, dry...
`land_use_agricultural_land_text`	land_use_agricultural_land_text	string	0%	1	65.9% (2023 est.)
`land_use_agricultural_land_arable_land_text`	land_use_agricultural_land_arable_land_text	string	0%	1	arable land: 13.1% (2023 est.)
`land_use_agricultural_land_arable_land_numeric`	land_use_agricultural_land_arable_land_numeric	float	0%	1	13.1
`land_use_agricultural_land_permanent_crops_text`	land_use_agricultural_land_permanent_crops_text	string	0%	1	permanent crops: 13.7% (2023 est.)
`land_use_agricultural_land_permanent_crops_numeric`	land_use_agricultural_land_permanent_crops_numeric	float	0%	1	13.7
`land_use_agricultural_land_permanent_pasture_text`	land_use_agricultural_land_permanent_pasture_text	string	0%	1	permanent pasture: 39.1% (2023 est.)
`land_use_agricultural_land_permanent_pasture_numeric`	land_use_agricultural_land_permanent_pasture_numeric	float	0%	1	39.1
`land_use_forest_text`	land_use_forest_text	string	0%	1	13.8% (2023 est.)
`land_use_other_text`	land_use_other_text	string	0%	1	20.3% (2023 est.)
`land_use_other_numeric`	land_use_other_numeric	float	0%	1	20.3
`urbanization_urban_population_text`	urbanization_urban_population_text	string	0%	1	89.4% of total population (2023)
`urbanization_rate_of_urbanization_text`	urbanization_rate_of_urbanization_text	string	0%	1	-1.23% annual rate of change (2020-25 est.)
`carbon_dioxide_emissions_total_emissions_text`	carbon_dioxide_emissions_total_emissions_text	string	0%	1	17.484 million metric tonnes of CO2 (2023 est.)
`carbon_dioxide_emissions_total_emissions_numeric`	carbon_dioxide_emissions_total_emissions_numeric	float	0%	1	17.484
`carbon_dioxide_emissions_from_coal_and_metallurgical_coke_text`	carbon_dioxide_emissions_from_coal_and_metallurgical_coke_text	string	0%	1	375,000 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	375000.0
`carbon_dioxide_emissions_from_petroleum_and_other_liquids_text`	carbon_dioxide_emissions_from_petroleum_and_other_liquids_text	string	0%	1	17.109 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	17.109
`particulate_matter_emissions_text`	particulate_matter_emissions_text	string	0%	1	23.8 micrograms per cubic meter (2019 est.)
`particulate_matter_emissions_numeric`	particulate_matter_emissions_numeric	float	0%	1	23.8
`methane_emissions_energy_text`	methane_emissions_energy_text	string	0%	1	7.9 kt (2022-2024 est.)
`methane_emissions_energy_numeric`	methane_emissions_energy_numeric	float	0%	1	7.9
`methane_emissions_agriculture_text`	methane_emissions_agriculture_text	string	0%	1	11.8 kt (2019-2021 est.)
`methane_emissions_agriculture_numeric`	methane_emissions_agriculture_numeric	float	0%	1	11.8
`methane_emissions_waste_text`	methane_emissions_waste_text	string	0%	1	105.3 kt (2019-2021 est.)
`methane_emissions_waste_numeric`	methane_emissions_waste_numeric	float	0%	1	105.3
+15 more extension fields — download the CSV/Parquet to see them all.

LBN 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	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`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	Lebanese (singular and plural)
`nationality_adjective_text`	nationality_adjective_text	string	0%	1	Lebanese
`ethnic_groups_text`	ethnic_groups_text	string	0%	1	Arab 95%, Armenian 4%, other 1%
`ethnic_groups_numeric`	ethnic_groups_numeric	float	0%	1	95.0
`source_section`	source_section	string	0%	1	People and Society:ethnic_groups
`source_profile_path`	source_profile_path	string	0%	1	middle-east/le.json

