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Country Code
stringlengths
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3
1960
float64
2.11
310
1961
float64
2.11
310
1962
float64
2.11
333
1963
float64
2.11
309
1964
float64
2.33
373
1965
float64
2.88
334
1966
float64
3.04
385
1967
float64
3.23
474
1968
float64
3.41
517
1969
float64
3.42
334
1970
float64
3.63
312
1971
float64
3.63
279
1972
float64
4.01
344
1973
float64
4.26
306
1974
float64
4.72
286
1975
float64
4.81
251
1976
float64
5.3
247
1977
float64
5.73
225
1978
float64
6.31
196
1979
float64
9.02
214
1980
float64
13.2
218
1981
float64
12.6
205
1982
float64
12.6
221
1983
float64
12.6
252
1984
float64
12.7
171
1985
float64
12.7
210
1986
float64
13.3
226
1987
float64
13.4
148
1988
float64
13.4
135
1989
float64
13.3
140
1990
float64
12.9
128
1991
float64
13.8
146
1992
float64
14.8
150
1993
float64
14.7
145
1994
float64
18
133
1995
float64
18.1
145
1996
float64
18.5
151
1997
float64
18.1
142
1998
float64
22
139
1999
float64
20.9
129
2000
float64
25.5
138
2001
float64
30.8
148
2002
float64
36.2
123
2003
float64
39.2
124
2004
float64
39.6
142
2005
float64
40.4
124
2006
float64
46.3
121
2007
float64
46.7
133
2008
float64
47.2
125
2009
float64
50.3
151
2010
float64
69.6
172
2011
float64
62.5
121
2012
float64
69.6
131
2013
float64
76.1
121
2014
float64
80.1
114
2015
float64
85.4
120
2016
float64
82.9
114
2017
float64
76
150
2018
float64
46.9
166
2019
float64
56.5
166
2020
float64
59.6
204
2021
float64
63
198
2022
float64
66.2
190
2023
float64
66.2
190
2024
float64
66.2
190
Angola
AGO
19.13
19.13
20.45
19.87
21.57
22.35
23.37
24.1
23.03
24.74
25.06
25.92
24.81
25.35
25.63
21.7
17.03
16.09
15.1
13.53
14.04
12.59
12.55
12.55
12.73
12.72
13.32
13.4
13.41
13.25
12.9
13.8
14.79
14.72
18.03
18.06
18.54
18.07
21.99
20.9
25.49
30.81
36.2
40.15
45.52
49.15
50.36
58.33
62.17
81.2
86.14
95.31
76.61
108.18
94
100.89
105.11
104.58
107.34
109.43
115.08
116.22
122.45
122.45
122.45
Burundi
BDI
49.34
49.34
49.17
48.98
54.31
53.79
54.04
56.55
57.66
56.66
58.08
59.76
53.64
60.47
56.58
60.75
61.94
63.41
60.77
61.34
59.88
67.32
63.22
63.97
63.04
72.21
75.37
78.12
79.49
75.03
81
85.5
88.1
84.38
75.64
78.24
79.06
78.49
73.75
77.84
80.6
88.36
103.08
87.58
105.12
84.72
97.69
86.28
95.73
90.83
101.46
94.11
81
116.44
101.22
95.57
103.21
97.88
116.23
127.71
115.26
118.07
117.72
117.72
117.72
Benin
BEN
13.45
13.45
12.84
12.6
12.88
13.42
13.13
14.74
15.44
15.13
15.68
15.95
16.15
16.55
15.04
14.7
16.76
16.83
18.9
19.8
18.08
17.7
18
17.98
23.69
23.59
26.26
22.2
27.88
28.93
30.69
34.54
33.5
37.63
39.06
43.08
48.31
51.29
52.1
55.74
57.3
58.82
67.84
65.17
69.9
63.45
57.39
59.98
72.28
74.79
75.76
83.11
88.88
97.66
103.67
92.24
104.08
110.4
117.28
124.87
122.58
129.62
128.14
128.14
128.14
Burkina Faso
BFA
8.98
8.98
10.03
10.13
11.38
10.9
11.5
11.74
12.87
12.43
12.44
11.15
11.16
10.66
12.98
14.75
13.41
13.41
14.66
15.37
14.15
16.25
16.21
16.01
16.27
21.5
24.91
22.17
26.3
24.76
22.58
29.65
28.82
29.52
28.57
28.44
32.18
30.31
37.27
37.32
30.62
45.13
45.68
50.21
46.31
56.92
58.58
46.65
68.17
59.28
69.87
62.46
76.15
91.77
99.64
98.08
102.28
95.51
107.71
116.48
123.49
111.24
122.69
122.69
122.69
Botswana
BWA
71.69
71.69
45.45
48.29
52.26
50.67
55.27
68.65
57.16
67.74
51.1
89.97
77.58
63.36
93.52
82.08
