Botswana

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

565 rows · 4 tables · 2023 HDX COD — Population Statistics (OCHA/UNFPA) 0 1 2 3 15 SEL ▶

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)

BWA COD PS - BWA Codps (admin_0) — 1 rows, 59 columns

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

Standards-Aligned Fields (5)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`pcode`	Admin code	string	SEL	0%	1	BW
`region_name`	Region name	string	SEL	0%	1	Botswana
`F_TL`	Female population	integer	SEL	0%	1	1258673
`M_TL`	Male population	integer	SEL	0%	1	1159391
`T_TL`	Total population	integer	SEL	0%	1	2418064

Pending (54) — awaiting mapping

Field Name	Label	Type	Nulls	Unique	Samples
`admin_level`	Admin level	string	0%	1	admin_0
`year`	Reference year	integer	0%	1	2023
`year`	year	integer	0%	1	2023
`F_00_04`	Female population age 0-4	integer	0%	1	116692
`F_05_09`	Female population age 5-9	integer	0%	1	117266
`F_10_14`	Female population age 10-14	integer	0%	1	115555
`F_15_19`	Female population age 15-19	integer	0%	1	111531
`F_20_24`	Female population age 20-24	integer	0%	1	107699
`F_25_29`	Female population age 25-29	integer	0%	1	104939
`F_30_34`	Female population age 30-34	integer	0%	1	100621
`F_35_39`	Female population age 35-39	integer	0%	1	95439
`F_40_44`	Female population age 40-44	integer	0%	1	90611
`F_45_49`	Female population age 45-49	integer	0%	1	71419
`F_50_54`	Female population age 50-54	integer	0%	1	55667
`F_55_59`	Female population age 55-59	integer	0%	1	46408
`F_60_64`	Female population age 60-64	integer	0%	1	38934
`F_65_69`	Female population age 65-69	integer	0%	1	30187
`F_70_74`	Female population age 70-74	integer	0%	1	22346
`F_75_79`	Female population age 75-79	integer	0%	1	16299
`F_80Plus`	F_80Plus	integer	0%	1	17060
`M_00_04`	Male population age 0-4	integer	0%	1	119552
`M_05_09`	Male population age 5-9	integer	0%	1	119827
`M_10_14`	Male population age 10-14	integer	0%	1	116810
`M_15_19`	Male population age 15-19	integer	0%	1	109139
`M_20_24`	Male population age 20-24	integer	0%	1	102216
`M_25_29`	Male population age 25-29	integer	0%	1	101464
`M_30_34`	Male population age 30-34	integer	0%	1	96201
`M_35_39`	Male population age 35-39	integer	0%	1	77893
`M_40_44`	Male population age 40-44	integer	0%	1	73027
`M_45_49`	Male population age 45-49	integer	0%	1	62501
+24 more pending fields — download the CSV/Parquet to see them all.

1 Admin 1 — 1 table(s)

BWA COD PS - BWA Codps (admin_1) — 17 rows, 59 columns

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

Standards-Aligned Fields (5)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`pcode`	Admin code	string	SEL	0%	17	BW12, BW15, BW02, BW01, BW16
`region_name`	Region name	string	SEL	0%	17	Central, Chobe, Francistown, Gaborone, Ghanzi
`F_TL`	Female population	integer	SEL	0%	17	347357, 15754, 57574, 140784, 28153
`M_TL`	Male population	integer	SEL	0%	17	312587, 16116, 53032, 131813, 29116
`T_TL`	Total population	integer	SEL	0%	17	659944, 31870, 110606, 272597, 57269

Pending (54) — 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	2023, 2023, 2023, 2023, 2023
`year`	year	integer	0%	1	2023, 2023, 2023, 2023, 2023
`F_00_04`	Female population age 0-4	integer	0%	17	35275, 1500, 4928, 8897, 2973
`F_05_09`	Female population age 5-9	integer	0%	17	35883, 1434, 4761, 8875, 2985
`F_10_14`	Female population age 10-14	integer	0%	17	36396, 1326, 4671, 8887, 2888
`F_15_19`	Female population age 15-19	integer	0%	17	33786, 983, 4858, 11783, 2932
`F_20_24`	Female population age 20-24	integer	0%	17	22998, 1484, 6292, 17936, 2295
`F_25_29`	Female population age 25-29	integer	0%	17	22710, 1676, 6638, 16140, 2250
`F_30_34`	Female population age 30-34	integer	0%	17	22008, 1619, 5749, 15919, 2115
`F_35_39`	Female population age 35-39	integer	0%	17	21815, 1392, 5268, 14791, 2108
`F_40_44`	Female population age 40-44	integer	0%	17	21875, 1203, 4656, 13004, 1944
`F_45_49`	Female population age 45-49	integer	0%	17	19186, 936, 3113, 8770, 1509
`F_50_54`	Female population age 50-54	integer	0%	17	16518, 640, 2203, 6039, 1032
`F_55_59`	Female population age 55-59	integer	0%	17	15026, 451, 1611, 4055, 859
`F_60_64`	Female population age 60-64	integer	0%	17	13478, 412, 1114, 2560, 581
`F_65_69`	Female population age 65-69	integer	0%	17	10012, 275, 686, 1461, 520
`F_70_74`	Female population age 70-74	integer	0%	17	7982, 183, 461, 766, 374
`F_75_79`	Female population age 75-79	integer	0%	17	5942, 119, 292, 516, 344
`F_80Plus`	F_80Plus	integer	0%	16	6467, 121, 273, 385, 444
`M_00_04`	Male population age 0-4	integer	0%	17	36193, 1550, 4957, 8990, 3152
`M_05_09`	Male population age 5-9	integer	0%	17	37196, 1451, 4706, 8886, 3058
`M_10_14`	Male population age 10-14	integer	0%	17	36749, 1341, 4584, 8639, 2987
`M_15_19`	Male population age 15-19	integer	0%	17	34374, 1020, 4472, 10353, 2828
`M_20_24`	Male population age 20-24	integer	0%	17	22854, 1881, 5464, 16875, 2348
`M_25_29`	Male population age 25-29	integer	0%	17	22046, 1798, 6098, 15732, 2550
`M_30_34`	Male population age 30-34	integer	0%	17	20743, 1645, 5800, 14741, 2410
`M_35_39`	Male population age 35-39	integer	0%	17	17199, 1328, 4245, 11968, 2019
`M_40_44`	Male population age 40-44	integer	0%	17	16359, 1232, 3812, 11490, 1765
`M_45_49`	Male population age 45-49	integer	0%	17	15163, 933, 3096, 8904, 1807
+24 more pending fields — download the CSV/Parquet to see them all.

2 Admin 2 — 1 table(s)

BWA COD PS - BWA Codps (admin_2) — 28 rows, 59 columns

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

Standards-Aligned Fields (5)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`pcode`	Admin code	string	SEL	0%	28	BW1203, BW1204, BW1202, BW1201, BW1205
`region_name`	Region name	string	SEL	0%	28	Bobonong, Boteti, Mahalapye, Serowe Palapye, Tutume
`F_TL`	Female population	integer	SEL	0%	28	39298, 34911, 63672, 110597, 98879
`M_TL`	Male population	integer	SEL	0%	28	34233, 32615, 57173, 102577, 85989
`T_TL`	Total population	integer	SEL	0%	28	73531, 67526, 120845, 213174, 184868