LBN OpenFactBook - Geography — 1 rows, 50 columns

Loading data…

Field details — 50 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	10400.0
`area_land_numeric`	Area land sqkm	float	SEL	0%	1	10230.0
`area_water_numeric`	Area water sqkm	float	SEL	0%	1	170.0
`land_boundaries_total_numeric`	Land boundary km	float	SEL	0%	1	484.0
`coastline_numeric`	Coastline km	float	SEL	0%	1	225.0
`elevation_highest_point_numeric`	Elevation max m	float	SEL	0%	1	3088.0
`elevation_lowest_point_numeric`	Elevation min m	float	SEL	0%	1	0.0
`land_use_agricultural_land_numeric`	Agricultural land percent	float	SEL	0%	1	65.9
`land_use_forest_numeric`	Forest area percent	float	SEL	0%	1	13.8
`irrigated_land_numeric`	Irrigated land sqkm	float	SEL	0%	1	1040.0
`country_code`	Country code	string	SEL	0%	1	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`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
`location_text`	location_text	string	0%	1	Middle East, bordering the Mediterranean Sea, between...
`geographic_coordinates_text`	geographic_coordinates_text	string	0%	1	33 50 N, 35 50 E
`geographic_coordinates_numeric`	geographic_coordinates_numeric	float	0%	1	33.0
`map_references_text`	map_references_text	string	0%	1	Middle East
`area_total_text`	area_total_text	string	0%	1	10,400 sq km
`area_land_text`	area_land_text	string	0%	1	10,230 sq km
`area_water_text`	area_water_text	string	0%	1	170 sq km
`area_comparative_text`	area_comparative_text	string	0%	1	about one-third the size of Maryland
`land_boundaries_total_text`	land_boundaries_total_text	string	0%	1	484 km
`land_boundaries_border_countries_text`	land_boundaries_border_countries_text	string	0%	1	Israel 81 km; Syria 403 km
`land_boundaries_border_countries_numeric`	land_boundaries_border_countries_numeric	float	0%	1	81.0
`coastline_text`	coastline_text	string	0%	1	225 km
`maritime_claims_territorial_sea_text`	maritime_claims_territorial_sea_text	string	0%	1	12 nm
`maritime_claims_territorial_sea_numeric`	maritime_claims_territorial_sea_numeric	float	0%	1	12.0
`climate_text`	climate_text	string	0%	1	Mediterranean; mild to cool, wet winters with hot, dry...
`terrain_text`	terrain_text	string	0%	1	narrow coastal plain; El Beqaa (Bekaa Valley) separates...
`elevation_highest_point_text`	elevation_highest_point_text	string	0%	1	Qornet es Saouda 3,088 m
`elevation_lowest_point_text`	elevation_lowest_point_text	string	0%	1	Mediterranean Sea 0 m
`elevation_mean_elevation_text`	elevation_mean_elevation_text	string	0%	1	1,250 m
`elevation_mean_elevation_numeric`	elevation_mean_elevation_numeric	float	0%	1	1250.0
`natural_resources_text`	natural_resources_text	string	0%	1	limestone, iron ore, salt, water-surplus state in a...
`land_use_agricultural_land_text`	land_use_agricultural_land_text	string	0%	1	65.9% (2023 est.)
`land_use_agricultural_land_arable_land_text`	land_use_agricultural_land_arable_land_text	string	0%	1	arable land: 13.1% (2023 est.)
`land_use_agricultural_land_arable_land_numeric`	land_use_agricultural_land_arable_land_numeric	float	0%	1	13.1
`land_use_agricultural_land_permanent_crops_text`	land_use_agricultural_land_permanent_crops_text	string	0%	1	permanent crops: 13.7% (2023 est.)
`land_use_agricultural_land_permanent_crops_numeric`	land_use_agricultural_land_permanent_crops_numeric	float	0%	1	13.7
`land_use_agricultural_land_permanent_pasture_text`	land_use_agricultural_land_permanent_pasture_text	string	0%	1	permanent pasture: 39.1% (2023 est.)
`land_use_agricultural_land_permanent_pasture_numeric`	land_use_agricultural_land_permanent_pasture_numeric	float	0%	1	39.1
`land_use_forest_text`	land_use_forest_text	string	0%	1	13.8% (2023 est.)
`land_use_other_text`	land_use_other_text	string	0%	1	20.3% (2023 est.)
+7 more extension fields — download the CSV/Parquet to see them all.

