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31
65
1970
float64
0.2
119
1971
float64
0.2
121
1972
float64
0.2
123
1973
float64
0.2
126
1974
float64
0.2
129
1975
float64
0.3
133
1976
float64
0.3
137
1977
float64
0.3
142
1978
float64
0.3
148
1979
float64
0.3
153
1980
float64
0.3
159
1981
float64
0.3
163
1982
float64
0.3
168
1983
float64
0.3
172
1984
float64
0.3
177
1985
float64
0.4
182
1986
float64
0.4
186
1987
float64
0.4
191
1988
float64
0.4
197
1989
float64
0.4
203
1990
float64
0.3
209
1991
float64
0.4
216
1992
float64
0.4
223
1993
float64
0.5
230
1994
float64
0.5
238
1995
float64
0.4
246
1996
float64
0.5
254
1997
float64
0.5
263
1998
float64
0.5
272
1999
float64
0.5
281
2000
float64
0.4
291
2001
float64
0.6
300
2002
float64
0.6
309
2003
float64
0.6
319
2004
float64
0.6
329
2005
float64
0.5
335
2006
float64
0.6
345
2007
float64
0.6
355
2008
float64
0.7
365
2009
float64
0.7
375
2010
float64
0.5
386
2011
float64
0.7
397
2012
float64
0.7
408
2013
float64
0.7
419
2014
float64
0.8
431
2015
float64
0.5
443
2016
float64
0.8
454
2017
float64
0.5
466
esa_source
stringclasses
1 value
esa_processed
stringdate
2026-04-16 00:00:00
2026-04-16 00:00:00
International migrant stock at mid-year - 15-19 (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1.2
null
null
null
null
1.1
null
null
null
null
1.1
null
null
null
null
0.9
null
null
null
null
0.8
null
null
null
null
0.8
null
0.7
HDX
2026-04-16
Mid-year population - Total (millions)
0.2
0.2
0.2
0.2
0.2
0.3
0.3
0.3
0.3
0.3
0.3
0.3
0.3
0.3
0.3
0.4
0.4
0.4
0.4
0.4
0.4
0.4
0.4
0.5
0.5
0.5
0.5
0.5
0.5
0.5
0.5
0.6
0.6
0.6
0.6
0.6
0.6
0.6
0.7
0.7
0.7
0.7
0.7
0.7
0.8
0.8
0.8
0.8
HDX
2026-04-16
International migrant stock at mid-year - 45-49 (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
null
null
null
null
1
null
null
null
null
0.9
null
null
null
null
1.1
null
null
null
null
1.1
null
null
null
null
1.1
null
1.1
HDX
2026-04-16
International migrant stock at mid-year - 65+ (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0.5
null
null
null
null
0.5
null
null
null
null
0.4
null
null
null
null
0.7
null
null
null
null
0.8
null
null
null
null
0.8
null
0.9
HDX
2026-04-16
International migrant stock at mid-year - 30-34 (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1.7
null
null
null
null
1.7
null
null
null
null
1.7
null
null
null
null
1.5
null
null
null
null
1.4
null
null
null
null
1.4
null
1.4
HDX
2026-04-16
International migrant stock at mid-year - 55-59 (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0.5
null
null
null
null
0.5
null
null
null
null
0.6
null
null
null
null
0.7
null
null
null
null
0.7
null
null
null
null
0.7
null
0.7
HDX
2026-04-16
Population: 0-14 - Male (thousands)
52
53.2
54.2
55.3
56.6
58.3
60.5
62.9
65.6
68.2
70.8
73.4
76
78.4
80.9
83.5
86.4
89.3
92.2
95.1
97.9
100.8
103.6
106.3
108.8
111.3
113.8
116.1
118.4
120.5
122.6
124.8
126.8
128.9
130.9
133.1
135.6
138.1
140.8
143.5
146.3
149.4
152.5
155.6
158.6
161.6
164.7
null
HDX
2026-04-16
International migrant stock at mid-year - 60-64 (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0.3
null
null
null
null
0.4
null
null
null
null
0.4
null
null
null
null
0.5
null
null
null
null
0.5
null
null
null
null
0.5
null
0.5
HDX
2026-04-16
Population: 15-64 - Male (thousands)
58.9
60
61.2
62.6
64.2
66.1
68.3
70.8
73.6
76.4
79.2
81.4