Pending (54) — awaiting mapping

Field Name	Label	Type	Nulls	Unique	Samples
`admin_level`	Admin level	string	0%	1	admin_2, admin_2, admin_2, admin_2, admin_2
`year`	Reference year	integer	0%	1	2023, 2023, 2023, 2023, 2023
`year`	year	integer	0%	1	2023, 2023, 2023, 2023, 2023
`F_00_04`	Female population age 0-4	integer	0%	28	4078, 3664, 6597, 10374, 10562
`F_05_09`	Female population age 5-9	integer	0%	28	4020, 3808, 6781, 10643, 10631
`F_10_14`	Female population age 10-14	integer	0%	28	4145, 3830, 6762, 10637, 11022
`F_15_19`	Female population age 15-19	integer	0%	28	3609, 3504, 5045, 12494, 9134
`F_20_24`	Female population age 20-24	integer	0%	28	2453, 2608, 3824, 7380, 6733
`F_25_29`	Female population age 25-29	integer	0%	28	2320, 2730, 4038, 7345, 6277
`F_30_34`	Female population age 30-34	integer	0%	28	2410, 2446, 3974, 7240, 5938
`F_35_39`	Female population age 35-39	integer	0%	28	2459, 2273, 3755, 7245, 6083
`F_40_44`	Female population age 40-44	integer	0%	28	2390, 2165, 4136, 7152, 6032
`F_45_49`	Female population age 45-49	integer	0%	27	2261, 1964, 3788, 6049, 5124
`F_50_54`	Female population age 50-54	integer	0%	28	1980, 1460, 3257, 5319, 4502
`F_55_59`	Female population age 55-59	integer	0%	28	1783, 1053, 2990, 4938, 4262
`F_60_64`	Female population age 60-64	integer	0%	28	1588, 973, 2638, 4481, 3798
`F_65_69`	Female population age 65-69	integer	0%	27	1308, 727, 1990, 3152, 2835
`F_70_74`	Female population age 70-74	integer	0%	27	998, 695, 1661, 2431, 2197
`F_75_79`	Female population age 75-79	integer	0%	27	712, 444, 1197, 1799, 1790
`F_80Plus`	F_80Plus	integer	0%	28	784, 567, 1239, 1918, 1959
`M_00_04`	Male population age 0-4	integer	0%	28	4025, 3918, 6760, 10700, 10790
`M_05_09`	Male population age 5-9	integer	0%	28	4101, 3904, 6885, 10965, 11341
`M_10_14`	Male population age 10-14	integer	0%	28	4343, 3830, 6899, 10692, 10985
`M_15_19`	Male population age 15-19	integer	0%	28	3793, 3395, 5477, 12592, 9117
`M_20_24`	Male population age 20-24	integer	0%	28	2372, 2604, 3862, 7758, 6258
`M_25_29`	Male population age 25-29	integer	0%	28	2314, 2633, 3675, 7645, 5779
`M_30_34`	Male population age 30-34	integer	0%	28	2120, 2363, 3752, 7356, 5152
`M_35_39`	Male population age 35-39	integer	0%	28	1861, 1811, 3020, 6135, 4372
`M_40_44`	Male population age 40-44	integer	0%	28	1632, 1590, 3090, 5937, 4110
`M_45_49`	Male population age 45-49	integer	0%	28	1581, 1551, 2887, 5167, 3977
+24 more pending fields — download the CSV/Parquet to see them all.

3 Admin 3 — 1 table(s)

BWA COD PS - BWA Codps (admin_3) — 519 rows, 59 columns

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

Pending (59) — awaiting mapping

Field Name	Label	Type	Nulls	Unique	Samples
`pcode`	pcode	string	0%	100	BW120301, BW120315, BW120307, BW120305, BW120308
`region_name`	region_name	string	0%	99	Bobonong, Damochojena, Kobojango, Lentswelemoriti, Lepokole
`admin_level`	admin_level	string	0%	1	admin_3, admin_3, admin_3, admin_3, admin_3
`year`	year	integer	0%	1	2023, 2023, 2023, 2023, 2023
`year`	year	integer	0%	1	2023, 2023, 2023, 2023, 2023
`F_TL`	F_TL	integer	0%	98	12080, 690, 1454, 108, 925
`M_TL`	M_TL	integer	0%	99	9969, 507, 1145, 79, 764
`T_TL`	T_TL	integer	0%	99	22049, 1197, 2599, 187, 1689
`F_00_04`	F_00_04	integer	0%	85	1188, 71, 158, 9, 131
`F_05_09`	F_05_09	integer	0%	89	1187, 115, 111, 14, 116
`F_10_14`	F_10_14	integer	0%	82	1186, 101, 201, 10, 100
`F_15_19`	F_15_19	integer	0%	75	1414, 23, 193, 3, 53
`F_20_24`	F_20_24	integer	0%	79	713, 45, 72, 7, 61
`F_25_29`	F_25_29	integer	0%	71	719, 50, 64, 5, 40
`F_30_34`	F_30_34	integer	0%	70	732, 36, 77, 6, 62
`F_35_39`	F_35_39	integer	0%	75	727, 33, 88, 4, 46
`F_40_44`	F_40_44	integer	0%	69	709, 39, 66, 8, 48
`F_45_49`	F_45_49	integer	0%	74	680, 38, 87, 6, 63
`F_50_54`	F_50_54	integer	0%	71	619, 54, 79, 5, 38
`F_55_59`	F_55_59	integer	0%	71	548, 26, 64, 2, 42
`F_60_64`	F_60_64	integer	0%	60	475, 16, 55, 7, 35
`F_65_69`	F_65_69	integer	0%	59	349, 19, 58, 9, 38
`F_70_74`	F_70_74	integer	0%	57	345, 7, 45, 1, 16
`F_75_79`	F_75_79	integer	0%	49	241, 6, 12, 4, 16
`F_80Plus`	F_80Plus	integer	0%	49	248, 11, 24, 8, 20
`M_00_04`	M_00_04	integer	0%	85	1153, 88, 122, 8, 105
`M_05_09`	M_05_09	integer	0%	92	1175, 74, 137, 12, 119
`M_10_14`	M_10_14	integer	0%	92	1312, 82, 197, 9, 94
`M_15_19`	M_15_19	integer	0%	79	1435, 22, 212, 2, 37
`M_20_24`	M_20_24	integer	0%	74	663, 36, 63, 3, 51
+29 more pending fields — download the CSV/Parquet to see them all.

BWA World Bank Open Data BWA-WORLD_BANK Development Indicators

198 rows · 3 tables · 2024 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 — 3 table(s)

BWA 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	BW, BW, BW, BW, BW
`population_count`	Population count	float	SEL	2%	65	516165.0, 527942.0, 540186.0, 552966.0, 566266.0
`life_expectancy`	Life expectancy	float	SEL	3%	64	51.22, 51.781, 52.313, 52.848, 53.358
`gdp_per_capita_usd`	Gdp per capita usd	float	SEL	2%	65	58.9180081084204, 62.3224006926623, 65.9864503023827,...
`literacy_rate_pct`	Literacy rate percent	float	SEL	97%	2	68.5800018310547, 81.1900024414062
`under5_mortality_per_1000`	Under5 mortality per 1000	float	SEL	3%	64	167.7, 162.6, 157.9, 153.4, 148.9
`poverty_headcount_pct`	Poverty headcount percent	float	SEL	92%	5	59.0, 32.9, 30.6, 19.3, 16.1

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

BWA 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	BW, BW, BW, BW, BW
`life_expectancy`	Life expectancy	float	SEL	3%	64	51.22, 51.781, 52.313, 52.848, 53.358
`infant_mortality_per_1000`	Infant mortality per 1000	float	SEL	11%	57	40.3, 39.4, 38.2, 37.1, 36.1
`under5_mortality_per_1000`	Under5 mortality per 1000	float	SEL	3%	64	167.7, 162.6, 157.9, 153.4, 148.9
`maternal_mortality_per_100k`	Maternal mortality per 100k	float	SEL	41%	39	313.0, 304.0, 302.0, 319.0, 300.0
`fertility_rate`	Fertility rate	float	SEL	3%	63	6.595, 6.564, 6.536, 6.578, 6.613
`birth_rate_per_1000`	Birth rate per 1000	float	SEL	3%	63	47.14, 46.593, 46.032, 45.934, 45.775
`death_rate_per_1000`	Death rate per 1000	float	SEL	3%	64	16.412, 15.937, 15.473, 15.038, 14.633
`physicians_per_1000`	Physicians per 1000	float	SEL	50%	29	0.042, 0.036, 0.064, 0.133, 0.123
`hospital_beds_per_1000`	Hospital beds per 1000	float	SEL	61%	20	2.12291669845581, 2.36310005187988, 1.5751999617, 2.13, 2.16
`vaccination_rate_pct`	Vaccination rate percent	float	SEL	32%	14	71.0, 75.0, 82.0, 82.0, 83.0
`health_expenditure_pct_gdp`	Health expenditure percent gdp	float	SEL	64%	24	6.10838556, 6.3660779, 6.66529799, 6.40933847, 6.09125996

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

BWA World Bank - Migration Indicators — 66 rows, 9 columns

Loading data…

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

Pending (9) — awaiting mapping

Field Name	Label	Type	Nulls	Unique	Samples
`country_code`	country_code	string	0%	1	BWA, BWA, BWA, BWA, BWA
`country_name`	country_name	string	0%	1	Botswana, Botswana, Botswana, Botswana, Botswana
`year`	year	integer	0%	66	1960, 1961, 1962, 1963, 1964
`intl_migrant_stock`	intl_migrant_stock	float	88%	8	27510.0, 40168.0, 74934.0, 84661.0, 94863.0
`intl_migrant_stock_pct`	intl_migrant_stock_pct	float	88%	5	2.1, 2.7, 4.5, 4.6, 4.7
`net_migration`	net_migration	float	0%	66	-4331.0, -4168.0, -4028.0, -4000.0, -4126.0
`remittances_received_usd`	remittances_received_usd	float	24%	50	43136806.49, 61410015.11, 68886909.48, 57477024.08, 58281730.65
`remittances_received_pct_gdp`	remittances_received_pct_gdp	float	24%	50	12.1454458381142, 16.5069551125586, 15.2531288115137,...
`remittances_paid_usd`	remittances_paid_usd	float	24%	50	3921527.863, 36800010.68, 40619522.09, 34293014.53, 16809679.03