LBN OpenFactBook - Government — 1 rows, 109 columns

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Field details — 109 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	LBN
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (107) — 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	Lebanese Republic
`country_name_conventional_short_form_text`	country_name_conventional_short_form_text	string	0%	1	Lebanon
`country_name_local_long_form_text`	country_name_local_long_form_text	string	0%	1	Al Jumhuriyah al Lubnaniyah
`country_name_local_short_form_text`	country_name_local_short_form_text	string	0%	1	Lubnan
`country_name_former_text`	country_name_former_text	string	0%	1	Greater Lebanon
`country_name_etymology_text`	country_name_etymology_text	string	0%	1	derives from the Semitic root lbn, meaning "white," and...
`government_type_text`	government_type_text	string	0%	1	parliamentary democratic republic
`capital_name_text`	capital_name_text	string	0%	1	Beirut
`capital_geographic_coordinates_text`	capital_geographic_coordinates_text	string	0%	1	33 52 N, 35 30 E
`capital_geographic_coordinates_numeric`	capital_geographic_coordinates_numeric	float	0%	1	33.0
`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_daylight_saving_time_text`	capital_daylight_saving_time_text	string	0%	1	+1hr, begins last Sunday in March; ends last Sunday in October
`capital_daylight_saving_time_numeric`	capital_daylight_saving_time_numeric	float	0%	1	1.0
`capital_etymology_text`	capital_etymology_text	string	0%	1	derived from the Phoenician or Hebrew word be'erot,...
`administrative_divisions_text`	administrative_divisions_text	string	0%	1	8 governorates (mohafazat, singular - mohafazah);...
`administrative_divisions_numeric`	administrative_divisions_numeric	float	0%	1	8.0
`legal_system_text`	legal_system_text	string	0%	1	mixed system of civil law based on the French civil...
`constitution_history_text`	constitution_history_text	string	0%	1	drafted 15 May 1926, adopted 23 May 1926
`constitution_history_numeric`	constitution_history_numeric	float	0%	1	15.0
`constitution_amendment_process_text`	constitution_amendment_process_text	string	0%	1	proposed by the president of the republic and introduced...
`constitution_amendment_process_numeric`	constitution_amendment_process_numeric	float	0%	1	10.0
`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	no
`citizenship_citizenship_by_descent_only_text`	Citizenship by descent only (text)	string	0%	1	the father must be a citizen of Lebanon
`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	unknown
`suffrage_text`	suffrage_text	string	0%	1	21 years of age; authorized for all men and women...
`suffrage_numeric`	suffrage_numeric	float	0%	1	21.0
`executive_branch_chief_of_state_text`	executive_branch_chief_of_state_text	string	0%	1	President Joseph AOUN (since 9 January 2025)
+77 more extension fields — download the CSV/Parquet to see them all.

LBN 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	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`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	As a result of its location at the crossroads of three...
`background_numeric`	background_numeric	float	0%	1	1920.0
`source_section`	source_section	string	0%	1	Introduction
`source_profile_path`	source_profile_path	string	0%	1	middle-east/le.json

LBN 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	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`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_languages_text`	Languages (text)	string	0%	1	Arabic (official), French, English, Armenian
`languages_major_language_sample_s_text`	languages_major_language_sample_s_text	string	0%	1	كتاب حقائق العالم، المصدر الذي لا يمكن الاستغناء عنه...
`source_section`	source_section	string	0%	1	People and Society:languages
`source_profile_path`	source_profile_path	string	0%	1	middle-east/le.json

LBN OpenFactBook - Migration — 1 rows, 11 columns

Loading data…

Field details — 11 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	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (8) — 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	765,390 (2024 est.)
`refugees_and_internally_displaced_persons_refugees_numeric`	refugees_and_internally_displaced_persons_refugees_numeric	float	0%	1	765390.0
`refugees_and_internally_displaced_persons_idps_text`	refugees_and_internally_displaced_persons_idps_text	string	0%	1	984,514 (2024 est.)
`refugees_and_internally_displaced_persons_idps_numeric`	refugees_and_internally_displaced_persons_idps_numeric	float	0%	1	984514.0
`refugees_and_internally_displaced_persons_stateless_persons_text`	refugees_and_internally_displaced_persons_stateless_persons_text	string	0%	1	40,000 (2024 est.)
`refugees_and_internally_displaced_persons_stateless_persons_numeric`	refugees_and_internally_displaced_persons_stateless_persons_numeric	float	0%	1	40000.0
`source_section`	source_section	string	0%	1	Transnational Issues:migration
`source_profile_path`	source_profile_path	string	0%	1	middle-east/le.json

