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record_id
int64
1
30k
country
stringclasses
15 values
year
int64
2.02k
2.03k
quarter
stringclasses
4 values
operator
stringclasses
46 values
technology
stringclasses
4 values
active_subscribers_millions
float64
1.62
122
arpu_usd
float64
1.76
9.27
monthly_churn_pct
float64
1.5
8
prepaid_share_pct
float64
45
98
data_revenue_share_pct
float64
20
82
voice_revenue_share_pct
float64
18
80
mobile_money_subscribers_millions
float64
0.35
52
data_usage_gb_per_user
float64
0.2
55.7
network_coverage_pct
float64
30
99
market_share_pct
float64
5.4
93.4
spectrum_efficiency_index
float64
0.3
5
customer_satisfaction_score
float64
2.5
4.8
scenario
stringclasses
3 values
29,290
Rwanda
2,024
Q4
Airtel Rwanda
4g
5.06
3.01
2.54
80.48
60.9
39.1
2.89
9
76.59
32.03
2.82
4.31
market_saturation
8,220
Kenya
2,025
Q2
Safaricom
5g
46.7
5.82
4.79
87.58
72
28
34.27
13.23
96.85
65.98
4.51
3.64
baseline
11,775
Zambia
2,025
Q3
MTN Zambia
4g
8.88
3.19
5.64
77.06
64.74
35.26
2.88
8.11
70.59
52.67
2.47
2.76
5g_rollout
6,415
Cote d'Ivoire
2,024
Q4
Orange Cote d'Ivoire
3g
17.71
3.17
2.91
89.1
39.4
60.6
8.26
4.62
59.04
44.04
1.24
4.12
baseline
23,928
Cote d'Ivoire
2,024
Q2
Orange Cote d'Ivoire
3g
22.61
3.75
5.31
78.24
33.71
66.29
10.25
2.48
70.28
48.68
1.64
3.74
market_saturation
23,642
Uganda
2,025
Q2
MTN Uganda
4g
18.36
3.35
6.93
76.68
70.05
29.95
9.48
9.83
80.92
51.86
3.19
3.4
market_saturation
6,964
South Africa
2,025
Q3
Telkom Mobile
4g
12.55
5.06
1.8
51.68
55.25
44.75
1.06
6.09
78.22
11.91
2.75
4.78
baseline
1,207
Zambia
2,025
Q3
Airtel Zambia
4g
5.97
3.04
2.21
83.39
63.3
36.7
2.39
7.47
88.25
33.72
2.42
3.13
baseline
26,913
Angola
2,024
Q1
Movicel
4g
6.65
3.17
4.56
81.78
75.07
24.93
0.68
4.02
80.83
24.36
3.08
3.42
market_saturation
19,645
Angola
2,025
Q1
Movicel
3g
6.21
3.52
4.32
87.21
37.37
62.63
0.6
3.07
60.75
28.6
1.52
3.94
5g_rollout
8,624
Uganda
2,025
Q4
Airtel Uganda
4g
11.96
2.58
1.75
90.16
57.25
42.75
6.36
11.84
70.02
36.46
2.55
2.61
baseline
10,869
Mozambique
2,024
Q3
Tmcel
4g
3.77
2.22
5.24
85.68
55.31
44.69
1.16
12.83
55.97
17.19
3.37
3.39
5g_rollout
21,714
Cameroon
2,024
Q1
MTN Cameroon
5g
14.26
3.49
7.97
83.2
55.19
44.81
4.26
31.87
58.09
44.29
4.79
3
market_saturation
2,846
Ethiopia
2,025
Q2
Safaricom Ethiopia
4g
12.42
3.36
6.47
95.33
67.78
32.22
2.61
8.64
55.91
15.56
2.4
3.89
baseline
28,516
South Africa
2,025
Q3
MTN South Africa
3g
49.96
8.09
6.34
61.41
27.75
72.25
3.62
4.31
87.47
36.49
1.78
4.47
market_saturation
9,293
Cote d'Ivoire
2,025
Q3
Moov Africa