BWA UNHCR Refugee Data Finder BWA-UNHCR Migration

95 rows · 2 tables · 2025 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)

BWA UNHCR - Hosted Populations — 58 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%	-	-

BWA UNHCR - Origin Populations — 37 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%	-	-

BWA Glottolog Language Catalog BWA-GLOTTOLOG Language

37 rows · 1 table · 2024 Glottolog Language Catalog 0 1 2 3 12 CCL 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 — 1 table(s)

BWA Glottolog - Languages — 37 rows, 16 columns

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

Standards-Aligned Fields (12)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`glottocode`	Glottocode	string	CCL	0%	37	afri1274, anii1246, bemb1257, birw1238, diri1252
`name`	Name	string	CCL	0%	37	Afrikaans, //Ani, Bemba (Zambia), Birwa, Diriku-Shambyu
`iso639_3`	Iso639 3	string	CCL	5%	35	afr, hnh, bem, brl, diu
`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%	5	indo1319, khoe1240, atla1278, atla1278, atla1278
`parent_name`	Parent name	string	CCL	100%	-	-
`parent_glottocode`	Parent glottocode	string	CCL	0%	29	afri1273, kxoe1242, bemb1256, nort3233, kwan1288
`endangerment_status`	Endangerment status	string	CCL	100%	-	-
`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%	14	3, 0, 12, 0, 2

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

Field Name	Label	Type	Nulls	Unique	Samples
`latitude`	latitude	float	0%	37	-31.63272, -19.0966, -10.6122, -22.17, -18.1681
`longitude`	longitude	float	0%	37	20.46356, 22.9088, 29.2993, 28.33, 20.6678
`country_codes`	Country codes	string	0%	19	['BW', 'MZ', 'NA', 'ZA', 'ZM', 'ZW'], ['BW'], ['BW',...
`classification`	classification	string	0%	1	[], [], [], [], []

BWA LandScan Global (ORNL) BWA-LANDSCAN Modeled Population

18 rows · 3 tables · 2024 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)

BWA 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	BWA
`admin_level`	Admin level	string	SEL	0%	1	admin_0
`admin_name`	Admin name	string	SEL	0%	1	Botswana
`admin_code`	Admin code	string	SEL	0%	1	68990947B38995363734097
`area_sqkm`	Area sqkm	float	SEL	0%	1	578131.4555
`pop_2024`	Population count	integer	SEL	0%	1	2450925
`pop_density_2024`	Population density	float	SEL	0%	1	4.24

1 Admin 1 — 1 table(s)

BWA LandScan - Population Admin1 (admin_1) — 10 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	BWA, BWA, BWA, BWA, BWA
`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	Central District, Kweneng District, South-East District,...
`admin_code`	Admin code	string	SEL	0%	10	57670837B77729612727439, 57670837B49806718353307,...
`area_sqkm`	Area sqkm	float	SEL	0%	10	146656.2183, 37012.5913, 1748.5696, 27367.7492, 111457.1584
`pop_2024`	Population count	integer	SEL	0%	10	734418, 415369, 377844, 250751, 204943
`pop_density_2024`	Population density	float	SEL	0%	10	5.01, 11.22, 216.09, 9.16, 1.84

Locality Locality — 1 table(s)

BWA LandScan - Cities (locality) — 7 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	BWA, BWA, BWA, BWA, BWA
`admin_level`	Admin level	string	SEL	0%	1	locality, locality, locality, locality, locality
`admin_name`	Admin name	string	SEL	0%	7	Gaborone, Molepolole, Francistown, Kanye, Mahalapye
`admin_code`	Admin code	integer	SEL	0%	7	591, 289, 859, 114, 730
`area_sqkm`	Area sqkm	float	SEL	0%	7	121.4653, 50.7746, 32.8359, 26.8834, 33.8426
`pop_2024`	Population count	integer	SEL	0%	7	239610, 70671, 39089, 32457, 28383
`pop_density_2024`	Population density	float	SEL	0%	7	1972.66, 1391.86, 1190.43, 1207.32, 838.68

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%	7	298993, 121562, 116209, 52206, 61469
`landscan_vs_ghs_ratio`	landscan_vs_ghs_ratio	float	0%	7	0.801, 0.581, 0.336, 0.622, 0.462

BWA OpenFactBook BWA-OPENFACTBOOK Country Profile

14 rows · 14 tables · 2024 OpenFactBook 0 1 2 3 90 SEL 3 CCL 557 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)

BWA OpenFactBook - Communications — 1 rows, 21 columns

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

Standards-Aligned Fields (7)

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	3.0
`telephones_mobile_cellular_subscriptions_per_100_inhabitants_numeric`	Mobile subscriptions per 100	float	SEL	0%	1	164.0
`internet_users_percent_of_population_numeric`	Internet penetration percent	float	SEL	0%	1	81.0
`broadband_fixed_subscriptions_subscriptions_per_100_inhabitants_numeric`	Broadband subscriptions per 100	float	SEL	0%	1	3.0
`country_code`	Country code	string	SEL	0%	1	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`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
`telephones_fixed_lines_total_subscriptions_text`	telephones_fixed_lines_total_subscriptions_text	string	0%	1	83,200 (2024 est.)
`telephones_fixed_lines_total_subscriptions_numeric`	telephones_fixed_lines_total_subscriptions_numeric	float	0%	1	83200.0
`telephones_fixed_lines_subscriptions_per_100_inhabitants_text`	telephones_fixed_lines_subscriptions_per_100_inhabitants_text	string	0%	1	3 (2024 est.)
`telephones_mobile_cellular_total_subscriptions_text`	telephones_mobile_cellular_total_subscriptions_text	string	0%	1	4.13 million (2024 est.)
`telephones_mobile_cellular_total_subscriptions_numeric`	telephones_mobile_cellular_total_subscriptions_numeric	float	0%	1	4.13
`telephones_mobile_cellular_subscriptions_per_100_inhabitants_text`	telephones_mobile_cellular_subscriptions_per_100_inhabitants_text	string	0%	1	164 (2024 est.)
`broadcast_media_text`	broadcast_media_text	string	0%	1	2 TV stations, 1 state-owned and 1 privately owned;...
`broadcast_media_numeric`	broadcast_media_numeric	float	0%	1	2.0
`internet_country_code_text`	Internet country code text	string	0%	1	.bw
`internet_users_percent_of_population_text`	internet_users_percent_of_population_text	string	0%	1	81% (2023 est.)
`broadband_fixed_subscriptions_total_text`	broadband_fixed_subscriptions_total_text	string	0%	1	85,000 (2023 est.)
`broadband_fixed_subscriptions_total_numeric`	broadband_fixed_subscriptions_total_numeric	float	0%	1	85000.0
`broadband_fixed_subscriptions_subscriptions_per_100_inhabitants_text`	broadband_fixed_subscriptions_subscriptions_per_100_inhabitants_text	string	0%	1	3 (2023 est.)
`source_section`	source_section	string	0%	1	Communications
`source_profile_path`	source_profile_path	string	0%	1	africa/bc.json