LBN OpenFactBook - Military And Security — 1 rows, 25 columns

Loading data…

Field details — 25 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	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (22) — 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	Lebanese Armed Forces (LAF): Army Command (includes...
`military_and_security_forces_numeric`	military_and_security_forces_numeric	float	0%	1	2025.0
`military_expenditures_military_expenditures_2022_text`	Military expenditures 2022 (text)	string	0%	1	2.9% of GDP (2022 est.)
`military_expenditures_military_expenditures_2022_numeric`	Military expenditures 2022 (numeric)	float	0%	1	2.9
`military_expenditures_military_expenditures_2021_text`	Military expenditures 2021 (text)	string	0%	1	3.2% of GDP (2021 est.)
`military_expenditures_military_expenditures_2021_numeric`	Military expenditures 2021 (numeric)	float	0%	1	3.2
`military_expenditures_military_expenditures_2020_text`	Military expenditures 2020 (text)	string	0%	1	3% of GDP (2020 est.)
`military_expenditures_military_expenditures_2020_numeric`	Military expenditures 2020 (numeric)	float	0%	1	3.0
`military_expenditures_military_expenditures_2019_text`	Military expenditures 2019 (text)	string	0%	1	4.7% of GDP (2019 est.)
`military_expenditures_military_expenditures_2019_numeric`	Military expenditures 2019 (numeric)	float	0%	1	4.7
`military_expenditures_military_expenditures_2018_text`	Military expenditures 2018 (text)	string	0%	1	5.1% of GDP (2018 est.)
`military_expenditures_military_expenditures_2018_numeric`	Military expenditures 2018 (numeric)	float	0%	1	5.1
`military_and_security_service_personnel_strengths_text`	military_and_security_service_personnel_strengths_text	string	0%	1	approximately 70,000 active Lebanese Armed Forces (2025)
`military_and_security_service_personnel_strengths_numeric`	military_and_security_service_personnel_strengths_numeric	float	0%	1	70000.0
`military_equipment_inventories_and_acquisitions_text`	military_equipment_inventories_and_acquisitions_text	string	0%	1	the LAF's inventory is comprised of mostly older or...
`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 for voluntary military service for...
`military_service_age_and_obligation_numeric`	military_service_age_and_obligation_numeric	float	0%	1	18.0
`military_note_text`	military_note_text	string	0%	1	the primary responsibilities of the Lebanese Armed...
`military_note_numeric`	military_note_numeric	float	0%	1	1978.0
`source_section`	source_section	string	0%	1	Military and Security
`source_profile_path`	source_profile_path	string	0%	1	middle-east/le.json

LBN OpenFactBook - People And Society — 1 rows, 132 columns

Loading data…

Field details — 132 fields (type, nulls, unique, samples)