103.87
91.08
79.31
68.83
80.47
84.11
71.42
67.13
62.32
68.49
69.62
68.71
98.65
94.47
67.71
66.53
54.93
65.52
71.2
72.52
86.32
70.19
59.14
63.62
66.93
68.8
73
74.52
70.56
75.5
75.93
73.17
81.08
81.25
90.82
107.55
83.86
76.73
93.14
104.08
102.78
101.74
135.06
115.41
179.04
147.63
138.33
138.33
138.33
Central African Republic
CAF
27.97
27.97
28.13
29.18
28.2
30.38
29.78
32.24
33.53
35.21
34.93
34.39
36.42
37.49
40.84
40.87
41.37
41.28
39.57
42.28
42.08
42.28
43.47
41.31
39.75
37.99
42.93
39.32
41.86
41.64
40.93
40.73
40.5
40.77
43.57
45.43
50.34
52.96
53.74
51.76
53.37
55.13
53.89
50.94
52.85
53.41
54.47
57.1
58.09
60.21
99.52
100.53
103.34
80.9
93.04
96.07
110.89
111.84
130.54
153.47
165.58
169.35
173.39
173.39
173.39
Cote d'Ivoire
CIV
14.6
14.6
14.69
16.83
19.06
17.86
20.36
18.03
21.93
21.44
23.2
23.9
23.98
26.02
26.1
30.83
31.15
31.31
31.06
34.72
35.24
38.91
35.71
35.6
36.74
41.29
42.18
43.86
45.27
46.24
49.94
48.46
50.8
48.85
50.61
56.44
58.75
61.92
65.32
66.09
71.68
67.51
67.38
66.76
67.93
70.99
73.53
70.56
74.37
69.34
73.51
76.14
83.12
85.71
94.35
104.58
101.08
111.1
116.99
121.5
125.74
129.93
133.26
133.26
133.26
Cameroon
CMR
15.36
15.36
16.62
18.42
19.06
17.68
18.2
20.69
21.64
21.28
23.07
23.47
24.62
25.12
27.74
27.31
25.6
26.01
25.66
26.11
26.74
27.32
28.42
27.67
28.06
29.64
32.43
27.57
29.31
30.14
30.93
31.64
31.37
33.36
35.24
38.03
40.23
38.31
41.11
42.8
43.55
43.77
44.69
46.93
48.05
58.35
62.32
66.17
68.46
73.87
81.99
83.09
89.66
92.3
96.08
101.61
102.31
102.55
106.74
106.22
108.86
106.66
108.5
108.5
108.5
Congo, Dem. Rep.
COD
28.35
28.35
28.71
28.88
28.87
29.1
29.45
30.52
32.43
33.12
34.45
34.81
35.63
36.53
37.45
38.48
39.09
39.37
38.08
40.02
41.79
42.54
44.84
46
47.33
48.98
50.04
51.12
52.67
54.21
57.03
59.01
60.47
60.82
62.21
50.67
50.23
48.76
49.49
48.19
47.31
46.2
45.25
45.54
45.81
46.07
46.31
46.73
47.15
50.28
81.26
84.92
86.75
92.18
98.71
99.2
102.09
104.04
106.53
108.98
113.81
118.6
123.65
123.65
123.65
Congo, Rep.
COG
33.05
33.05
33.86
34.45
35.33
36.3
36.51
39.86
39.55
38.92
38.56
39.55
37.87
39.18
38.48
39.44
40.22
41.59
40.03
40.84
42.17
43.93
46.42
45.62
47.63
49.77
48.02
49.18
51.01
49.94
49.46
47.56
48.53
49.37
53.02
57.12
59.3
59.2
57.53
61.96
63.4
64.77
65.17
66.98
70.13
73.38
76.04
78.44
82.35
85.48
83.76
85.11
89.36
91.84
100.98
100.53
98.49
99.12
100.7
100.5
101.45
104.78
105.92
105.92
105.92
Comoros
COM
34.36
34.36
34.65
35.41
36.39
37.08
38.63
38.69
39.23
39.88
39.61
39.42
38.56
41.94
42.04
40.28
41.23
43.12
44.42
45.64
45.48
43.06
44.95
46.21
44.52
45.72
47.98
53.1
54.02
55.45
59.86
56.31
57.38
58.34
58.93
61.76
63.55
62.75
65.44
66.99
68.4
69.83
56.27
57.67
64.05
70.13
88.22
90.84
93.1
96.02
97.99
99.38
99.66
100.67
98.72
98.58
102.7
103.12
105.43
105.74
106.46
107.72
107.76
107.76
107.76
Cabo Verde
CPV
43.88
43.88
48.22
49.66
53.23
57.95
59.72
57.94
39.34
39.29
31.36
26.61
24.76
23.85
25.05
26.23
30.92
30.03
35
40.33
55.22
34.09
32.41
30.43
40.74
36.16
52.39
84.33
78.84
78.12
68.5
55.27
50.74
50.82
45.59
46.1
52.06
49.68
52.39
75.22
99.6
97.26
88.87
92.57
91.17
87.86
89.17
98.97
91.43
89.68
87.65
100.06
104.42
109.56
100.53
101.41
98.06
91.26
72.04
70.18
69.34
70.52
66.15
66.15
66.15
Djibouti
DJI
2.11
2.11
2.11
2.11
2.33
2.88
3.04
3.23
3.41
3.42
3.63
3.63
4.01
4.26
4.72
4.81
5.3