BWA OpenFactBook - Economy — 1 rows, 149 columns

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Field details — 155 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	18100.0
`gdp_official_exchange_rate_numeric`	Gdp total usd	float	SEL	0%	1	19.401
`population_below_poverty_line_numeric`	Poverty headcount percent	float	SEL	0%	1	16.1
`country_code`	Country code	string	SEL	0%	1	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (149) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`economic_overview_text`	economic_overview_text	string	0%	1	good economic governance and financial management;...
`economic_overview_numeric`	economic_overview_numeric	float	0%	1	-19.0
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2024_text`	Real gdp purchasing power parity 2024 (text)	string	0%	1	$45.553 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	45.553
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2023_text`	Real gdp purchasing power parity 2023 (text)	string	0%	1	$46.957 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	46.957
`real_gdp_purchasing_power_parity_real_gdp_purchasing_power_parity_2022_text`	Real gdp purchasing power parity 2022 (text)	string	0%	1	$45.498 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	45.498
`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	-3% (2024 est.)
`real_gdp_growth_rate_real_gdp_growth_rate_2024_numeric`	Real gdp growth rate 2024 (numeric)	float	0%	1	-3.0
`real_gdp_growth_rate_real_gdp_growth_rate_2023_text`	Real gdp growth rate 2023 (text)	string	0%	1	3.2% (2023 est.)
`real_gdp_growth_rate_real_gdp_growth_rate_2023_numeric`	Real gdp growth rate 2023 (numeric)	float	0%	1	3.2
`real_gdp_growth_rate_real_gdp_growth_rate_2022_text`	Real gdp growth rate 2022 (text)	string	0%	1	5.5% (2022 est.)
`real_gdp_growth_rate_real_gdp_growth_rate_2022_numeric`	Real gdp growth rate 2022 (numeric)	float	0%	1	5.5
`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	$18,100 (2024 est.)
`real_gdp_per_capita_real_gdp_per_capita_2023_text`	Real gdp per capita 2023 (text)	string	0%	1	$18,900 (2023 est.)
`real_gdp_per_capita_real_gdp_per_capita_2023_numeric`	Real gdp per capita 2023 (numeric)	float	0%	1	18900.0
`real_gdp_per_capita_real_gdp_per_capita_2022_text`	Real gdp per capita 2022 (text)	string	0%	1	$18,600 (2022 est.)
`real_gdp_per_capita_real_gdp_per_capita_2022_numeric`	Real gdp per capita 2022 (numeric)	float	0%	1	18600.0
`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	$19.401 billion (2024 est.)
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2024_text`	Inflation rate consumer prices 2024 (text)	string	0%	1	2.8% (2024 est.)
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2024_numeric`	Inflation rate consumer prices 2024 (numeric)	float	0%	1	2.8
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2023_text`	Inflation rate consumer prices 2023 (text)	string	0%	1	5.1% (2023 est.)
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2023_numeric`	Inflation rate consumer prices 2023 (numeric)	float	0%	1	5.1
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2022_text`	Inflation rate consumer prices 2022 (text)	string	0%	1	11.7% (2022 est.)
`inflation_rate_consumer_prices_inflation_rate_consumer_prices_2022_numeric`	Inflation rate consumer prices 2022 (numeric)	float	0%	1	11.7
`inflation_rate_consumer_prices_note`	inflation_rate_consumer_prices_note	string	0%	1	note: annual % change based on consumer prices
+119 more extension fields — download the CSV/Parquet to see them all.

BWA OpenFactBook - Energy — 1 rows, 39 columns

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Field details — 39 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	75.9
`country_code`	Country code	string	SEL	0%	1	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (35) — 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	75.9% (2022 est.)
`electricity_access_electrification_urban_areas_text`	electricity_access_electrification_urban_areas_text	string	0%	1	95.5%
`electricity_access_electrification_urban_areas_numeric`	electricity_access_electrification_urban_areas_numeric	float	0%	1	95.5
`electricity_access_electrification_rural_areas_text`	electricity_access_electrification_rural_areas_text	string	0%	1	25%
`electricity_access_electrification_rural_areas_numeric`	electricity_access_electrification_rural_areas_numeric	float	0%	1	25.0
`electricity_installed_generating_capacity_text`	electricity_installed_generating_capacity_text	string	0%	1	758,000 kW (2023 est.)
`electricity_installed_generating_capacity_numeric`	electricity_installed_generating_capacity_numeric	float	0%	1	758000.0
`electricity_consumption_text`	electricity_consumption_text	string	0%	1	3.879 billion kWh (2023 est.)
`electricity_consumption_numeric`	electricity_consumption_numeric	float	0%	1	3.879
`electricity_exports_text`	electricity_exports_text	string	0%	1	2 million kWh (2023 est.)
`electricity_exports_numeric`	electricity_exports_numeric	float	0%	1	2.0
`electricity_imports_text`	electricity_imports_text	string	0%	1	1.923 billion kWh (2023 est.)
`electricity_imports_numeric`	electricity_imports_numeric	float	0%	1	1.923
`electricity_transmission_distribution_losses_text`	electricity_transmission_distribution_losses_text	string	0%	1	625.694 million kWh (2023 est.)
`electricity_transmission_distribution_losses_numeric`	electricity_transmission_distribution_losses_numeric	float	0%	1	625.694
`electricity_generation_sources_fossil_fuels_text`	electricity_generation_sources_fossil_fuels_text	string	0%	1	99.8% of total installed capacity (2023 est.)
`electricity_generation_sources_fossil_fuels_numeric`	electricity_generation_sources_fossil_fuels_numeric	float	0%	1	99.8
`electricity_generation_sources_solar_text`	electricity_generation_sources_solar_text	string	0%	1	0.2% of total installed capacity (2023 est.)
`electricity_generation_sources_solar_numeric`	electricity_generation_sources_solar_numeric	float	0%	1	0.2
`coal_production_text`	coal_production_text	string	0%	1	2.242 million metric tons (2023 est.)
`coal_production_numeric`	coal_production_numeric	float	0%	1	2.242
`coal_consumption_text`	coal_consumption_text	string	0%	1	1.351 million metric tons (2023 est.)
`coal_consumption_numeric`	coal_consumption_numeric	float	0%	1	1.351
`coal_exports_text`	coal_exports_text	string	0%	1	891,000 metric tons (2023 est.)
`coal_exports_numeric`	coal_exports_numeric	float	0%	1	891000.0
`coal_imports_text`	coal_imports_text	string	0%	1	300 metric tons (2023 est.)
`coal_imports_numeric`	coal_imports_numeric	float	0%	1	300.0
`coal_proven_reserves_text`	coal_proven_reserves_text	string	0%	1	1.66 billion metric tons (2023 est.)
`coal_proven_reserves_numeric`	coal_proven_reserves_numeric	float	0%	1	1.66
`petroleum_refined_petroleum_consumption_text`	petroleum_refined_petroleum_consumption_text	string	0%	1	22,000 bbl/day (2023 est.)
+5 more extension fields — download the CSV/Parquet to see them all.

BWA OpenFactBook - Environment — 1 rows, 50 columns

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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	45.6
`land_use_forest_numeric`	Forest area percent	float	SEL	0%	1	27.8
`urbanization_urban_population_numeric`	Urban population percent	float	SEL	0%	1	72.9
`urbanization_rate_of_urbanization_numeric`	Urban growth rate percent	float	SEL	0%	1	2.47
`waste_and_recycling_municipal_solid_waste_generated_annually_numeric`	Municipal waste kg per capita	float	SEL	0%	1	210900.0
`country_code`	Country code	string	SEL	0%	1	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`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	overgrazing; desertification; limited freshwater...
`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	semiarid; warm winters and hot summers
`land_use_agricultural_land_text`	land_use_agricultural_land_text	string	0%	1	45.6% (2023 est.)
`land_use_agricultural_land_arable_land_text`	land_use_agricultural_land_arable_land_text	string	0%	1	arable land: 0.5% (2023 est.)
`land_use_agricultural_land_arable_land_numeric`	land_use_agricultural_land_arable_land_numeric	float	0%	1	0.5
`land_use_agricultural_land_permanent_crops_text`	land_use_agricultural_land_permanent_crops_text	string	0%	1	permanent crops: 0% (2023 est.)
`land_use_agricultural_land_permanent_crops_numeric`	land_use_agricultural_land_permanent_crops_numeric	float	0%	1	0.0
`land_use_agricultural_land_permanent_pasture_text`	land_use_agricultural_land_permanent_pasture_text	string	0%	1	permanent pasture: 45.2% (2023 est.)
`land_use_agricultural_land_permanent_pasture_numeric`	land_use_agricultural_land_permanent_pasture_numeric	float	0%	1	45.2
`land_use_forest_text`	land_use_forest_text	string	0%	1	27.8% (2023 est.)
`land_use_other_text`	land_use_other_text	string	0%	1	26.6% (2023 est.)
`land_use_other_numeric`	land_use_other_numeric	float	0%	1	26.6
`urbanization_urban_population_text`	urbanization_urban_population_text	string	0%	1	72.9% of total population (2023)
`urbanization_rate_of_urbanization_text`	urbanization_rate_of_urbanization_text	string	0%	1	2.47% annual rate of change (2020-25 est.)
`carbon_dioxide_emissions_total_emissions_text`	carbon_dioxide_emissions_total_emissions_text	string	0%	1	5.897 million metric tonnes of CO2 (2023 est.)
`carbon_dioxide_emissions_total_emissions_numeric`	carbon_dioxide_emissions_total_emissions_numeric	float	0%	1	5.897
`carbon_dioxide_emissions_from_coal_and_metallurgical_coke_text`	carbon_dioxide_emissions_from_coal_and_metallurgical_coke_text	string	0%	1	2.818 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	2.818
`carbon_dioxide_emissions_from_petroleum_and_other_liquids_text`	carbon_dioxide_emissions_from_petroleum_and_other_liquids_text	string	0%	1	3.079 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	3.079
`particulate_matter_emissions_text`	particulate_matter_emissions_text	string	0%	1	12.5 micrograms per cubic meter (2019 est.)
`particulate_matter_emissions_numeric`	particulate_matter_emissions_numeric	float	0%	1	12.5
`methane_emissions_energy_text`	methane_emissions_energy_text	string	0%	1	26 kt (2022-2024 est.)
`methane_emissions_energy_numeric`	methane_emissions_energy_numeric	float	0%	1	26.0
`methane_emissions_agriculture_text`	methane_emissions_agriculture_text	string	0%	1	144 kt (2019-2021 est.)
`methane_emissions_agriculture_numeric`	methane_emissions_agriculture_numeric	float	0%	1	144.0
`methane_emissions_waste_text`	methane_emissions_waste_text	string	0%	1	841.4 kt (2019-2021 est.)
`methane_emissions_waste_numeric`	methane_emissions_waste_numeric	float	0%	1	841.4
+15 more extension fields — download the CSV/Parquet to see them all.