Standards-Aligned Fields (29)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`population_total_numeric`	Population count	float	SEL	0%	1	5364482.0
`population_male_numeric`	Population male	float	SEL	0%	1	2678543.0
`population_female_numeric`	Population female	float	SEL	0%	1	2685939.0
`age_structure_0_14_years_numeric`	Population 0 14 percent	float	SEL	0%	1	18.9
`age_structure_15_64_years_numeric`	Population 15 64 percent	float	SEL	0%	1	71.6
`age_structure_65_years_and_over_numeric`	Population 65 plus percent	float	SEL	0%	1	9.5
`dependency_ratios_total_dependency_ratio_numeric`	Total dependency ratio	float	SEL	0%	1	50.3
`dependency_ratios_youth_dependency_ratio_numeric`	Youth dependency ratio	float	SEL	0%	1	39.0
`dependency_ratios_elderly_dependency_ratio_numeric`	Elderly dependency ratio	float	SEL	0%	1	11.3
`median_age_total_numeric`	Median age	float	SEL	0%	1	29.4
`population_growth_rate_numeric`	Population growth rate percent	float	SEL	0%	1	-0.77
`birth_rate_numeric`	Birth rate per 1000	float	SEL	0%	1	16.73
`death_rate_numeric`	Death rate per 1000	float	SEL	0%	1	6.23
`net_migration_rate_numeric`	Net migration per 1000	float	SEL	0%	1	-18.23
`urbanization_urban_population_numeric`	Urban population percent	float	SEL	0%	1	89.4
`urbanization_rate_of_urbanization_numeric`	Urban growth rate percent	float	SEL	0%	1	-1.23
`sex_ratio_at_birth_numeric`	Sex ratio at birth	float	SEL	0%	1	1.05
`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	15.0
`infant_mortality_rate_total_numeric`	Infant mortality per 1000	float	SEL	0%	1	7.3
`life_expectancy_at_birth_total_population_numeric`	Life expectancy	float	SEL	0%	1	79.2
`total_fertility_rate_numeric`	Fertility rate	float	SEL	0%	1	2.2
`gross_reproduction_rate_numeric`	Gross reproduction rate	float	SEL	0%	1	1.07
`physician_density_numeric`	Physicians per 1000	float	SEL	0%	1	2.68
`hospital_bed_density_numeric`	Hospital beds per 1000	float	SEL	0%	1	2.7
`literacy_total_population_numeric`	Literacy rate percent	float	SEL	0%	1	92.0
`country_code`	Country code	string	SEL	0%	1	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (103) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`population_total_text`	population_total_text	string	0%	1	5,364,482 (2024 est.)
`population_male_text`	population_male_text	string	0%	1	2,678,543
`population_female_text`	population_female_text	string	0%	1	2,685,939
`age_structure_0_14_years_text`	age_structure_0_14_years_text	string	0%	1	18.9% (male 519,352/female 495,591)
`age_structure_15_64_years_text`	age_structure_15_64_years_text	string	0%	1	71.6% (male 1,939,311/female 1,900,574)
`age_structure_65_years_and_over_text`	age_structure_65_years_and_over_text	string	0%	1	9.5% (2024 est.) (male 219,880/female 289,774)
`dependency_ratios_total_dependency_ratio_text`	dependency_ratios_total_dependency_ratio_text	string	0%	1	50.3 (2024 est.)
`dependency_ratios_youth_dependency_ratio_text`	dependency_ratios_youth_dependency_ratio_text	string	0%	1	39 (2024 est.)
`dependency_ratios_elderly_dependency_ratio_text`	dependency_ratios_elderly_dependency_ratio_text	string	0%	1	11.3 (2024 est.)
`dependency_ratios_potential_support_ratio_text`	dependency_ratios_potential_support_ratio_text	string	0%	1	8.8 (2024 est.)
`dependency_ratios_potential_support_ratio_numeric`	dependency_ratios_potential_support_ratio_numeric	float	0%	1	8.8
`median_age_total_text`	median_age_total_text	string	0%	1	29.4 years (2025 est.)
`median_age_male_text`	median_age_male_text	string	0%	1	35.6 years
`median_age_male_numeric`	median_age_male_numeric	float	0%	1	35.6
`median_age_female_text`	median_age_female_text	string	0%	1	36.9 years
`median_age_female_numeric`	median_age_female_numeric	float	0%	1	36.9
`population_growth_rate_text`	population_growth_rate_text	string	0%	1	-0.77% (2025 est.)
`birth_rate_text`	birth_rate_text	string	0%	1	16.73 births/1,000 population (2025 est.)
`death_rate_text`	death_rate_text	string	0%	1	6.23 deaths/1,000 population (2025 est.)
`net_migration_rate_text`	net_migration_rate_text	string	0%	1	-18.23 migrant(s)/1,000 population (2025 est.)
`population_distribution_text`	population_distribution_text	string	0%	1	the majority of people live on or near the Mediterranean...
`urbanization_urban_population_text`	urbanization_urban_population_text	string	0%	1	89.4% of total population (2023)
`urbanization_rate_of_urbanization_text`	urbanization_rate_of_urbanization_text	string	0%	1	-1.23% annual rate of change (2020-25 est.)
`major_urban_areas_population_text`	major_urban_areas_population_text	string	0%	1	2.421 million BEIRUT (capital) (2023)
`major_urban_areas_population_numeric`	major_urban_areas_population_numeric	float	0%	1	2.421
`sex_ratio_at_birth_text`	sex_ratio_at_birth_text	string	0%	1	1.05 male(s)/female
`sex_ratio_0_14_years_text`	sex_ratio_0_14_years_text	string	0%	1	1.05 male(s)/female
`sex_ratio_0_14_years_numeric`	sex_ratio_0_14_years_numeric	float	0%	1	1.05
`sex_ratio_15_64_years_text`	sex_ratio_15_64_years_text	string	0%	1	1.02 male(s)/female
`sex_ratio_15_64_years_numeric`	sex_ratio_15_64_years_numeric	float	0%	1	1.02
+73 more extension fields — download the CSV/Parquet to see them all.

LBN OpenFactBook - Religions — 1 rows, 22 columns

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Field details — 22 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	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`admin_level`	Admin level	string	SEL	0%	1	national
`composition_religion_muslim_pct_synth`	Muslim	numeric	CCL	0%	-	67.8
`composition_religion_christian_pct_synth`	Christian	numeric	CCL	0%	-	32.4
`composition_ethnicity_primary_label_synth`	Arab	string	CCL	0%	-	Arab

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	Muslim 67.8% (31.9% Sunni, 31.2% Shia, smaller...
`religions_numeric`	religions_numeric	float	0%	1	67.8
`source_section`	source_section	string	0%	1	People and Society:religions
`source_profile_path`	source_profile_path	string	0%	1	middle-east/le.json

Pending (12) — awaiting mapping

Field Name	Label	Type	Nulls	Unique	Samples
`composition_religion_muslim__sunni_pct_synth`	Sunni	numeric	0%	-	31.9
`composition_religion_muslim__shia_pct_synth`	Shia	numeric	0%	-	31.2
`composition_religion_muslim__smaller_percentages_of_alawites_and_ismailis_pct_synth`	smaller percentages of Alawites and Ismailis	numeric	0%	-	-
`composition_religion_druze_pct_synth`	Druze	numeric	0%	-	4.5
`composition_religion_very_small_numbers_of_jews_pct_synth`	very small numbers of Jews	numeric	0%	-	-
`composition_religion_baha_is_pct_synth`	Baha'is	numeric	0%	-	-
`composition_religion_buddhists_pct_synth`	Buddhists	numeric	0%	-	-
`composition_religion_hindus_pct_synth`	Hindus	numeric	0%	-	-
`composition_ethnicity_arab_pct_synth`	Arab	numeric	0%	-	95.0
`composition_ethnicity_armenian_pct_synth`	Armenian	numeric	0%	-	4.0
`composition_ethnicity_other_pct_synth`	other	numeric	0%	-	1.0
`composition_ethnicity_primary_share_pct_synth`	Arab	numeric	0%	-	95.0