5.73
6.31
9.02
31.73
32.63
35.1
35.26
39.98
41.93
45.71
45.46
41.41
45.68
59.26
59.12
61.48
61.94
63.71
65.29
66.1
68.22
69.22
71.66
73.62
75.87
78.69
74.13
77.61
78.32
74.6
79.87
83.02
86.33
87.23
91.4
102.96
97.84
98.53
101.23
100.24
123.49
137.16
160.68
169.14
150.47
139.41
139.41
139.41
Algeria
DZA
28.93
28.93
30.88
31.39
27.2
31.35
19.15
21.36
28.35
25.54
26.33
27.12
23.7
21.77
23.53
26.4
23.68
17.67
17.85
20.87
22.93
23.2
18.67
19.2
21.27
28.76
28.9
27.39
23.85
27.55
24.79
33.05
35.92
32.03
27.54
33.02
43.26
30.82
36.34
39.35
30.95
36.67
37.64
49
54.54
55.85
59.16
51.52
52.87
72.36
74.96
83.53
88.72
98.82
94.93
101.74
103.33
104.4
115.36
121.01
120.95
108.76
118.19
118.19
118.19
Egypt, Arab Rep.
EGY
18.93
18.93
23.12
24.08
24.11
24.56
24.67
23.95
25.7
27.62
27.2
28.07
28.58
28.74
29.08
29.86
30.87
30.01
31.27
33.28
34.21
33.85
35.36
35.89
35.76
38.65
41.69
43.63
42.14
43.4
47.29
47.82
51.68
53.42
52.74
57.89
63.35
64.28
63.96
69.69
73.2
71.79
75.44
76.81
81.01
83.77
89.16
91.35
95.12
95.73
88.42
93.19
97.68
94.03
99.07
101.99
98.94
100.63
96.26
101.22
101.83
104.17
105.25
105.25
105.25
Eritrea
ERI
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
65.14
104.64
88.85
71.71
76.28
138.6
112.81
76.04
94.39
60.02
71.37
72.86
123.87
114.78
133.04
61.25
84.34
86.66
99.46
100.79
100.04
100.72
99.32
99.96
100.67
100.48
100.24
100.42
100.35
100.58
100.58
100.58
Ethiopia
ETH
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
25.73
26.11
30.49
36.45
36.53
32.46
35.2
36.45
38.81
37.74
39.19
42.64
50.66
51.31
56.26
57.76
65.63
72.55
76.5
80.55
88.89
95.98
100.99
103.03
106.37
105.88
108.07
116.89
114.29
116.51
116.51
116.51
Gabon
GAB
25.59
25.59
26.1
25.44
25.19
25.47
25.95
26.71
28.08
28.23
29.34
30.47
31.18
32.07
32.7
33.58
34.69
38.65
42.03
44.83
47.72
45.79
48.02
49.95
51.47
52.27
54.73
55.49
58.48
59.25
57.93
66.22
62.69
60.76
62.01
62.65
66.28
67.91
70.98
69.38
72.84
70.93
72.59
73.02
72.26
73.28
74.81
76.95
82.38
82.62
86.39
92.17
91.64
95.93
99.09
100.09
100.82
102.14
102.92
104.09
104.02
105.3
106.23
106.23
106.23
Ghana
GHA
18.41
18.41
18.65
19.01
21.54
19.36
19.97
21.5
20.69
22.35
23.83
24.79
24.18
24.77
28.15
26.14
22.94
19.64
19.4
20.16
19.99
19.59
17.93
17.78
23.15
22.92
24.86
25.21
26.36
28.91
23.28
34.69
34.33
37.23
36.01
41.75
45.76
44.48
48.63
51.43
51.53
53.67
59.72
62.29
64.91
66.73
68.47
66.27
74.55
82.22
83.88
87.35
92.32
94.97
99.33
99.62
101.05
108.02
113.29
119.88
123.03
131.73
137.06
137.06
137.06
Guinea
GIN
25.38
25.38
25.8
23.87
24.98
24.54
26.22
27.45
27.81
27.57
28.33
29.5
28.78
28.85
28.93
29.39
30.85
30.93
30.93
32.27
32.55
32.63
32.86
33.23
35.25
35.89
36.04
36.41
37.69
39.88
41.87
44.13
46.38
47.61
49.96
50.46
51.27
52.74
54.71
56.54
59.95
59.14
61.9
64.75
67.28
69.98
71.81
74.78
78.51
77.57
83.16
87.44
89.33
92.51
95.56
100.14
104.3
110.06
115.09
124.24
136.83
143.63
150.02
150.02
150.02
Gambia, The
GMB
86.67
86.67
88.16
87.64
90.67
99.74
106.86
96.35
105.18
98.28
100.96
107.29
94.44
111.98
101.78
98.6
96.79
73.64
96.77
57.49
60.38
91.73
114.29
87.11
87.12
76.58
92.47
95.18
86.28
102.8
71.24
79.74
61.03
73.09
75.93
72.68
58.03
75.2
73.99
111.7
125.44
136.64
80.9
105.41
134.21
113.58
120.99
83.16
125.18
150.82
171.86
102.57
131.33
116.79
97.31
110.52
92.17
76.03
46.9
56.47
59.57
63.04