BWA OpenFactBook - Ethnic Groups — 1 rows, 8 columns

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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	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`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	Motswana (singular), Batswana (plural)
`nationality_adjective_text`	nationality_adjective_text	string	0%	1	Motswana (singular), Batswana (plural)
`ethnic_groups_text`	ethnic_groups_text	string	0%	1	Tswana (or Setswana) 79%, Kalanga 11%, Basarwa 3%,...
`ethnic_groups_numeric`	ethnic_groups_numeric	float	0%	1	79.0
`source_section`	source_section	string	0%	1	People and Society:ethnic_groups
`source_profile_path`	source_profile_path	string	0%	1	africa/bc.json

BWA OpenFactBook - Geography — 1 rows, 55 columns

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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	581730.0
`area_land_numeric`	Area land sqkm	float	SEL	0%	1	566730.0
`area_water_numeric`	Area water sqkm	float	SEL	0%	1	15000.0
`land_boundaries_total_numeric`	Land boundary km	float	SEL	0%	1	4347.15
`coastline_numeric`	Coastline km	float	SEL	0%	1	0.0
`elevation_highest_point_numeric`	Elevation max m	float	SEL	0%	1	1495.0
`elevation_lowest_point_numeric`	Elevation min m	float	SEL	0%	1	513.0
`land_use_agricultural_land_numeric`	Agricultural land percent	float	SEL	0%	1	45.6
`land_use_forest_numeric`	Forest area percent	float	SEL	0%	1	27.8
`irrigated_land_numeric`	Irrigated land sqkm	float	SEL	0%	1	25.0
`country_code`	Country code	string	SEL	0%	1	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`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, north of South Africa
`geographic_coordinates_text`	geographic_coordinates_text	string	0%	1	22 00 S, 24 00 E
`geographic_coordinates_numeric`	geographic_coordinates_numeric	float	0%	1	22.0
`map_references_text`	map_references_text	string	0%	1	Africa
`area_total_text`	area_total_text	string	0%	1	581,730 sq km
`area_land_text`	area_land_text	string	0%	1	566,730 sq km
`area_water_text`	area_water_text	string	0%	1	15,000 sq km
`area_comparative_text`	area_comparative_text	string	0%	1	slightly smaller than Texas; almost four times the size...
`land_boundaries_total_text`	land_boundaries_total_text	string	0%	1	4,347.15 km
`land_boundaries_border_countries_text`	land_boundaries_border_countries_text	string	0%	1	Namibia 1,544 km; South Africa 1,969 km; Zambia 0.15 km;...
`land_boundaries_border_countries_numeric`	land_boundaries_border_countries_numeric	float	0%	1	1544.0
`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	semiarid; warm winters and hot summers
`terrain_text`	terrain_text	string	0%	1	predominantly flat to gently rolling tableland; Kalahari...
`elevation_highest_point_text`	elevation_highest_point_text	string	0%	1	Manyelanong Hill 1,495 m
`elevation_lowest_point_text`	elevation_lowest_point_text	string	0%	1	junction of the Limpopo and Shashe Rivers 513 m
`elevation_mean_elevation_text`	elevation_mean_elevation_text	string	0%	1	1,013 m
`elevation_mean_elevation_numeric`	elevation_mean_elevation_numeric	float	0%	1	1013.0
`natural_resources_text`	natural_resources_text	string	0%	1	diamonds, copper, nickel, salt, soda ash, potash, coal,...
`land_use_agricultural_land_text`	land_use_agricultural_land_text	string	0%	1	45.6% (2023 est.)
`land_use_agricultural_land_arable_land_text`	land_use_agricultural_land_arable_land_text	string	0%	1	arable land: 0.5% (2023 est.)
`land_use_agricultural_land_arable_land_numeric`	land_use_agricultural_land_arable_land_numeric	float	0%	1	0.5
`land_use_agricultural_land_permanent_crops_text`	land_use_agricultural_land_permanent_crops_text	string	0%	1	permanent crops: 0% (2023 est.)
`land_use_agricultural_land_permanent_crops_numeric`	land_use_agricultural_land_permanent_crops_numeric	float	0%	1	0.0
`land_use_agricultural_land_permanent_pasture_text`	land_use_agricultural_land_permanent_pasture_text	string	0%	1	permanent pasture: 45.2% (2023 est.)
`land_use_agricultural_land_permanent_pasture_numeric`	land_use_agricultural_land_permanent_pasture_numeric	float	0%	1	45.2
`land_use_forest_text`	land_use_forest_text	string	0%	1	27.8% (2023 est.)
`land_use_other_text`	land_use_other_text	string	0%	1	26.6% (2023 est.)
`land_use_other_numeric`	land_use_other_numeric	float	0%	1	26.6
+16 more extension fields — download the CSV/Parquet to see them all.

BWA OpenFactBook - Government — 1 rows, 80 columns

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Field details — 106 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	BWA
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (104) — 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 Botswana
`country_name_conventional_short_form_text`	country_name_conventional_short_form_text	string	0%	1	Botswana
`country_name_local_long_form_text`	country_name_local_long_form_text	string	0%	1	Republic of Botswana
`country_name_local_short_form_text`	country_name_local_short_form_text	string	0%	1	Botswana
`country_name_former_text`	country_name_former_text	string	0%	1	Bechuanaland
`country_name_etymology_text`	country_name_etymology_text	string	0%	1	the name Botswana means "Land of the Tswana," referring...
`government_type_text`	government_type_text	string	0%	1	parliamentary republic
`capital_name_text`	capital_name_text	string	0%	1	Gaborone
`capital_geographic_coordinates_text`	capital_geographic_coordinates_text	string	0%	1	24 38 S, 25 54 E
`capital_geographic_coordinates_numeric`	capital_geographic_coordinates_numeric	float	0%	1	24.0
`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 GABORONE (ca. 1825-1931), a chief of the...
`capital_etymology_numeric`	capital_etymology_numeric	float	0%	1	1825.0
`administrative_divisions_text`	administrative_divisions_text	string	0%	1	10 districts and 6 town councils*; Central, Chobe,...
`administrative_divisions_numeric`	administrative_divisions_numeric	float	0%	1	10.0
`legal_system_text`	legal_system_text	string	0%	1	mixed legal system of civil law influenced by the...
`constitution_history_text`	constitution_history_text	string	0%	1	previous 1960 (pre-independence); latest adopted March...
`constitution_history_numeric`	constitution_history_numeric	float	0%	1	1960.0
`constitution_amendment_process_text`	constitution_amendment_process_text	string	0%	1	proposed by the National Assembly; passage requires...
`international_law_organization_participation_text`	international_law_organization_participation_text	string	0%	1	accepts compulsory ICJ jurisdiction with reservations;...
`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	at least one parent must be a citizen of Botswana
`citizenship_dual_citizenship_recognized_text`	citizenship_dual_citizenship_recognized_text	string	0%	1	no
`citizenship_residency_requirement_for_naturalization_text`	citizenship_residency_requirement_for_naturalization_text	string	0%	1	10 years
`citizenship_residency_requirement_for_naturalization_numeric`	citizenship_residency_requirement_for_naturalization_numeric	float	0%	1	10.0
`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 Duma BOKO (since 1 November 2024)
`executive_branch_chief_of_state_numeric`	executive_branch_chief_of_state_numeric	float	0%	1	1.0
+74 more extension fields — download the CSV/Parquet to see them all.