LBN OpenFactBook - Terrorism — 1 rows, 6 columns

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Field details — 6 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	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`admin_level`	Admin level	string	SEL	0%	1	national

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

Field Name	Label	Type	Nulls	Unique	Samples
`terrorist_group_s_text`	terrorist_group_s_text	string	0%	1	Abdallah Azzam Brigades; al-Aqsa Martyrs Brigade; Asbat...
`source_section`	source_section	string	0%	1	Terrorism
`source_profile_path`	source_profile_path	string	0%	1	middle-east/le.json

LBN OpenFactBook - Transportation — 1 rows, 34 columns

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Field details — 34 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	OD
`airports_numeric`	Airports count	float	SEL	0%	1	8.0
`country_code`	Country code	string	SEL	0%	1	LBN
`country_name`	Country name	string	SEL	0%	1	Lebanon
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (29) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`airports_text`	airports_text	string	0%	1	8 (2025)
`heliports_text`	heliports_text	string	0%	1	27 (2025)
`heliports_numeric`	heliports_numeric	float	0%	1	27.0
`railways_total_text`	railways_total_text	string	0%	1	401 km (2017)
`railways_total_numeric`	railways_total_numeric	float	0%	1	401.0
`railways_standard_gauge_text`	railways_standard_gauge_text	string	0%	1	319 km (2017) 1.435-m gauge
`railways_standard_gauge_numeric`	railways_standard_gauge_numeric	float	0%	1	319.0
`railways_narrow_gauge_text`	railways_narrow_gauge_text	string	0%	1	82 km (2017) 1.050-m gauge
`railways_narrow_gauge_numeric`	railways_narrow_gauge_numeric	float	0%	1	82.0
`railways_note`	railways_note	string	0%	1	note: rail system is still unusable due to damage...
`merchant_marine_total_text`	merchant_marine_total_text	string	0%	1	51 (2023)
`merchant_marine_total_numeric`	merchant_marine_total_numeric	float	0%	1	51.0
`merchant_marine_by_type_text`	merchant_marine_by_type_text	string	0%	1	bulk carrier 2, container ship 1, general cargo 30, oil...
`merchant_marine_by_type_numeric`	merchant_marine_by_type_numeric	float	0%	1	2.0
`ports_total_ports_text`	ports_total_ports_text	string	0%	1	5 (2024)
`ports_total_ports_numeric`	ports_total_ports_numeric	float	0%	1	5.0
`ports_large_text`	ports_large_text	float	0%	1	1
`ports_large_numeric`	ports_large_numeric	float	0%	1	1.0
`ports_medium_text`	ports_medium_text	float	0%	1	1
`ports_medium_numeric`	ports_medium_numeric	float	0%	1	1.0
`ports_small_text`	ports_small_text	float	0%	1	0
`ports_small_numeric`	ports_small_numeric	float	0%	1	0.0
`ports_very_small_text`	ports_very_small_text	float	0%	1	3
`ports_very_small_numeric`	ports_very_small_numeric	float	0%	1	3.0
`ports_ports_with_oil_terminals_text`	Ports with oil terminals (text)	float	0%	1	3
`ports_ports_with_oil_terminals_numeric`	Ports with oil terminals (numeric)	float	0%	1	3.0
`ports_key_ports_text`	ports_key_ports_text	string	0%	1	Bayrut, Sayda, Selaata, Sidon/zahrani Terminal, Tarabulus
`source_section`	source_section	string	0%	1	Transportation
`source_profile_path`	source_profile_path	string	0%	1	middle-east/le.json

LBN Ethnic Power Relations Dataset LBN-EPR Political Ethnicity

11 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)

LBN EPR - Groups — 11 rows, 8 columns

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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	LBN, LBN, LBN, LBN, LBN
`ethnic_group_name`	Ethnic group name	string	CCL	0%	11	Shi'a Muslims (Arab), Sunnis (Arab), Maronite...
`ethnic_power_status`	Ethnic power status	string	CCL	0%	4	SENIOR PARTNER, SENIOR PARTNER, SENIOR PARTNER,...
`ethnic_population_share`	Ethnic population share	float	CCL	0%	9	0.32, 0.2, 0.16, 0.1, 0.06
`ethnic_group_id`	Ethnic group id	float	CCL	0%	11	66008000, 66010000, 66005000, 66007000, 66002000
`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	, , , ,