70.82
70.82
70.82
Guinea-Bissau
GNB
39.41
39.41
39.82
37.81
36.75
33.01
30.99
30.26
29.97
28.91
28.65
25.98
27.69
27.09
28.69
32.73
36.72
33.52
32.04
33.05
33.87
37.65
42.2
36.85
44.03
43.17
46.66
45.04
43.54
47.43
49.32
47.23
49.32
50.6
51.36
53.68
54.23
57.42
59.29
62.5
66.45
68.37
68.18
67.27
70.99
76.15
78.96
78.64
91.37
89.33
95.51
91.25
97.93
99.75
93.88
101.55
104.57
105.68
109.52
115.72
121.08
126.14
127.5
127.5
127.5
Equatorial Guinea
GNQ
88.74
88.74
102.24
102.22
111.1
107.43
111.8
109.21
114.98
96.41
109.55
84.79
60.73
62.55
63.53
53.98
46.89
45.56
47.2
48.81
53.03
58.8
54.58
55.5
58.27
57.74
59.01
63.35
63.27
60.28
76.87
74.7
71.47
69.23
69.4
70.51
72.59
73.49
71.87
72.63
77.1
77.61
76.18
79.15
79.76
82.35
84.43
87.85
88.96
88.86
92.07
93.85
95.83
96.2
97.57
102.64
99.78
101.97
103.27
105.27
103.98
103.56
104.28
104.28
104.28
Kenya
KEN
12.62
12.62
13.71
14.2
14.74
14.59
14.9
15.63
16.77
17.62
17.83
17.85
19.07
20.49
21.18
21.34
23.44
24.91
24.54
26.17
25.36
26.74
29.68
29.69
25.27
30.41
33.56
31.34
34.04
36.83
36.73
52.99
53.83
53.74
55.37
58.7
55.96
53.37
62.78
62.19
57.92
66.82
66.41
67.58
69.09
78.4
79.15
83.84
81.69
80.75
93.82
86.46
92.55
100.34
101.59
98.27
100.15
97.26
108.89
108.66
137.6
133.91
116.97
116.97
116.97
Liberia
LBR
44.85
44.85
46.87
46.57
47.71
50.54
54.57
54.86
57.18
57.99
65.66
68.65
68.57
70.27
73.65
71.49
74.46
76.48
75.86
76.04
78.48
79.82
80.97
81.21
85.9
87.13
88.06
89.51
91.37
90.32
60
44.68
50.57
49.77
40.67
40.89
50.05
69.34
76.31
83.88
88.41
86.5
84.59
84.04
87.3
90.71
87.51
100.98
97.42
90.28
91.79
93.96
99.98
95.93
90.47
97.33
112.21
94.53
99.78
106.06
108.58
111.76
115.6
115.6
115.6
Libya
LBY
13.99
13.99
14.87
14.05
12.45
24.34
24.31
28.78
30.14
22.29
23.63
20.02
33.51
43.38
39.77
46.88
51.34
37.67
48.95
45.98
53.14
55.32
57.5
62.4
58.16
60.85
65.22
63.52
65.11
67.77
68.7
69.36
68.16
70.87
74.4
79.88
83.04
87.28
86.12
92.52
84.5
81.02
88.67
90.99
86.18
87.63
87.38
89.79
90.24
91.22
94.93
97.59
100.26
99.73
100.06
98.5
101.44
99.31
99.17
96.44
99.85
98.85
98.35
98.35
98.35
Lesotho
LSO
96.23
96.23
93.06
92.83
92.27
90.55
95.95
93.14
92.05
92.06
85.49
90.84
56.03
76.16
119.18
89.75
73.27
132.99
132.48
112.85
94.89
87.15
76.56
74.41
78.2
91.94
82.19
88.14
122.07
116.28
128.16
65.08
74.6
94.51
123.15
77.42
140.16
132.45
114.38
119.32
114.17
147.94
110.14
100.36
99.73
99.85
93.9
91.64
92.16
89.03
128.68
109.65
105.35
110.27
114.24
102.87
82.89
149.5
132.65
86.25
87.47
119.14
107.64
107.64
107.64
Morocco
MAR
16.83
16.83
22.02
24.75
25.48
27.97
23.35
24.27
36.73
27.44
28.1
34.03
30.82
28.16
33.5
30.67
35.31
27.29
33.98
35.24
34.41
29.02
38.75
33.02
35.87
41.08
50.92
43.89
54.23
59.97
54.26
64.7
45.21
46.19
64.13
39.22
72.19
55.5
67.58
59.46
50.6
57.69
63.73
78.78
78.85
70.26
88.95
68.37
77.46
96.59
96.81
99.43
91.87
101.51
101.96
110.39
87.66
107.35
117.05
108.12
93.14
118.58
106.83
106.83
106.83
Madagascar
MDG
36.72
36.72
39.02
39.66
42.1
41.91
42.61
44.75
46.25
48.59
49.59
49.32
50.3
50.86
57.27
56.88
58.89
57.21
54.41
55.05
57.02
56.25
56.86
60.76
61.48
62.38
65.31
63.38
63.8
67.63
67.62
67.44
67.67
70.47
67.44
68.7
70.07
70.85
69.78
72.3
70.69
73.63
71.85
74.29
77.91
88.16
90.7
92.54
96.27
103.85
106.3
105.45
110.29
97.67
101.75
98.43
99.82
97.24
101.87
102.83
103.99
105.75