83.7
85.9
88.2
90.7
93.1
95.7
98.5
101.6
104.8
108
111.5
115.3
119.2
123.3
127.5
131.9
136.4
141.1
145.9
150.5
155.3
160.3
165.3
170.5
175.5
180.6
185.9
191.3
196.9
202.4
208.1
214
220
226.1
232
null
HDX
2026-04-16
Population: 15-64 - Female (thousands)
59.6
60.7
61.9
63.2
64.8
66.7
68.9
71.4
74.1
76.9
79.6
81.8
84
86.1
88.4
90.8
93.1
95.7
98.4
101.4
104.5
107.7
111.1
114.8
118.6
122.6
126.7
130.9
135.3
139.9
144.6
149.1
153.7
158.6
163.5
168.5
173.4
178.4
183.5
188.8
194.2
199.6
205.2
211
216.8
222.8
228.6
null
HDX
2026-04-16
Average annual population growth rate - Total (%)
2.1
2
2.1
2.3
2.7
3.2
3.6
3.9
3.9
3.7
3.4
3.1
2.9
2.8
2.9
2.9
3
3
3
3
3
2.9
2.9
2.9
2.8
2.8
2.7
2.7
2.6
2.6
2.5
2.5
2.4
2.4
2.4
2.4
2.4
2.4
2.4
2.4
2.4
2.4
2.4
2.4
2.4
2.3
2.3
2.3
HDX
2026-04-16
Mid-year population - Female (%)
50.2
50.2
50.2
50.2
50.2
50.2
50.2
50.1
50.1
50.1
50
50
50
50
50
50
50
50
50
50
50
50
49.9
49.9
49.9
49.9
49.9
49.9
49.9
49.9
49.8
49.8
49.8
49.8
49.8
49.7
49.7
49.7
49.7
49.7
49.7
49.6
49.6
null
null
null
null
null
HDX
2026-04-16
International migrant stock at mid-year - 10-14 (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1.1
null
null
null
null
1
null
null
null
null
1
null
null
null
null
0.7
null
null
null
null
0.6
null
null
null
null
0.6
null
0.5
HDX
2026-04-16
International migrant stock at mid-year - 40-44 (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1.3
null
null
null
null
1.3
null
null
null
null
1.3
null
null
null
null
1.3
null
null
null
null
1.3
null
null
null
null
1.2
null
1.2
HDX
2026-04-16
Population: 65+ - Total (thousands)
6.8
7
7.2
7.4
7.7
7.9
8.2
8.6
9
9.4
9.7
10.1
10.4
10.7
10.9
11.2
11.5
11.8
12.1
12.4
12.7
13.1
13.4
13.7
14.1
14.4
14.8
15.1
15.5
15.8
16.5
16.9
17.3
17.7
18
18.3
18.8
19.3
19.7
20
20.3
20.8
21.2
21.5
22
22.5
20.8
21.6
HDX
2026-04-16
Average annual population growth rate - Urban (%)
4.2
4.2
4.2
4.2
4.2
5.5
5.5
5.5
5.5
5.5
4.8
4.8
4.8
4.8
4.8
4.4
4.4
4.4
4.4
4.4
2.7
2.7
2.7
2.7
2.7
2.4
2.4
2.4
2.4
2.4
2.4
2.4
2.4
2.4
2.4
2.6
2.6
2.6
2.6
2.6
2.7
2.7
2.7
2.7
2.7
2.7
2.7
2.7
HDX
2026-04-16
Net reproduction rate (per woman)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2.2
null
null
null
null
2.1
null
null
null
null
2
null
null
HDX
2026-04-16
Life expectancy at birth - Female (years)
47.3
47.8
48.3
48.7
49.2
49.6
50.1
50.6
51.1
51.7
52.3
52.9
53.6
54.2
54.8
55.5
56.1
56.6
57.2
57.8
58.3
58.8
59.2
59.6
60
60.3
60.5
60.7
60.9
61
61.1
61.1
61.2
61.4
61.5
61.8
62
62.4
62.7
63.1
63.5
63.9
64.3
64.6
65
65.3
65.6
null
HDX
2026-04-16
Crude birth rate (per 1,000 population)
46.1
46
46
46
46.1
46.2
46.4
46.6
46.8
47
47
47
46.9
46.7
46.4
46
45.4
44.8
44.1
43.4
42.6
41.9
41.2
40.5
39.9
39.4
39
38.6
38.3
37.9
37.7
37.4
37.2
37
36.8
36.3
36.1
35.9
35.7
35.5
35.2
34.9
34.6
34.2
33.8
33.3
32.9
32.4
HDX
2026-04-16
Population: 0-14 - Female (thousands)
51.1
52.2
53.3
54.3
55.6
57.3
59.4
61.7
64.3
66.9
69.3
71.9
74.4
76.7
79.1
81.6
84.3
87.1
89.8
92.6
95.3
98
100.6
103.2
105.6
107.9
110.2
112.4
114.6
116.6
118.5
120.6
122.6
124.5
126.5
128.6
130.9
133.4
136
138.6
141.3
144.2
147.2
150.1
153.1
155.9
158.9
null
HDX
2026-04-16
Total fertility rate (per woman)
7.1
7.1
7.1
7.1
7.1
7.1
7.1
7.1
7.1
7.1
7.1
7.1
7.1
7
7
6.9
6.8
6.8
6.6
6.5
6.4
6.3
6.2
6.1
5.9
5.8
5.7
5.6
5.6
5.5
5.4
5.3
5.2
5.2
5.1
5
5
4.9
4.9
4.8
4.8
4.7
4.6
4.6
4.5
4.4