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

8 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)

LBN GHS-UCDB - Cities (locality) — 8 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%	8	Beirut, Tripoli, Sidon, Nabatieh, Zahle
`country_code`	Country code	string	SEL	0%	1	LBN, LBN, LBN, LBN, LBN
`population`	Population count	integer	SEL	0%	8	1538386, 309234, 207486, 106608, 98525

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

Field Name	Label	Type	Nulls	Unique	Samples
`city_id`	city_id	integer	0%	8	458, 870, 302, 604, 989
`name_alternates`	name_alternates	string	100%	-	-
`country_name`	country_name	string	0%	1	Lebanon, Lebanon, Lebanon, Lebanon, Lebanon
`population_year`	population_year	integer	0%	1	2025, 2025, 2025, 2025, 2025
`latitude`	latitude	string	100%	-	-
`longitude`	longitude	string	100%	-	-
`region`	region	string	100%	-	-

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

8 rows · 1 table(s) Google 0 1 2 3 3 SEL 8 ext ▶

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1 Admin 1 — 1 table(s)

LBN Mobility by Region — 8 rows, 11 columns

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Field details — 11 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	LB, LB, LB, LB, LB
`admin_level`	Admin level	integer	SEL	0%	1	1, 1, 1, 1, 1
`iso3`	Country code	string	SEL	0%	1	LBN, LBN, LBN, LBN, LBN

Extension Fields (8) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`retail`	retail	float	0%	8	-0.99, -0.25, -29.52, 5.07, -5.67
`grocery`	grocery	float	0%	8	-0.7, 44.47, 30.16, 30.9, 17.7
`parks`	parks	float	0%	8	0.0, 8.56, -36.41, 18.21, 20.44
`transit`	transit	float	0%	3	0.0, 0.0, 0.0, 0.0, -4.18
`workplaces`	workplaces	float	0%	8	-33.48, -28.32, -29.38, -26.27, -23.31
`residential`	residential	float	0%	8	-6.69, -6.1, 4.91, -3.5, 1.35
`region`	region	string	0%	8	Akkar Governorate, Baalbek-Hermel Governorate, Beirut...
`observation_count`	observation_count	integer	0%	8	949, 1923, 974, 3640, 6815

LBN Glottolog Language Catalog LBN-GLOTTOLOG Language

7 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)

LBN Glottolog - Languages — 7 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%	7	hebr1245, najd1235, nort3139, phoe1239, pidg1252
`name`	Name	string	CCL	0%	7	Modern Hebrew, Najdi Arabic, Levantine Arabic,...
`iso639_3`	Iso639 3	string	CCL	14%	6	heb, ars, apc, phn, arb
`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%	2	afro1255, afro1255, afro1255, afro1255, pidg1258
`parent_name`	Parent name	string	CCL	100%	-	-
`parent_glottocode`	Parent glottocode	string	CCL	0%	7	hebr1246, nort3402, leva1239, phoe1238, arab1397
`endangerment_status`	Endangerment status	string	CCL	100%	-	-
`country_codes`	Country codes	string	SEL+	0%	6	['IL', 'JO', 'LB', 'PS', 'SY'], ['AE', 'IL', 'IQ', 'JO',...
`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%	5	2, 9, 15, 0, 0

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

Field Name	Label	Type	Nulls	Unique	Samples
`latitude`	latitude	float	14%	6	31.1056, 30.3371, 34.1709, 34.12, 27.9625
`longitude`	longitude	float	14%	6	35.0179, 42.1773, 36.0468, 35.65, 43.8525
`classification`	classification	string	0%	1	[], [], [], [], []

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

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

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0 Admin 0 — 2 table(s)

LBN Nga Gns - Language — 6 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	LBN, LBN, LBN, LBN, LBN
`gns_language_code`	gns_language_code	string	CCL	0%	6	ara, heb, eng, tur, und
`gns_language_name`	gns_language_name	string	CCL	0%	6	Arabic, Hebrew, English, Turkish, Undetermined
`gns_toponym_count`	gns_toponym_count	integer	CCL	0%	6	29760, 36, 25, 4, 3
`gns_toponym_share_pct`	gns_toponym_share_pct	float	CCL	0%	6	99.7687, 0.1207, 0.0838, 0.0134, 0.0101
`gns_non_roman_toponym_count`	gns_non_roman_toponym_count	integer	CCL	0%	4	14819, 18, 0, 0, 3
`gns_dominant_script_code`	gns_dominant_script_code	string	CCL	0%	3	Arab, Hebr, , , Arab
`gns_dominant_script_name`	gns_dominant_script_name	string	CCL	0%	3	Arabic, Hebrew, , , Arabic
`gns_script_count`	gns_script_count	integer	CCL	0%	2	1, 1, 0, 0, 1