108.17
108.17
108.17
Mali
MLI
10.53
10.53
10.92
10.93
10.37
10.73
10.58
11.43
10.65
12.13
12.18
12.1
10.86
10.96
13.26
15.65
15.69
15.04
14.99
14.67
13.24
14.47
15.33
16.36
13.75
18.52
19.38
18.6
24.04
22.96
23.28
34.6
31.1
31.55
34.81
35.38
37.03
38.34
41.34
43.69
36.19
43.82
40.28
51.11
46.53
50.98
49.99
53.18
63.44
71.06
72
83.24
85.25
90.04
89.18
96.9
113.91
115.23
125.08
128.69
126.5
126.74
133.12
133.12
133.12
Mozambique
MOZ
41.83
41.83
43.09
43.28
45.72
44.1
45.2
47.36
51.41
51.55
53.76
55.51
57.7
59.84
57.75
52.99
51.25
49.74
48.78
48.56
50.36
50.85
48.82
45.78
44.31
43.54
45.02
44.36
44.17
45.67
50.31
44.19
37.04
43.55
43.24
52.62
60.06
65.23
69.51
71.59
65.07
70.87
62.66
82.53
85.72
78.58
90.33
91.53
84.64
103.13
113.07
120.94
120.79
109.13
102.31
95.65
102.04
115.68
135.99
144.9
139.32
151.17
157.47
157.47
157.47
Mauritania
MRT
26.33
26.33
26.13
29.68
30.98
33.37
28.73
27.83
28.98
30.53
29.48
22.06
19.15
17.3
20.06
21.46
21.51
20.34
23.14
23.33
25.49
28.08
26.2
22.52
23.88
34.14
36.67
42.45
45.01
48.52
36.5
36.23
37.06
48.77
56.72
62.74
63.96
64.23
58.72
62.3
61.67
51.06
54.23
60.85
54.91
60.34
58.23
62.1
62.88
59.31
80.77
73.36
94.55
93.59
108.91
96.41
94.67
111.63
122.02
105.19
116.02
140.7
145.03
145.03
145.03
Mauritius
MUS
101.86
101.86
97.43
119.93
92.05
125
103.58
123.83
110.59
123.88
108.85
113.83
133.59
132.08
127.42
93.37
134.97
127.71
133.22
133.52
99.26
115.3
140.13
116.14
114.2
125.6
133.83
135.68
122.17
120.64
124.02
146
150.09
144.89
130.07
134.54
129.09
137.49
134.85
96.23
121.94
138.13
116.37
124.22
126.6
118.34
115.43
104.87
110.04
114.71
109.31
107.85
102.77
99.93
103.38
99.95
96.67
95.77
83.33
88.44
70.56
74.1
67.76
67.76
67.76
Malawi
MWI
9.48
9.48
10.18
9.84
10.43
11.13
11.27
12.91
12.16
12.4
12.05
14.51
15.36
16.17
16.07
15.94
16.97
18.71
18.97
18.85
18.44
19.1
20.19
19.07
19.92
20.35
20.43
20.15
21.31
21.29
21.48
27.9
21.92
29.27
23.87
28.45
32.34
31.49
36.22
40.02
46.46
48.74
39.11
44.78
47.37
40.38
54.45
61.84
62.75
73.64
72.95
75.16
77.3
90.3
105.77
98.75
95.49
111.86
114.83
121.09
128.17
134.07
135.51
135.51
135.51
Namibia
NAM
24.6
24.6
26.12
26.38
27.87
28.73
29.31
29.89
30.39
30.94
31.25
31.84
32.29
33.14
33.49
34.39
34.62
35.55
35.96
36.66
37.05
38.08
38.77
39.96
41.34
38.89
41.47
41.24
43.5
45.71
46.82
48.03
34.06
41.48
49.36
45.61
50.56
64.48
61.58
56.48
65.56
69.52
66.92
70.88
82.79
82.12
94.05
87.42
85.81
86.25
91.1
92.45
99.67
91.12
100.72
103.3
95.98
108.31
111.76
99.04
116.68
116.61
116.27
116.27
116.27
Niger
NER
13.31
13.31
15.84
16.66
16.31
16.28
17.45
19.34
15.44
18.21
15.72
17.35
16.66
10.51
14.4
12
16.48
17.33
18.48
19.91
20.95
20.12
20.01
19.86
13.43
18.84
20.63
16.67
24.19
21.42
24.33
26.08
26.83
24.63
25.23
26.75
28.16
24.77
39.01
37.54
29.26
39.34
46.11
45.73
39.59
49.63
54.61
56.78
74.5
58.3
83.93
70.44
81.45
83.34
90.03
100.23
109.74
110.28
121.82
120.12
130.08
103.52
137.93
137.93
137.93
Nigeria
NGA
19.31
19.31
20.41
21.35
21.86
22.75
21.81
22.71
23.11
25.61
27.6
24.69
21.93
22.64
25.19
23.55
21.66
21.55
20.77
20.97
21.58
21.81
22.23
22.16
23.67
25.09
27.49
28.16
32.81
36.78
38.98
44.86
48.45
50.95
52.37
54.75
57.45
59.36
61.1
63.76
64.38
63.49
66.64
70.19
74.89
79.41
85.08
78.37
83.65
73.67
84.62
78.01
86.87
83.37
95.08
97.29
107.64
109.74
114.88
109.64
112.71