4.4
4.3
HDX
2026-04-16
Crude death rate (per 1,000 population)
19.3
18.9
18.6
18.2
17.9
17.6
17.3
16.9
16.6
16.2
15.8
15.3
14.9
14.4
13.9
13.5
13.1
12.6
12.2
11.8
11.4
11.1
10.7
10.4
10.2
10
9.8
9.7
9.6
9.5
9.4
9.4
9.3
9.2
9.1
9.1
9
8.8
8.6
8.4
8.2
8.1
7.9
7.7
7.6
7.5
7.4
7.3
HDX
2026-04-16
Population: 15-64 - Total (thousands)
118.5
120.7
123.1
125.8
129
132.8
137.2
142.2
147.7
153.3
158.7
163.3
167.6
172
176.6
181.5
186.2
191.4
197
203
209.3
215.8
222.7
230
237.8
246
254.2
262.8
271.7
281
290.5
299.6
309.1
318.8
328.8
334.8
344.5
354.5
364.8
375.4
386.3
397
408.1
419.4
431.1
442.9
454.3
466.1
HDX
2026-04-16
Life expectancy at birth - Total (years)
45.6
46.1
46.6
47
47.4
47.9
48.4
48.9
49.4
50
50.6
51.3
51.9
52.6
53.2
53.8
54.5
55
55.6
56.2
56.7
57.2
57.6
58
58.4
58.7
59
59.2
59.3
59.4
59.5
59.5
59.6
59.7
59.9
60.1
60.4
60.7
61.1
61.5
61.9
62.2
62.6
63
63.3
null
null
null
HDX
2026-04-16
Population: 0-14 - Total (thousands)
103.1
105.4
107.5
109.7
112.3
115.6
119.8
124.6
129.9
135.1
140.1
145.3
150.3
155.2
160
165.1
170.7
176.4
182
187.6
193.1
198.7
204.2
209.4
214.4
219.2
224
228.6
233
237.2
241.1
245.4
249.4
253.4
257.4
258.5
263.1
267.9
272.8
277.9
283.1
288.8
294.7
300.5
306.4
312.1
318.1
323.7
HDX
2026-04-16
International migrant stock at mid-year - 35-39 (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1.6
null
null
null
null
1.6
null
null
null
null
1.6
null
null
null
null
1.5
null
null
null
null
1.4
null
null
null
null
1.3
null
1.3
HDX
2026-04-16
Life expectancy at birth - Male (years)
44.1
44.5
44.9
45.3
45.8
46.2
46.7
47.2
47.8
48.4
49
49.7
50.3
51
51.6
52.3
52.9
53.5
54
54.6
55.1
55.6
56.1
56.5
56.9
57.2
57.4
57.6
57.8
57.8
57.9
58
58
58.2
58.3
58.5
58.8
59.2
59.5
59.9
60.3
60.6
61
61.3
61.6
61.9
62.2
null
HDX
2026-04-16
International migrant stock at mid-year - Destination (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
14.1
null
null
null
null
13.9
null
null
null
null
13.8
null
null
null
null
13.2
null
null
null
null
12.6
null
null
null
null
12.6
null
null
HDX
2026-04-16
International migrant stock at mid-year - Total (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
14.1
null
null
null
null
13.9
null
null
null
null
13.8
null
null
null
null
13.2
null
null
null
null
12.6
null
null
null
null
12.6
null
12.6
HDX
2026-04-16
International migrant stock at mid-year - 20-24 (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1.2
null
null
null
null
1.2
null
null
null
null
1.2
null
null
null
null
1.2
null
null
null
null
1
null
null
null
null
1.1
null
1
HDX
2026-04-16
International migrant stock at mid-year - 50-54 (thousands)
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0.8
null
null
null
null
0.8
null
null
null
null
0.8
null
null
null
null
0.9
null
null
null
null
0.9
null
null
null
null
0.9
null
0.9
HDX
2026-04-16
Mid-year population - Urban (%)
19.4
19.8
20.1
20.5
20.9
21.2
21.6
22
22.4
22.8
23.2
23.7
24.1
24.6
25
25.5
25.9
26.4
26.9
27.4
27.9
28.4
28.4
28.4
28.4
28.3
28.3
28.2
28.2
28.1
28.1
28
28
28
27.9
27.9
27.9
27.9
27.9
27.9
27.9
28
28
28.1
28.2
28.3
28.4
28.5
HDX
2026-04-16
Population: 65+ - Female (thousands)
3.8
3.9
4.1
4.2
4.3
4.4
4.6
4.8
5.1
5.3
5.5
5.7
5.8
6
6.2
6.3
6.5
6.7
6.8
7
7.2
7.3
7.5
7.7
7.9
8.1
8.3
8.5
8.7
8.9
9
9.2
9.4
9.6
9.8
10
10.2
10.4
10.6
10.8
11
11.2
11.4
11.5
11.8
12
12.5
null
HDX
2026-04-16