3g
4.32
2.76
3.19
72.69
30.62
69.38
2.18
2.28
58.94
12.3
1.81
3.66
baseline
2,044
Uganda
2,024
Q2
Lycamobile Uganda
4g
1.77
2.05
3.4
97.33
60.75
39.25
1.13
7.04
83.89
5.97
2.69
2.59
baseline
24,677
Rwanda
2,025
Q4
Airtel Rwanda
2g
5.62
3.23
4.35
87.38
20.45
79.55
2.72
0.33
83.2
35.11
0.58
4.27
market_saturation
8,056
Ghana
2,024
Q1
MTN Ghana
4g
28.66
4.33
2.05
87.31
69.73
30.27
11.8
14.31
67.42
55.36
2.14
3.46
baseline
22,978
Mozambique
2,024
Q4
Movitel
4g
10.97
2.73
7.8
71.14
62.96
37.04
3.52
14.16
59.63
31
3.17
3.61
market_saturation
24,200
Cote d'Ivoire
2,025
Q3
Moov Africa
3g
5.65
3.01
7.99
80.15
37.59
62.41
2.13
3.48
65.18
11.08
1.19
3.09
market_saturation
25,579
Zambia
2,025
Q1
Zamtel
4g
2.62
2.74
4.1
70.07
80.8
19.2
1.05
5.63
73.2
11.28
2.01
3.14
market_saturation
29,255
Tanzania
2,026
Q1
Vodacom Tanzania
4g
17.92
3.65
4.47
91.33
77.9
22.1
9.37
6.83
83.74
32.1
3.09
3.08
market_saturation
13,691
Nigeria
2,025
Q4
9mobile
3g
19.38
3.89
5.52
71.94
27.49
72.51
7.16
5.99
56.09
10.23
1.69
3.01
5g_rollout
27,941
Mozambique
2,024
Q2
Tmcel
3g
5.75
2.45
6.21
73.93
25.58
74.42
1.69
1.57
79.31
16.61
1.11
3.89
market_saturation
14,866
Uganda
2,025
Q4
Airtel Uganda
5g
10.15
2.78
3.42
83.85
46.29
53.71
4.87
46.68
53.19
40.3
4.49
3.89
5g_rollout
9,348
Nigeria
2,026
Q4
Airtel Africa (Nigeria)
4g
59.86
4.4
4.07
88.38
54.51
45.49
14.69
4.32
82.93
22.99
2.05
3.73
baseline
26,051
Tanzania
2,024
Q3
Tigo Tanzania
4g
15.65
3.31
4.73
90.72
71.53
28.47
9.62
4.66
71.22
25.7
3.08
3.03
market_saturation
17,201
Angola
2,025
Q4
Movicel
4g
5.06
3.41
4.81
94.2
63.57
36.43
0.38
15.48
59
25.49
2.25
3.93
5g_rollout
14,950
Cote d'Ivoire
2,024
Q1
Orange Cote d'Ivoire
3g
14.21
3.23
4.83
89.51
30.77
69.23
6.17
1.48
71.76
50.39
1.91
3.27
5g_rollout
16,325
Uganda
2,026
Q1
Lycamobile Uganda
5g
1.73
2.47
4.96
74.35
48.09
51.91
0.88
48.24
32.67
5.66
4.19
3.3
5g_rollout
8,651
Ghana
2,024
Q3
Vodafone Ghana
4g
11.05
3.2
3.19
81.06
57.13
42.87
5.26
14.2
81.86
22.21
2.17
2.57
baseline
15,351
Cote d'Ivoire
2,026
Q1
MTN Cote d'Ivoire
4g
10.07
2.96
5.2
72.28
58.65
41.35
3.64
7.47
67.87
34.54
2.72
2.71
5g_rollout
14,843
Kenya
2,026
Q1
Safaricom
3g
38.83
5.96
5.82
88.58
23.85
76.15
30.61
1.81
94.8
67.21
1.33
4.8
5g_rollout
11,233
Madagascar
2,026
Q2
Orange Madagascar
5g
6.35
2.42
1.55
93.64
56.22
43.78
1.52
39.49
52.34
34.78
4.71
2.52
5g_rollout
6,902
Angola
2,025
Q4
Movicel
4g
6.7
2.73
3.42
96.83
69.09
30.91
0.53
8.56
69.78
28.38
2.06
4.03
baseline
8,578
Nigeria
2,024
Q2
Glo
5g
56.46
3.74
2.76
74.11
55.58
44.42
15.24
27.47