118.31
120.89
120.89
120.89
Rwanda
RWA
25.48
25.48
34.89
23.95
23.88
26.96
29.32
36.28
35.94
38.19
40.08
40.66
39.8
41.75
40.67
45.19
47.61
49.6
50.8
55.13
55.06
60.89
63.59
63.26
57.45
68.93
63.02
63.17
61.4
68.91
66.24
78.56
83.11
58.81
37.99
47.01
53.01
56.87
63.05
68.03
75.13
73.72
90.48
82.32
81.56
87.58
89.97
90.48
91.71
104.07
99.14
106.37
116.62
120.93
97.24
100.32
102.45
106.03
111.58
114.9
116.33
122.56
123.19
123.19
123.19
Sudan
SDN
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
69.56
91.93
106.91
85.38
107.7
103.42
130.94
122.21
128.05
116.62
126.22
126.22
126.22
Senegal
SEN
51.35
51.35
51.63
55.56
53.89
58.43
52.75
57.72
45.94
49.37
36.46
55.89
34.58
42.78
59.56
74.97
66.33
35.84
64.09
43.56
37.85
60.84
59.95
38.05
40.17
51.89
56.32
64.34
52.67
60.48
53.33
55.88
49.61
55.85
55.33
63.14
54.87
50.15
49.92
77.41
74.48
68.98
41.41
62.92
62.64
73.26
57.8
50.96
86.89
95.74
106.5
65.99
80.04
76.12
80.07
114.05
105.88
141.51
166.28
165.89
203.82
198.07
189.93
189.93
189.93
Sierra Leone
SLE
22.31
22.31
23.66
24.1
25.92
26.34
28.08
28.33
27.22
30.34
28.58
29.23
29.5
30.34
30.07
32.3
32.36
34
34.05
32.24
32.34
32.39
34.36
33.81
35.84
35.55
38.8
37.63
38.8
40.1
40.42
40.65
37.66
37.78
38.23
35.96
38.03
40.62
36.53
31.29
29.01
34.74
41.89
60.28
66.79
66.32
80.42
68.69
72.96
90.27
102.26
109.17
112.75
118.71
110.39
96.14
93.47
83.94
89
77.42
91.15
133.47
105.75
105.75
105.75
Somalia
SOM
58.22
58.22
59.22
61.17
63.49
67.93
70.19
72.43
71.81
75.61
83.3
80.95
94.33
82.99
81.97
83.64
83.87
81.11
80.25
80.89
82.31
98.33
107.64
94.97
104.73
117.91
119.31
127.33
134.55
140.24
113.44
87.98
70.93
73.76
92.76
84.69
84.38
86.41
75.29
85.12
94.22
100.47
105.35
104.76
104.66
101.8
94.76
89.88
92.7
93.44
104.85
86.61
109.06
108.59
101.08
105.5
93.42
101.67
105.58
102.53
100.95
101.06
101.37
101.37
101.37
South Sudan
SSD
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
91.55
88.31
98.25
103.33
98.41
96.58
101.12
106.95
110.85
112.4
117.91
117.91
117.91
Sao Tome and Principe
STP
90.72
90.72
95.66
80.94
99.6
92.09
96.06
96.91
92.41
86.28
86.25
92.75
90.28
93.59
89.81
73.4
68.95
68.57
71.79
79.21
64.66
68.36
65.54
65.54
57.5
59.97
62.7
61.47
64.31
57.65
53.52
55.08
71.57
74.97
79.75
72.86
84.96
99.96
105.26
107.66
108.93
113.37
113.82
114.5
106.62
109.02
108.74
107.94
103.85
105.45
103.33
101.26
103.29
112.44
106.54
88.87
104.59
110.39
106.57
106.22
105.73
106.25
107.39
107.39
107.39
Eswatini
SWZ
19.51
19.51
18.6
20.29
22.23
24.75
29.51
34.95
33.61
36.41
42.09
42.41
45.85
44.13
49.87
50.7
51.94
49.36
57.46
54.65
64.34
71.3
68.32
66.9
77.54
78.36
84.82
80.82
84.7
84.72
87.74
84.32
79.3
72.23
75.04
70.23
76.94
80.71
79.57
86.82
77.46
77.84
83.95
83.74
87.09
90.98
86.86
85.42
87.17
88.47
93.29
95.85
98.23
100.6
101.71
100.11
98.18
102.14
104.89
106.06
105.5
105.66
107.49
107.49
107.49
Seychelles
SYC
310.27
310.27
333.28
308.75
372.77
334.15
385.15
473.95
517.03
334.38
312.16
278.53
344.26
306.07
286.2
250.57
247.1
224.76
196.48
213.62
217.86
204.85
221.37
251.77
170.79
209.79
225.76
148.39
124.52
118.57
113.9
126.93
106.83
107.63
128.46
144.64
150.81
142.2
136.33
128.62
122.52
122.36
123.42
113.5
112.17
106.53
103.66
104.22
102.79
95.86
93.26
97.07
95.88
94.77
95.33
103.36
101.3
101.56
101.47
102.09
101.91
102.55
101.78