COMOROS - Population and migration indicators, UNECA

Publisher: United Nations Economic Commission for Africa · Source: HDX · License: cc-by-igo · Updated: 2024-09-13


Abstract

This dataset contains many indicators related to population and migration such as Average annual population growth rate, Population 15-19 , Annual rate of change of the migrant stock, International migrant stock at mid-year, etc. The whole list and their description can be find in this link https://bit.ly/2ODhFQh

Each row in this dataset represents tabular records. Data was last updated on HDX on 2024-09-13. Geographic scope: COM.

Curated into ML-ready Parquet format by Electric Sheep Africa.


Dataset Characteristics

Domain Demographics and population
Unit of observation Tabular records
Rows (total) 42
Columns 51 (48 numeric, 3 categorical, 0 datetime)
Train split 33 rows
Test split 8 rows
Geographic scope COM
Publisher United Nations Economic Commission for Africa
HDX last updated 2024-09-13

Variables

Identifier / Metadataesa_source (HDX), esa_processed (2026-04-16).

Otherindicator (Average annual population growth rate - Total (%), Net reproduction rate (per woman), Life expectancy at birth - Total (years)), 1970 (range 0.2–118.5), 1971 (range 0.2–120.7), 1972 (range 0.2–123.1), 1973 (range 0.2–125.8) and 44 others.