78.75
25.91
4.02
3.01
baseline
10,981
Tanzania
2,025
Q3
Airtel Tanzania
4g
14.56
3.5
2.48
84.04
74.36
25.64
8.24
12.79
63.81
30.66
2.84
3.33
5g_rollout
16,998
Cameroon
2,024
Q1
Orange Cameroon
5g
9.8
3.67
5.02
76.44
49.81
50.19
2.29
22.14
58.74
37
4.7
3.05
5g_rollout
4,124
Uganda
2,026
Q3
Airtel Uganda
4g
11.24
2.38
4.3
81.94
59.44
40.56
5.98
6.06
90.43
35.75
2.17
4.08
baseline
24,224
Kenya
2,026
Q1
Telkom Kenya
4g
9.55
3.12
6.88
91.11
63.02
36.98
7.56
13.3
86.15
9.86
2.97
4.35
market_saturation
13,361
Cameroon
2,024
Q4
Nexttel
4g
2.79
2.49
5.87
81.75
65.14
34.86
0.82
19.19
71.49
11.62
2.99
3.44
5g_rollout
5,525
Angola
2,025
Q2
Unitel
4g
11.93
3.4
4.77
81.41
70.75
29.25
1.18
8.58
82.11
61.09
3.08
4.12
baseline
20,838
Kenya
2,024
Q1
Safaricom
5g
50.14
6.05
3.14
70.66
72.16
27.84
35.46
26.95
78.82
61.56
3.81
3.73
market_saturation
19,682
Kenya
2,026
Q2
Airtel Kenya
3g
14.94
3.79
2.06
71.52
44.21
55.79
11.57
2.66
86.89
28.82
1.39
3.42
5g_rollout
23,342
Ghana
2,026
Q3
AirtelTigo
4g
8.53
3
6.64
90.41
61.9
38.1
3.39
8.46
85.28
17.11
3.38
2.87
market_saturation
1,706
Madagascar
2,025
Q2
Telma
4g
7.01
2.32
4.38
88.26
49.66
50.34
1.87
5.59
74.4
47.33
3.19
2.87
baseline
25,912
Rwanda
2,026
Q2
MTN Rwanda
4g
8.08
4.02
7.69
79.11
66.28
33.72
3.71
5.13
62.85
61.76
2.19
3.95
market_saturation
19,488
Nigeria
2,024
Q1
Airtel Africa (Nigeria)
4g
49.9
4.26
6.18
92.44
64.8
35.2
13.49
21.23
67.28
25.76
2.81
2.67
5g_rollout
29,597
Senegal
2,025
Q2
Expresso
4g
3.89
2.85
4.51
73.7
75.74
24.26
1.86
10.34
58.32
14.09
3.1
3.32
market_saturation
17,072
South Africa
2,024
Q2
Cell C
3g
10.37
4.89
1.95
67.77
33.83
66.17
0.69
3.11
86.72
12.75
1.96
3.73
5g_rollout
18,172
Kenya
2,025
Q1
Airtel Kenya
4g
18.52
3.58
5.24
78.46
74.98
25.02
15.39
11.59
76.02
26.45
2.42
3.66
5g_rollout
26,747
Rwanda
2,025
Q1
MTN Rwanda
3g
8.4
4.06
4.2
78.33
24.08
75.92
3.27
4.96
56.04
58.26
1.83
3.48
market_saturation
7,211
Tanzania
2,026
Q3
Vodacom Tanzania
4g
18.3
3.29
1.95
94.84
70.41
29.59
7.99
12.79
81.26
30.58
2.45
3.79
baseline
2,620
Rwanda
2,025
Q3
MTN Rwanda
4g
7.02
3.46
2.52
85.89
49.53
50.47
3.27
13.36
77.3
58.51
2.08
3.74
baseline
21,724
Cameroon
2,024
Q1
MTN Cameroon
5g
15.59
3.34
2.68
95.19
64.63
35.37
4.07
31.31
77.06
48.15
4.5
4.2
market_saturation
29,826
Tanzania
2,025
Q1
Halotel
3g
6.18
2.77
5.25
83.35
21.29
78.71
3.46
4.87
60.25
10.94
1.33
2.75
market_saturation
19,745
Zambia
2,024
Q2
Zamtel
2g
1.89
2.37
2.45
80.2
26.74
73.26
0.78
0.51
56.33
10.2
0.78
3.74
5g_rollout
2,939
Angola
2,026
Q4
Unitel
3g
13.4
3.56
4.78
87.59