101.78
101.78
Chad
TCD
22.58
22.58
25.03
27.83
26.47
25.2
25.51
24.74
27.84
26.96
24.57
24.51
21.84
22.1
25.37
26.78
26.11
26.04
26.78
24.46
24.88
22.24
23.48
27.21
23.3
29.92
27.55
27.82
33.2
32.75
31.67
38.69
37.99
30.49
41.37
41
44.22
50.14
56.71
52.1
49.22
60.96
54.51
59.63
51.85
66.76
62.09
62.96
64.4
57.32
106.28
67.05
118.3
99.47
100.74
92.45
106.81
98.37
103.38
109.83
105.9
101.49
104.38
104.38
104.38
Togo
TGO
26.59
26.59
27.32
29.14
30.27
30.73
31
31.39
32.73
32.76
34.98
35.06
32.66
33.1
32.61
34.37
32.53
31.64
33.07
36.52
37.61
37.75
36.88
34.11
36.7
41.85
42.02
43.29
44.3
48.1
49.78
48.25
46.57
54.46
56.08
56.2
68.49
70
69.23
69.38
63.8
71.75
71.94
70.41
73.43
69.43
72.85
75.2
81.26
87.3
88.66
99.23
96.27
89.77
102.38
97.1
100.52
105.63
111.28
112.96
112.72
115.76
119.81
119.81
119.81
Tunisia
TUN
20.25
20.25
23.09
30.95
29.48
27.76
21.02
23.93
24.44
19.36
27.88
40.5
32.17
39.32
39.7
48.22
37.61
41.42
37.7
38.55
47.66
41.12
34.73
48.6
44.12
52.89
47.64
53.49
35.61
47.33
61.83
80.2
63.32
70.96
47.13
43.96
89.63
55.32
73.12
81.57
64.63
50.87
51.18
89.55
73.72
83.12
87.99
85.5
89.45
87.7
85.15
86.26
99.56
94.44
86.95
119.87
93.18
90.71
118.98
106.36
131.04
102.89
111.48
111.48
111.48
Tanzania
TZA
13.84
13.84
14.44
16
16.13
16.69
18.72
17.94
17.31
18.23
19.1
18.63
19.24
20.66
20.88
23.37
24.41
25.99
26.5
27.92
26.34
27.21
28.22
29.6
30.25
31.44
32.46
32.54
31.09
33.2
34.06
35.3
34.47
34.15
32.88
35.71
37.37
35.33
38.12
37.76
37.58
41.84
53.17
44.55
54.2
54.46
59.09
60.91
61.43
62.93
73.87
81.21
84.92
92.34
99.52
104.21
96.27
93.64
99.97
101.22
106.51
104.72
100.37
100.37
100.37
Uganda
UGA
43.36
43.36
44.06
49.85
51.66
44.43
46.41
54.66
58.22
67.21
85.07
82.1
83.38
84.64
89.45
94.61
86.48
86.6
85.95
60.11
59.31
63.86
71.15
74.45
69.45
71.19
72.76
77.07
80.39
84.85
86.82
86.95
85.02
91.14
92.7
96.61
95.79
96.56
104.26
109.82
110.86
118.26
122.91
122.5
121.96
120.14
117.55
122.39
88.73
93.08
95.82
96.22
96
98.95
103.15
104.94
91.92
105.08
103.86
122.78
153.38
169.72
148.35
148.35
148.35
South Africa
ZAF
34.99
34.99
35.69
38.78
36.16
36.56
39.7
55.87
44.38
46.35
45.35
55.57
58.97
45.69
64.31
59.33
57.95
62.31
66.39
62.37
68.17
80.89
66.66
51.87
59.46
65.76
66.5
71.91
74.66
81.1
72.91
73.53
53.89
69.59
78.19
63.64
82.99
81.96
77.06
83.57
89.03
81.35
88.83
86.23
86.67
91.91
81.26
80.38
97.99
94.7
93.5
93.82
97.74
101.6
107.89
100.68
91.43
117.28
111.94
106.95
119.28
125.16
124.13
124.13
124.13
Zambia
ZMB
17.38
17.38
17.26
16.74
18.12
18.55
20.56
20.51
20.69
21.22
19.9
25.06
29.76
25.14
26.72
32.47
37.15
34.7
30.58
25.06
26.21
26.76
24.26
27.7
29.16
31.98
34.25
33.34
45.72
45.56
36.46
38.97
29.21
46.84
39.4
34.49
45.03
39.83
36.63
46.37
44.27
43.34
43.37
53.25
56.6
59.87
61.77
59.92
60.88
80.37
94.21
102.95
103.38
95.67
102.67
91.35
105.97
128.94
117.61
107.69
129.22
136.31
123.04
123.04
123.04
Zimbabwe
ZWE
49.44
49.44
54.24
48.12
59.99
55.01
61.18
67.67
50.89
81.2
61.34
80.68
90.95
63.99
96.53
89.8
97.47
89.39
90.29
83.54
92.77
109.88
95.54
77.42
93.52
128.74
124.5
98.73
134.74
124.65
119.32
128
78.03
125.12
133.44
99.51
134.29
128.97
122.25
129.26
138.01
138.86
98.05
105.21
141.61
104.06
111.19
115.99
99.44
96.26
103.76
101.85
112.37
110.27
109.52
96.35
94.14
107.07
135.98
104.29
127.77
129.97
123.48
123.48
123.48