Quick Start

from datasets import load_dataset

ds    = load_dataset("electricsheepafrica/africa-comoros-uneca-population-and-migration")
train = ds["train"].to_pandas()
test  = ds["test"].to_pandas()

print(train.shape)
train.head()

Schema

Column Type Null % Range / Sample Values
indicator object 0.0% Average annual population growth rate - Total (%), Net reproduction rate (per woman), Life expectancy at birth - Total (years)
1970 float64 47.6% 0.2 – 118.5 (mean 44.1273)
1971 float64 47.6% 0.2 – 120.7 (mean 44.8273)
1972 float64 47.6% 0.2 – 123.1 (mean 45.5364)
1973 float64 47.6% 0.2 – 125.8 (mean 46.2864)
1974 float64 47.6% 0.2 – 129.0 (mean 47.2045)
1975 float64 47.6% 0.3 – 132.8 (mean 48.3591)
1976 float64 47.6% 0.3 – 137.2 (mean 49.6818)
1977 float64 47.6% 0.3 – 142.2 (mean 51.1545)
1978 float64 47.6% 0.3 – 147.7 (mean 52.7636)
1979 float64 47.6% 0.3 – 153.3 (mean 54.3682)
1980 float64 47.6% 0.3 – 158.7 (mean 55.8682)
1981 float64 47.6% 0.3 – 163.3 (mean 57.3273)
1982 float64 47.6% 0.3 – 167.6 (mean 58.7227)
1983 float64 47.6% 0.3 – 172.0 (mean 60.0909)
1984 float64 47.6% 0.3 – 176.6 (mean 61.4773)
1985 float64 47.6% 0.4 – 181.5 (mean 62.9364)
1986 float64 47.6% 0.4 – 186.2 (mean 64.4409)
1987 float64 47.6% 0.4 – 191.4 (mean 66.0182)
1988 float64 47.6% 0.4 – 197.0 (mean 67.6182)
1989 float64 47.6% 0.4 – 203.0 (mean 69.3)
1990 float64 4.8%
1991 float64 47.6%
1992 float64 47.6%
1993 float64 47.6%
1994 float64 47.6%
1995 float64 4.8%
1996 float64 47.6%
1997 float64 47.6%
1998 float64 47.6%
1999 float64 47.6%
2000 float64 2.4%
2001 float64 45.2%
2002 float64 45.2%
2003 float64 45.2%
2004 float64 45.2%
2005 float64 0.0%
2006 float64 45.2%
2007 float64 45.2%
2008 float64 45.2%
2009 float64 45.2%
2010 float64 0.0%
2011 float64 45.2%
2012 float64 45.2%
2013 float64 47.6%
2014 float64 47.6%
2015 float64 4.8%
2016 float64 50.0%
2017 float64 31.0%
esa_source object 0.0% HDX
esa_processed object 0.0% 2026-04-16

Numeric Summary

Column Min Max Mean Median
1970 0.2 118.5 44.1273 45.85
1971 0.2 120.7 44.8273 46.05
1972 0.2 123.1 45.5364 46.3
1973 0.2 125.8 46.2864 46.5
1974 0.2 129.0 47.2045 46.75
1975 0.3 132.8 48.3591 47.05
1976 0.3 137.2 49.6818 47.55
1977 0.3 142.2 51.1545 48.05
1978 0.3 147.7 52.7636 48.6
1979 0.3 153.3 54.3682 49.2
1980 0.3 158.7 55.8682 49.5
1981 0.3 163.3 57.3273 49.85
1982 0.3 167.6 58.7227 50.15
1983 0.3 172.0 60.0909 50.5
1984 0.3 176.6 61.4773 50.8

Curation

Raw data was downloaded from HDX via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (N/A, null, none, -, unknown, no data, #N/A) were unified to NaN. The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.


Limitations

  • Data originates from United Nations Economic Commission for Africa and has not been independently validated by ESA.
  • Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
  • The following columns have >20% missing values and should be treated with caution in modelling: 1970, 1971, 1972, 1973, 1974, 1975, 1976, 1977....
  • Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.

Citation

@dataset{hdx_africa_comoros_uneca_population_and_migration,
  title     = {COMOROS - Population and migration indicators, UNECA},
  author    = {United Nations Economic Commission for Africa},
  year      = {2024},
  url       = {https://data.humdata.org/dataset/comoros-uneca-population-and-migration},
  note      = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}

Electric Sheep Africa — Africa's ML dataset infrastructure. Lagos, Nigeria.

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