BWA OpenFactBook - Introduction — 1 rows, 6 columns

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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	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`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	In the early 1800s, multiple political entities in what...
`background_numeric`	background_numeric	float	0%	1	1800.0
`source_section`	source_section	string	0%	1	Introduction
`source_profile_path`	source_profile_path	string	0%	1	africa/bc.json

BWA OpenFactBook - Languages — 1 rows, 6 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	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`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	Setswana 77.3%, Sekalanga 7.4%, Shekgalagadi 3.4%,...
`languages_numeric`	languages_numeric	float	0%	1	77.3
`source_section`	source_section	string	0%	1	People and Society:languages
`source_profile_path`	source_profile_path	string	0%	1	africa/bc.json

BWA OpenFactBook - Migration — 1 rows, 9 columns

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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	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`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	823 (2024 est.)
`refugees_and_internally_displaced_persons_refugees_numeric`	refugees_and_internally_displaced_persons_refugees_numeric	float	0%	1	823.0
`refugees_and_internally_displaced_persons_idps_text`	refugees_and_internally_displaced_persons_idps_text	string	0%	1	99 (2023 est.)
`refugees_and_internally_displaced_persons_idps_numeric`	refugees_and_internally_displaced_persons_idps_numeric	float	0%	1	99.0
`source_section`	source_section	string	0%	1	Transnational Issues:migration
`source_profile_path`	source_profile_path	string	0%	1	africa/bc.json

BWA OpenFactBook - Military And Security — 1 rows, 21 columns

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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	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`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	Botswana Defense Force (BDF): Ground Forces Command, 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	3% of GDP (2024 est.)
`military_expenditures_military_expenditures_2024_numeric`	Military expenditures 2024 (numeric)	float	0%	1	3.0
`military_expenditures_military_expenditures_2023_text`	Military expenditures 2023 (text)	string	0%	1	2.6% of GDP (2023 est.)
`military_expenditures_military_expenditures_2023_numeric`	Military expenditures 2023 (numeric)	float	0%	1	2.6
`military_expenditures_military_expenditures_2022_text`	Military expenditures 2022 (text)	string	0%	1	2.8% of GDP (2022 est.)
`military_expenditures_military_expenditures_2022_numeric`	Military expenditures 2022 (numeric)	float	0%	1	2.8
`military_expenditures_military_expenditures_2021_text`	Military expenditures 2021 (text)	string	0%	1	3% of GDP (2021 est.)
`military_expenditures_military_expenditures_2021_numeric`	Military expenditures 2021 (numeric)	float	0%	1	3.0
`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_and_security_service_personnel_strengths_text`	military_and_security_service_personnel_strengths_text	string	0%	1	estimated 10,000 active Botswana Defense Force (2025)
`military_and_security_service_personnel_strengths_numeric`	military_and_security_service_personnel_strengths_numeric	float	0%	1	10000.0
`military_equipment_inventories_and_acquisitions_text`	military_equipment_inventories_and_acquisitions_text	string	0%	1	the BDF has a mix of mostly older weapons and equipment,...
`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	18-24 years of age (men and women) for general recruits...
`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 key responsibilities of the Botswana Defense Force...
`military_note_numeric`	military_note_numeric	float	0%	1	1960.0
`source_section`	source_section	string	0%	1	Military and Security
`source_profile_path`	source_profile_path	string	0%	1	africa/bc.json

BWA OpenFactBook - People And Society — 1 rows, 124 columns

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Field details — 136 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	2521534.0
`population_male_numeric`	Population male	float	SEL	0%	1	1234898.0
`population_female_numeric`	Population female	float	SEL	0%	1	1286636.0
`age_structure_0_14_years_numeric`	Population 0 14 percent	float	SEL	0%	1	28.7
`age_structure_15_64_years_numeric`	Population 15 64 percent	float	SEL	0%	1	65.2
`age_structure_65_years_and_over_numeric`	Population 65 plus percent	float	SEL	0%	1	6.1
`dependency_ratios_total_dependency_ratio_numeric`	Total dependency ratio	float	SEL	0%	1	60.9
`dependency_ratios_youth_dependency_ratio_numeric`	Youth dependency ratio	float	SEL	0%	1	52.1
`dependency_ratios_elderly_dependency_ratio_numeric`	Elderly dependency ratio	float	SEL	0%	1	8.8
`median_age_total_numeric`	Median age	float	SEL	0%	1	25.8
`population_growth_rate_numeric`	Population growth rate percent	float	SEL	0%	1	1.32
`birth_rate_numeric`	Birth rate per 1000	float	SEL	0%	1	21.16
`death_rate_numeric`	Death rate per 1000	float	SEL	0%	1	6.8
`net_migration_rate_numeric`	Net migration per 1000	float	SEL	0%	1	-1.14
`urbanization_urban_population_numeric`	Urban population percent	float	SEL	0%	1	72.9
`urbanization_rate_of_urbanization_numeric`	Urban growth rate percent	float	SEL	0%	1	2.47
`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	0.92
`maternal_mortality_ratio_numeric`	Maternal mortality per 100k	float	SEL	0%	1	155.0
`infant_mortality_rate_total_numeric`	Infant mortality per 1000	float	SEL	0%	1	27.8
`life_expectancy_at_birth_total_population_numeric`	Life expectancy	float	SEL	0%	1	66.4
`total_fertility_rate_numeric`	Fertility rate	float	SEL	0%	1	2.73
`gross_reproduction_rate_numeric`	Gross reproduction rate	float	SEL	0%	1	1.34
`physician_density_numeric`	Physicians per 1000	float	SEL	0%	1	0.38
`hospital_bed_density_numeric`	Hospital beds per 1000	float	SEL	0%	1	2.2
`country_code`	Country code	string	SEL	0%	1	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (108) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`population_total_text`	population_total_text	string	0%	1	2,521,534 (2025 est.)
`population_male_text`	population_male_text	string	0%	1	1,234,898
`population_female_text`	population_female_text	string	0%	1	1,286,636
`age_structure_0_14_years_text`	age_structure_0_14_years_text	string	0%	1	28.7% (male 355,583/female 348,863)
`age_structure_15_64_years_text`	age_structure_15_64_years_text	string	0%	1	65.2% (male 759,210/female 837,752)
`age_structure_65_years_and_over_text`	age_structure_65_years_and_over_text	string	0%	1	6.1% (2024 est.) (male 59,513/female 89,747)
`dependency_ratios_total_dependency_ratio_text`	dependency_ratios_total_dependency_ratio_text	string	0%	1	60.9 (2025 est.)
`dependency_ratios_youth_dependency_ratio_text`	dependency_ratios_youth_dependency_ratio_text	string	0%	1	52.1 (2025 est.)
`dependency_ratios_elderly_dependency_ratio_text`	dependency_ratios_elderly_dependency_ratio_text	string	0%	1	8.8 (2025 est.)
`dependency_ratios_potential_support_ratio_text`	dependency_ratios_potential_support_ratio_text	string	0%	1	11.4 (2025 est.)
`dependency_ratios_potential_support_ratio_numeric`	dependency_ratios_potential_support_ratio_numeric	float	0%	1	11.4
`median_age_total_text`	median_age_total_text	string	0%	1	25.8 years (2025 est.)
`median_age_male_text`	median_age_male_text	string	0%	1	26 years
`median_age_male_numeric`	median_age_male_numeric	float	0%	1	26.0
`median_age_female_text`	median_age_female_text	string	0%	1	28.3 years
`median_age_female_numeric`	median_age_female_numeric	float	0%	1	28.3
`population_growth_rate_text`	population_growth_rate_text	string	0%	1	1.32% (2025 est.)
`birth_rate_text`	birth_rate_text	string	0%	1	21.16 births/1,000 population (2025 est.)
`death_rate_text`	death_rate_text	string	0%	1	6.8 deaths/1,000 population (2025 est.)
`net_migration_rate_text`	net_migration_rate_text	string	0%	1	-1.14 migrant(s)/1,000 population (2025 est.)
`population_distribution_text`	population_distribution_text	string	0%	1	the population is primarily concentrated in the east,...
`urbanization_urban_population_text`	urbanization_urban_population_text	string	0%	1	72.9% of total population (2023)
`urbanization_rate_of_urbanization_text`	urbanization_rate_of_urbanization_text	string	0%	1	2.47% annual rate of change (2020-25 est.)
`major_urban_areas_population_text`	major_urban_areas_population_text	string	0%	1	269,000 GABORONE (capital) (2018)
`major_urban_areas_population_numeric`	major_urban_areas_population_numeric	float	0%	1	269000.0
`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	0.91 male(s)/female
`sex_ratio_15_64_years_numeric`	sex_ratio_15_64_years_numeric	float	0%	1	0.91
+78 more extension fields — download the CSV/Parquet to see them all.