24.24
75.76
1.31
4.42
64.69
54.4
1.26
2.94
baseline
27,864
Ghana
2,026
Q3
AirtelTigo
5g
10.89
3.5
7.44
79.7
69.45
30.55
5.09
13.8
62.33
17.96
4.97
3.52
market_saturation
28,130
Ethiopia
2,025
Q2
Safaricom Ethiopia
4g
14
4.4
3.77
82.61
78.77
21.23
2.07
13.46
63.91
15.29
2.65
3.93
market_saturation
25,603
Senegal
2,026
Q4
Free Senegal
4g
6.99
3.12
5.21
91.18
81.06
18.94
3.18
8.29
62.02
27.28
2.26
3.1
market_saturation
11,621
Ethiopia
2,025
Q4
Ethio Telecom
5g
60.95
3.29
3.93
84.54
57.81
42.19
11.06
42.15
64.7
81.53
3.85
2.8
5g_rollout
22,925
South Africa
2,026
Q2
MTN South Africa
4g
42.86
6.66
5.5
64.61
61.47
38.53
3.32
8.51
90.55
32.48
2.27
4.13
market_saturation
3,675
Kenya
2,026
Q4
Telkom Kenya
4g
7.59
2.88
5.32
89.21
51.11
48.89
6.62
10.74
96.02
9.78
2.71
4.42
baseline
4,776
Angola
2,026
Q2
Unitel
4g
12.27
3.84
4.42
78.86
47.66
52.34
1.22
12.08
90.94
54.03
2.4
2.84
baseline
11,510
Nigeria
2,025
Q4
MTN Nigeria
4g
70.24
5.06
6.2
80.88
54.73
45.27
22.24
16.48
81.9
36.55
2.22
4.14
5g_rollout
12,302
Madagascar
2,024
Q3
Airtel Madagascar
3g
3.2
1.99
2.6
90.53
40.64
59.36
0.79
4.74
91.67
16.99
1.22
3.85
5g_rollout
25,657
Cote d'Ivoire
2,026
Q4
Moov Africa
4g
4.49
2.76
5.58
82.95
73.91
26.09
1.78
4.48
64.37
11.83
3.35
2.75
market_saturation
7,927
Rwanda
2,026
Q4
Airtel Rwanda
4g
4.26
2.41
6.07
89.38
73.99
26.01
2.37
7.66
76.29
32.3
2.93
4.3
baseline
5,460
Cameroon
2,025
Q1
Orange Cameroon
4g
11.01
2.76
2.17
76.53
52.94
47.06
3.55
14.34
57.29
36.9
2.35
2.61
baseline
14,740
Angola
2,024
Q2
Unitel
5g
12.9
3.93
5.68
89.14
55.56
44.44
1.07
26.67
52.31
59.15
4.1
3.04
5g_rollout
16,977
Cote d'Ivoire
2,025
Q4
Orange Cote d'Ivoire
5g
14.24
3.27
3.96
88.39
67.38
32.62
5.58
33.87
62.77
51.52
4.68
3.84
5g_rollout
15,521
Tanzania
2,025
Q3
Tigo Tanzania
3g
12.19
3.28
2.52
85.13
29.63
70.37
5.38
5.94
75.39
23.27
1.84
2.96
5g_rollout
26,849
Senegal
2,026
Q2
Expresso
4g
3.52
2.47
6.69
83.28
68.25
31.75
1.5
5.74
87.49
13.5
2.88
2.76
market_saturation
8,826
Cote d'Ivoire
2,024
Q3
Moov Africa
2g
3.95
2.59
4.29
73.72
29.02
70.98
2.03
0.28
63.19
12.27
1
3.41
baseline
14,587
Ghana
2,024
Q4
AirtelTigo
4g
6.94
3.17
3.46
94.76
58.34
41.66
3.3
8.29
66.81
16.85
2.22
2.82
5g_rollout
29,076
Cameroon
2,025
Q2
Orange Cameroon
4g
10.81
3.33
4.91
79.33
61.52
38.48
2.98
13.23
67.24
36.83
2.66
3.71
market_saturation
222
Ethiopia
2,024
Q4
Ethio Telecom
3g
80.22
2.67
1.79
82.66
25.23
74.77
16.2
3.31
60.86
89.85
1.78
2.72
baseline
7,369
Nigeria
2,024
Q3
MTN Nigeria
3g
87.21
4.96
4.17
97.6
33.87
66.13
32.65
4.13
67.42
38.38
1.98