Africa Crop Production Index (2014-2016 = 100) Dataset

Overview

This dataset contains crop production index (2014-2016 = 100) data for African countries from the World Bank.

Data Details

  • Indicator Code: AG.PRD.CROP.XD
  • Description: Crop production index (2014-2016 = 100)
  • Geographic Coverage: 54 African countries
  • Time Period: 1961-2022
  • Data Points: 3,182 observations
  • Coverage: 90.66% of possible country-year combinations

File Formats

Main Dataset (ag_prd_crop_xd_africa.csv)

  • Rows: 54 countries
  • Columns: 65 years (1960-2024)
  • Structure: Countries as rows, years as columns
  • Missing Value Treatment: Interpolation → Forward Fill → Backward Fill
  • Use Case: Cross-sectional analysis, heatmaps, correlation analysis

Data Quality

Coverage Statistics

  • Total Observations: 3,182
  • Possible Observations: 3,510
  • Coverage Rate: 90.66%

Countries with No Data

0 countries have no observations: None

Usage Examples

Python

import pandas as pd

# Load main dataset
df = pd.read_csv('ag_prd_crop_xd_africa.csv', index_col=[0, 1])

R

# Load main dataset
df <- read.csv('ag_prd_crop_xd_africa.csv', row.names=c(1,2))

Source

World Bank Open Data - Crop production index (2014-2016 = 100)

  • Original File: API_AG.PRD.CROP.XD_DS2_en_excel_v2_20512.xls
  • Processed: 2025-08-24

License

This dataset is derived from World Bank Open Data and is available under the Creative Commons Attribution 4.0 International License.

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