BWA OpenFactBook - Religions — 1 rows, 6 columns

Loading data…

Field details — 19 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	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`admin_level`	Admin level	string	SEL	0%	1	national
`composition_religion_christian_pct_synth`	Christian	numeric	CCL	0%	-	79.1
`composition_religion_other_pct_synth`	other	numeric	CCL	0%	-	1.4
`composition_ethnicity_primary_label_synth`	Tswana (or Setswana)	string	CCL	0%	-	Tswana (or Setswana)

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	Christian 79.1%, Badimo 4.1%, other 1.4% (includes...
`religions_numeric`	religions_numeric	float	0%	1	79.1
`source_section`	source_section	string	0%	1	People and Society:religions
`source_profile_path`	source_profile_path	string	0%	1	africa/bc.json

Pending (9) — awaiting mapping

Field Name	Label	Type	Nulls	Unique	Samples
`composition_religion_badimo_pct_synth`	Badimo	numeric	0%	-	4.1
`composition_religion_none_pct_synth`	none	numeric	0%	-	15.2
`composition_religion_unspecified_pct_synth`	unspecified	numeric	0%	-	0.3
`composition_ethnicity_tswana_or_setswana_pct_synth`	Tswana (or Setswana)	numeric	0%	-	79.0
`composition_ethnicity_kalanga_pct_synth`	Kalanga	numeric	0%	-	11.0
`composition_ethnicity_basarwa_pct_synth`	Basarwa	numeric	0%	-	3.0
`composition_ethnicity_other_pct_synth`	other	numeric	0%	-	-
`composition_ethnicity_including_kgalagadi_and_people_of_european_ancestry_pct_synth`	including Kgalagadi and people of European ancestry	numeric	0%	-	7.0
`composition_ethnicity_primary_share_pct_synth`	Tswana (or Setswana)	numeric	0%	-	79.0

BWA OpenFactBook - Transportation — 1 rows, 12 columns

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

Standards-Aligned Fields (4)

Field Name	Label	Type	Schema	Nulls	Unique	Samples
`airports_numeric`	Airports count	float	SEL	0%	1	122.0
`country_code`	Country code	string	SEL	0%	1	BWA
`country_name`	Country name	string	SEL	0%	1	Botswana
`admin_level`	Admin level	string	SEL	0%	1	national

Extension Fields (9) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`civil_aircraft_registration_country_code_prefix_text`	Civil aircraft registration country code prefix text	string	0%	1	A2
`civil_aircraft_registration_country_code_prefix_numeric`	civil_aircraft_registration_country_code_prefix_numeric	float	0%	1	2.0
`airports_text`	airports_text	string	0%	1	122 (2025)
`railways_total_text`	railways_total_text	string	0%	1	888 km (2014)
`railways_total_numeric`	railways_total_numeric	float	0%	1	888.0
`railways_narrow_gauge_text`	railways_narrow_gauge_text	string	0%	1	888 km (2014) 1.067-m gauge
`railways_narrow_gauge_numeric`	railways_narrow_gauge_numeric	float	0%	1	888.0
`source_section`	source_section	string	0%	1	Transportation
`source_profile_path`	source_profile_path	string	0%	1	africa/bc.json

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

9 rows · 1 table · 2022 Google 0 1 2 3 3 SEL 8 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)

BWA Mobility by Region — 9 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	BW, BW, BW, BW, BW
`admin_level`	Admin level	integer	SEL	0%	1	1, 1, 1, 1, 1
`iso3`	Country code	string	SEL	0%	1	BWA, BWA, BWA, BWA, BWA

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

Field Name	Label	Type	Nulls	Unique	Samples
`retail`	retail	float	0%	3	0.0, -2.11, 16.07, 0.0, 0.0
`grocery`	grocery	float	0%	3	0.0, 0.0, 57.54, 0.0, 0.0
`parks`	parks	float	0%	5	-0.62, 0.0, 63.67, 0.0, 45.9
`transit`	transit	float	0%	4	-32.73, 0.0, 17.28, 0.0, 0.0
`workplaces`	workplaces	float	0%	9	-9.16, 23.68, 1.13, -15.03, 10.4
`residential`	residential	float	0%	3	0.0, 2.81, 7.92, 0.0, 0.0
`region`	region	string	0%	9	Chobe, Francistown, Gaborone, Jwaneng District, Kgatleng
`observation_count`	observation_count	integer	0%	9	836, 883, 974, 447, 949

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

7 rows · 1 table · 2025 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)

BWA GHS-UCDB - Cities (locality) — 7 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%	7	Gaborone, Molepolole, Francistown, Lobatse, Mahalapye
`country_code`	Country code	string	SEL	0%	1	BWA, BWA, BWA, BWA, BWA
`population`	Population count	integer	SEL	0%	7	298993, 121562, 116209, 62160, 61469

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

Field Name	Label	Type	Nulls	Unique	Samples
`city_id`	city_id	integer	0%	7	591, 289, 859, 445, 730
`name_alternates`	name_alternates	string	100%	-	-
`country_name`	country_name	string	0%	1	Botswana, Botswana, Botswana, Botswana, Botswana
`population_year`	population_year	integer	0%	1	2025, 2025, 2025, 2025, 2025
`latitude`	latitude	string	100%	-	-
`longitude`	longitude	string	100%	-	-
`region`	region	string	100%	-	-

BWA D-PLACE BWA-DPLACE Ethnographic Societies

4 rows · 2 tables · 2024 D-PLACE 0 1 2 3 2 SEL 15 CCL 55 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)

BWA D-PLACE - Dplace Ea Societies — 2 rows, 23 columns

Loading data…

Field details — 23 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	BWA, BWA
`society_id`	Society id	string	CCL	0%	2	Aa1, Aa7
`society_name`	Society name	string	CCL	0%	2	!Kung, Naron
`language_glottocode`	Language glottocode	string	CCL	0%	2	juho1239, naro1249
`language_name`	Language name	string	CCL	0%	1	,
`kinship_system`	Kinship system	string	CCL	0%	2	EA017:1; EA018:1; EA019:1; EA020:1; EA021:2; EA022:9;...
`marriage_pattern`	Marriage pattern	string	CCL	0%	2	EA006:2; EA007:8; EA008:7; EA009:2; EA023:7; EA025:15,...
`subsistence_pattern`	Subsistence pattern	string	CCL	0%	2	EA001:8; EA002:2; EA003:0; EA004:0; EA005:0; EA028:1;...
`political_complexity`	Political complexity	string	CCL	0%	2	EA032:3; EA033:1, EA032:2; EA033:1
`religion_importance`	Religion importance	string	CCL	0%	2	EA034:3; EA112:1, EA034:2; EA112:NA
`residence_pattern`	Residence pattern	string	CCL	0%	2	EA010:9; EA011:2; EA012:2; EA013:9; EA014:11, EA010:2;...
`settlement_pattern`	settlement_pattern	string	CCL	0%	1	EA030:1; EA031:1, EA030:1; EA031:1

Extension Fields (11) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`country_name`	country_name	string	0%	1	Botswana, Botswana
`dataset`	dataset	string	0%	1	EA, EA
`region`	region	string	0%	1	,
`latitude`	latitude	float	0%	1	-20.0, -20.0
`longitude`	longitude	float	0%	2	21.0, 24.0
`assignment_method`	assignment_method	string	0%	1	point_in_polygon, point_in_polygon
`assignment_confidence`	assignment_confidence	string	0%	1	approximate, approximate
`source`	source	string	0%	1	D-PLACE: Database of Places, Language, Culture, and...
`source_url`	source_url	string	0%	1	https://d-place.org, https://d-place.org
`license`	license	string	0%	1	CC BY 4.0, CC BY 4.0
`data_vintage`	data_vintage	integer	0%	1	2024, 2024

BWA D-PLACE - Dplace Ea Societies Decoded — 2 rows, 49 columns

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Field details — 49 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	BWA, BWA
`society_id`	society_id	string	CCL	0%	2	Aa1, Aa7
`society_name`	society_name	string	CCL	0%	2	!Kung, Naron
`language_glottocode`	language_glottocode	string	CCL	0%	2	juho1239, naro1249
`language_name`	language_name	string	CCL	0%	1	,