2.82
baseline
24,054
Ethiopia
2,024
Q1
Ethio Telecom
3g
81.78
3.35
3.11
94.32
38
62
14.82
2.51
62.88
80.07
1.14
4.15
market_saturation
23,549
Kenya
2,024
Q4
Safaricom
4g
57.22
5.75
4.22
74.19
56.82
43.18
45.23
9.81
79.65
64.75
2.73
4.35
market_saturation
26,504
Senegal
2,026
Q1
Orange Senegal
3g
13.54
4.25
2.62
97.26
22.52
77.48
5.84
3.06
66.88
48.5
1.33
4.08
market_saturation
3,379
Angola
2,026
Q2
Unitel
4g
14.03
3.87
2.93
73.6
74.12
25.88
1.34
8.28
89
56.7
3.44
4.15
baseline
9,325
South Africa
2,025
Q4
MTN South Africa
3g
38.59
5.89
1.6
65.73
34.67
65.33
2.79
1.48
78.29
33.48
1.41
3.18
baseline
9,209
Tanzania
2,025
Q1
Airtel Tanzania
4g
15.06
2.66
5.93
83.25
53.08
46.92
7.65
6.94
77.73
26.47
2.82
3.36
baseline
13,449
South Africa
2,024
Q2
Cell C
5g
11.44
4.87
2.02
68.05
64.03
35.97
0.86
19.08
55.97
10.99
4.9
4.74
5g_rollout
11,171
Cameroon
2,025
Q4
Orange Cameroon
3g
10.24
2.96
3.1
81.37
28.15
71.85
2.45
5.68
61.02
36.52
1.94
2.58
5g_rollout
1,035
Angola
2,025
Q3
Movicel
4g
6.61
2.85
4.01
78.53
63.43
36.57
0.49
4.91
80.65
28.52
2.04
4.09
baseline
17,000
Cote d'Ivoire
2,024
Q3
Orange Cote d'Ivoire
4g
16.45
3.36
2.84
93.79
50.95
49.05
7.67
7.18
61.5
48.53
2.05
2.91
5g_rollout
895
Cote d'Ivoire
2,024
Q4
Orange Cote d'Ivoire
3g
14.63
3.13
4.27
87.56
41.47
58.53
5.33
3.67
86.74
43.67
1.76
3.31
baseline
10,387
Madagascar
2,026
Q3
Telma
4g
7.87
2.1
3.07
84.5
49.31
50.69
2.14
7.12
57.63
45.04
2.64
2.77
5g_rollout
17,231
Rwanda
2,026
Q4
Airtel Rwanda
4g
3.47
2.56
4.03
94.49
53.04
46.96
2.01
16.25
76.52
32.16
3.24
4.77
5g_rollout
9,012
South Africa
2,024
Q4
Cell C
3g
13.46
4.34
3.77
74.44
30
70
0.89
2.71
97.72
11.64
1.25
4.19
baseline
24,241
Rwanda
2,024
Q3
Airtel Rwanda
4g
5.31
2.95
5.6
73.77
81.34
18.66
2.43
13.8
65.62
32.48
3.05
3.36
market_saturation
22,888
Madagascar
2,026
Q2
Orange Madagascar
3g
7.77
2.94
6.71
89.08
27.65
72.35
2.1
4.9
57.9
37.2
1.7
4.12
market_saturation
5,246
Ghana
2,025
Q1
MTN Ghana
2g
25.32
4.27
3.88
70.24
26.38
73.62
14.64
1.16
68.4
55.24
0.69
2.8
baseline
14,610
South Africa
2,024
Q2
Vodacom
4g
40.29
6.88
5.1
70.4
70.71
29.29
2.66
11.93
84.35
42.31
2.28
4.01
5g_rollout
24,906
Ghana
2,025
Q3
Vodafone Ghana
5g
11.75
3.58
4.94
87.98
67.01
32.99
5.21
34.55
58.75
21.53
4.52
2.91
market_saturation
5,658
Madagascar
2,025
Q2
Telma
4g
8.43
2.03
5.73
77.23
48.14
51.86
1.97
5.07
78.61
46.63
2.27
3.95
baseline
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African Mobile Subscriber Data | Africa (Electric Sheep Africa metadata inventory)