LBN 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	LBN
`admin_level`	admin_level	integer	SEL	0%	1	0
`gns_country_name`	gns_country_name	string	SEL	0%	1	Lebanon
`gns_language_count`	gns_language_count	integer	CCL	0%	1	6
`gns_script_count`	gns_script_count	integer	CCL	0%	1	2
`gns_endonym_share_pct`	gns_endonym_share_pct	float	CCL	0%	1	99.9791
`gns_non_roman_name_count`	gns_non_roman_name_count	integer	CCL	0%	1	14840

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	66931
`gns_feature_count`	gns_feature_count	integer	0%	1	24343
`gns_endonym_count`	gns_endonym_count	integer	0%	1	66917
`gns_exonym_count`	gns_exonym_count	integer	0%	1	14
`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	12713
`gns_feature_count_populated_places`	gns_feature_count_populated_places	integer	0%	1	3614
`gns_name_count_hydrographic`	gns_name_count_hydrographic	integer	0%	1	19119
`gns_feature_count_hydrographic`	gns_feature_count_hydrographic	integer	0%	1	7214
`gns_name_count_spot_features`	gns_name_count_spot_features	integer	0%	1	4171
`gns_feature_count_spot_features`	gns_feature_count_spot_features	integer	0%	1	1541
`gns_name_count_hypsographic`	gns_name_count_hypsographic	integer	0%	1	22054
`gns_feature_count_hypsographic`	gns_feature_count_hypsographic	integer	0%	1	8302
`gns_name_count_areas_localities`	gns_name_count_areas_localities	integer	0%	1	4012
`gns_feature_count_areas_localities`	gns_feature_count_areas_localities	integer	0%	1	1785
`gns_name_count_vegetation`	gns_name_count_vegetation	integer	0%	1	4506
`gns_feature_count_vegetation`	gns_feature_count_vegetation	integer	0%	1	1771
`gns_name_count_administrative_regions`	gns_name_count_administrative_regions	integer	0%	1	207
`gns_feature_count_administrative_regions`	gns_feature_count_administrative_regions	integer	0%	1	46
`gns_name_count_transportation_networks`	gns_name_count_transportation_networks	integer	0%	1	149
`gns_feature_count_transportation_networks`	gns_feature_count_transportation_networks	integer	0%	1	70

LBN D-PLACE LBN-DPLACE Ethnographic Societies

1 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)

LBN D-PLACE - Dplace Ea Societies — 1 rows, 18 columns

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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	LBN
`society_id`	Society id	string	CCL	0%	1	Cj7
`society_name`	Society name	string	CCL	0%	1	Lebanese
`language_glottocode`	Language glottocode	string	CCL	0%	1	nort3139
`language_name`	Language name	string	CCL	0%	1
`kinship_system`	Kinship system	string	CCL	0%	1	EA001:0; EA002:0; EA003:1; EA004:2; EA005:7
`marriage_pattern`	Marriage pattern	string	CCL	0%	1	EA006:6; EA007:8; EA008:1; EA009:1; EA010:8
`subsistence_pattern`	Subsistence pattern	string	CCL	0%	1	EA028:5; EA029:4; EA030:7; EA031:8; EA032:3
`political_complexity`	Political complexity	string	CCL	0%	1	EA033:4; EA034:4; EA035:NA
`religion_importance`	Religion importance	string	CCL	0%	1	EA034:4; EA112:8
`residence_pattern`	Residence pattern	string	CCL	0%	1	EA011:1; EA012:8; EA013:2

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	Lebanon
`dataset`	dataset	string	0%	1	EA
`region`	region	string	0%	1
`latitude`	latitude	float	0%	1	34.0
`longitude`	longitude	float	0%	1	36.0
`assignment_method`	assignment_method	string	0%	1	point_in_polygon
`assignment_confidence`	assignment_confidence	string	0%	1	approximate

LBN Global Organized Crime Index LBN-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)

LBN Organized Crime Scores 2025 — 1 rows, 35 columns

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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.

LBN World Values Survey LBN-WVS Attitudes Values

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

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0 Admin 0 — 1 table(s)

LBN WVS - Country Aggregates — 1 rows, 26 columns

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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	LBN

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

Language	Place names	Share	Script
Arabic (ara)	29,760	99.8%	Arabic
Hebrew (heb)	36	0.1%	Hebrew
English (eng)	25	0.1%	—

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