Extension Fields (44) — supplemental data preserved outside core SEL/CCL schema

Field Name	Label	Type	Nulls	Unique	Samples
`country_name`	country_name	string	0%	1	Botswana, Botswana
`dataset`	dataset	string	0%	1	EA, EA
`region`	region	string	0%	1	,
`latitude`	latitude	float	0%	1	-20.0, -20.0
`longitude`	longitude	float	0%	2	21.0, 24.0
`assignment_method`	assignment_method	string	0%	1	point_in_polygon, point_in_polygon
`assignment_confidence`	assignment_confidence	string	0%	1	approximate, approximate
`source`	source	string	0%	1	D-PLACE: Database of Places, Language, Culture, and...
`source_url`	source_url	string	0%	1	https://d-place.org, https://d-place.org
`license`	license	string	0%	1	CC BY 4.0, CC BY 4.0
`data_vintage`	data_vintage	integer	0%	1	2024, 2024
`jurisdictional_hierarchy_of_local_community`	jurisdictional_hierarchy_of_local_community	integer	0%	2	3, 2
`jurisdictional_hierarchy_beyond_local_community`	jurisdictional_hierarchy_beyond_local_community	integer	0%	1	1, 1
`religion_high_gods`	religion_high_gods	integer	0%	2	3, 2
`trance_states`	trance_states	integer	50%	1	1
`settlement_patterns`	settlement_patterns	integer	0%	1	1, 1
`mean_size_of_local_communities`	mean_size_of_local_communities	integer	0%	1	1, 1
`marital_residence_first_years`	marital_residence_first_years	integer	0%	2	9, 2
`residence_transfer_prevailing_pattern`	residence_transfer_prevailing_pattern	integer	0%	1	2, 2
`marital_residence_prevailing_pattern`	marital_residence_prevailing_pattern	integer	0%	2	2, 12
`residence_transfer_alternate`	residence_transfer_alternate	integer	0%	2	9, 3
`marital_residence_alternate`	marital_residence_alternate	integer	0%	2	11, 9
`largest_patrilineal_kin_group`	largest_patrilineal_kin_group	integer	0%	1	1, 1
`largest_patrilineal_exogamous_group`	largest_patrilineal_exogamous_group	integer	0%	1	1, 1
`largest_matrilineal_kin_group`	largest_matrilineal_kin_group	integer	0%	1	1, 1
`largest_matrilineal_exogamous_group`	largest_matrilineal_exogamous_group	integer	0%	1	1, 1
`cognatic_kin_groups`	cognatic_kin_groups	integer	0%	2	2, 1
`secondary_cognatic_kin_group`	secondary_cognatic_kin_group	integer	0%	1	9, 9
`kin_terms_for_cousins`	kin_terms_for_cousins	integer	50%	1	3
`descent_major_type`	descent_major_type	integer	0%	1	6, 6
+14 more extension fields — download the CSV/Parquet to see them all.

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

3 rows · 2 tables · 2026 NGA GEOnet Names Server (GNS) 0 1 2 3 4 SEL 12 CCL 18 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)

BWA NGA GNS - Language — 2 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	BWA, BWA
`gns_language_code`	gns_language_code	string	CCL	0%	2	eng, ara
`gns_language_name`	gns_language_name	string	CCL	0%	2	English, Arabic
`gns_toponym_count`	gns_toponym_count	integer	CCL	0%	2	6, 1
`gns_toponym_share_pct`	gns_toponym_share_pct	float	CCL	0%	2	85.7143, 14.2857
`gns_non_roman_toponym_count`	gns_non_roman_toponym_count	integer	CCL	0%	1	0, 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, 0

BWA NGA GNS - Summary — 1 rows, 25 columns

Loading data…

Field details — 25 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	BWA
`admin_level`	admin_level	integer	SEL	0%	1	0
`gns_country_name`	gns_country_name	string	SEL	0%	1	Botswana
`gns_language_count`	gns_language_count	integer	CCL	0%	1	2
`gns_script_count`	gns_script_count	integer	CCL	0%	1	0
`gns_endonym_share_pct`	gns_endonym_share_pct	float	CCL	0%	1	99.9323
`gns_non_roman_name_count`	gns_non_roman_name_count	integer	CCL	0%	1	0

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

Field Name	Label	Type	Nulls	Unique	Samples
`gns_name_count`	gns_name_count	integer	0%	1	4433
`gns_feature_count`	gns_feature_count	integer	0%	1	3775
`gns_endonym_count`	gns_endonym_count	integer	0%	1	4430
`gns_exonym_count`	gns_exonym_count	integer	0%	1	3
`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	1890
`gns_feature_count_populated_places`	gns_feature_count_populated_places	integer	0%	1	1710
`gns_name_count_hydrographic`	gns_name_count_hydrographic	integer	0%	1	822
`gns_feature_count_hydrographic`	gns_feature_count_hydrographic	integer	0%	1	650
`gns_name_count_hypsographic`	gns_name_count_hypsographic	integer	0%	1	1019
`gns_feature_count_hypsographic`	gns_feature_count_hypsographic	integer	0%	1	842
`gns_name_count_spot_features`	gns_name_count_spot_features	integer	0%	1	326
`gns_feature_count_spot_features`	gns_feature_count_spot_features	integer	0%	1	253
`gns_name_count_administrative_regions`	gns_name_count_administrative_regions	integer	0%	1	55
`gns_feature_count_administrative_regions`	gns_feature_count_administrative_regions	integer	0%	1	20
`gns_name_count_areas_localities`	gns_name_count_areas_localities	integer	0%	1	321
`gns_feature_count_areas_localities`	gns_feature_count_areas_localities	integer	0%	1	300

BWA INFORM Risk Index (EC-JRC) BWA-INFORM Risk Index

1 row · 1 table · 2026 INFORM Risk Index (EC-JRC) 0 1 2 3 ▶

1 rows × 283 columns ingested. Field-level inventory in progress — contact us for the full export.

0 Admin 0 — 1 table(s)

BWA Inform - Risk Index — 1 rows, 283 columns

Loading data…

Field details — 283 fields (type, nulls, unique, samples)

Pending (283) — awaiting mapping

Field Name	Label	Type	Nulls	Unique	Samples
`country_code`	Country code (ISO 3166-1 alpha-3)	string	0%	1	BWA
`inform_aff_dr`	People affected by drought (absolute) - raw	float	0%	1	2142.85714285714
`inform_aff_dr_freq`	Frequency of Droughts events	float	0%	1	0.0857142857142857
`inform_aff_dr_rel`	People affected by droughts (relative) - raw	float	0%	1	0.0775459658882533
`inform_ag_lnd_totl_k2`	Land area (sq. km)	float	0%	1	566730.0
`inform_asi`	Agriculture Stress Index Probability	float	0%	1	0.225
`inform_bx_trf_pwkr_dt_gd_zs_inst`	Remittences Instability	float	0%	1	0.0603673297659567
`inform_bx_trf_pwkr_dt_gd_zs_inst_norm`	ODA % GNI Normalized [BX.TRF.PWKR.DT.GD.ZS.INST.NORM]	float	0%	1	4.3
`inform_bx_trf_pwkr`	Personal remittances, received (% of GDP)	float	0%	1	0.665235221385956
`inform_lack_of_coping_capacity`	Lack of Coping Capacity Index	float	0%	1	4.9
`inform_infrastructure_capacity`	Infrastructure	float	0%	1	4.0
`inform_cc_inf_ahc`	Access to Health Care	float	0%	1	4.6
`inform_cc_inf_ahc_health_exp`	Health expenditure per capita [CC.INF.AHC.HEALTH-EXP]	float	0%	1	5.7
`inform_cc_inf_ahc_imm`	Immunization coverage	float	0%	1	1.7
`inform_cc_inf_ahc_imm_dtp3`	Diphtheria-Tetanus-Pertussis	float	0%	1	0.7
`inform_cc_inf_ahc_imm_mcv2`	Measles	float	0%	1	3.7
`inform_cc_inf_ahc_imm_pcv3`	Pneumococcal	float	0%	1	0.7
`inform_cc_inf_ahc_mmr`	Maternal Mortality Ratio [CC.INF.AHC.MMR]	float	0%	1	1.7
`inform_cc_inf_ahc_phys`	Physicians density [CC.INF.AHC.PHYS]	float	0%	1	9.1
`inform_cc_inf_com`	Communication	float	0%	1	2.7
`inform_cc_inf_com_cel`	Mobile cellular subscriptions [CC.INF.COM.CEL]	float	0%	1	1.8
`inform_cc_inf_com_elaccs`	Access to electricity [CC.INF.COM.ELACCS]	float	0%	1	2.0
`inform_cc_inf_com_litr`	Adult literacy rate	float	0%	1	2.7
`inform_cc_inf_com_netus`	Internet users [CC.INF.COM.NETUS]	float	0%	1	4.3
`inform_cc_inf_phy`	Physical Infrastructure	float	0%	1	4.7
`inform_cc_inf_phy_h2o`	Access to improved water source	float	0%	1	1.6
`inform_cc_inf_phy_rod`	Road density [CC.INF.PHY.ROD]	float	0%	1	9.4
`inform_cc_inf_phy_sta`	Access to improved sanitation facilities	float	0%	1	3.1
`inform_institutional_capacity`	Institutional	float	0%	1	5.6
`inform_cc_ins_drr`	Disaster Risk Reduction	float	0%	1	6.8
+253 more pending fields — download the CSV/Parquet to see them all.

HERA · Human Entity Reference Atlas by Masego Inc

Build a download

Source	Type	Access
HDX COD — Population Statistics (OCHA/UNFPA)	international_organization	bulk_download
Google	commercial	bulk_download
World Bank Open Data	international_organization	api
D-PLACE (Database of Places, Language, Culture & Environment)	academic	bulk_download
Glottolog Language Catalog	academic	bulk_download
INFORM Risk Index (EC-JRC)	international_organization	api
UNHCR Refugee Data Finder (UN High Commissioner for Refugees)	international_organization	api
NGA GEOnet Names Server (GNS)	official_government	bulk_download
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