Size category: 10K<n<100K - Formats: json - Sector: technology_digital - Engineered by Electric Sheep Africa

size sector downloads license

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: ⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference. African Mobile Subscriber Data Synthetic dataset of mobile telecommunications subscriber metrics across 15 Sub-Saharan African countries, 3 scenarios, and multiple operators. Dataset Summary 30,000 records (10,000 per scenario) 15 countries: Nigeria, South Africa, Kenya, Ghana, Tanzania, Ethiopia, Uganda, Cote d'Ivoire… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-mobile-telecom-mobile-subscriber-data-all.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-synth-mobile-telecom-mobile-subscriber-data-all
Sector technology_digital
Topic tags telecom, mobile, subscribers, sub-saharan-africa, synthetic, gsma
Modalities tabular, text
Formats json
Size category 10K<n<100K
Countries Africa-wide or source-defined African coverage
ISO3 coverage not declared
Last modified on HF 2026-04-14 22:59:30+00:00
Inventory snapshot 2026-07-16T16:00:34Z

How To Read This Dataset

  • Start from the repository files and the dataset viewer when available.
  • Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
  • Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
  • Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-synth-mobile-telecom-mobile-subscriber-data-all")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

  • This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
  • Exact schema, row counts, and source files should be inspected in the repository data files.
  • Metadata gaps from the inventory: country, upstream_publisher.
  • Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Suggested Analyses

  • Inspect schema and missingness before modeling.
  • Profile variables by geography, time, and subgroup columns where present.
  • Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
  • Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_africa_synth_mobile_telecom_mobile_subscriber_data_all_2026,
  title        = {African Mobile Subscriber Data | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-synth-mobile-telecom-mobile-subscriber-data-all},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-synth-mobile-telecom-mobile-subscriber-data-all}}
}

License

Released under CC BY 4.0.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.


Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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