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Datasets:
electricsheepafrica
/
africa-aid-flows-sudan

Tasks:
Tabular Classification
Tabular Regression
Modalities:
Tabular
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Formats:
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Languages:
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Tags:
africa
electric-sheep-africa
open-data
metadata-backed
humanitarian-development
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Gireida
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Al Salam
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Um Dafog
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2026-04-24
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Wihda
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0.3
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1
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2026-04-24
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Sodari
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3
3
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2026-04-24
160
Buram
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2
2
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6
4
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0
11
4
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2026-04-24
181
El Liri
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2
3
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2
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2
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8
2
0
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2026-04-24
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Halfa
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1
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1
1
1
1
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7
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0
0
0
7
0
0
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1
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2026-04-24
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Tandalti
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3
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2026-04-24
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Um Rwaba
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2
2
2
2
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2
2
8
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0
0
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2026-04-24
151
Al Ferdous
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3
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2
0
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0
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3
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8
4
0.5
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2026-04-24
132
Saraf Omra
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2
3
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3
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2
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2
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1
6
3
0
0
10
3
0.3
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1
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2026-04-24
153
Shattaya
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3
2
3
3
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2
2
2
0
7
4
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0
11
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1
HDX
2026-04-24
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Um dorain
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0
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0
0
0
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0
0
0
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0
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1
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2026-04-24
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Rabak
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2
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1
7
4
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11
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2026-04-24
143
Kass
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HDX
2026-04-24
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Shendi
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2
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1
3
8
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0
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1
HDX
2026-04-24
27
Abo Zabad
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3
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2
2
6
1
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1
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1
HDX
2026-04-24
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Nyala
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Klaimendo
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2026-04-24
104
Damazin
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2
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1
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1
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1
2
8
3
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11
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2026-04-24
126
Kulbus
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4
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3
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3
4
1
1
9
6
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2
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2026-04-24
3
Sharg Al Nil
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2
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1
1
1
1
1
1
1
1
9
2
0
0
0
11
0
0
122
1
HDX
2026-04-24
23
Sheikan
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2
2
2
2
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3
3
2
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1
7
3
0
0
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3
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1
HDX
2026-04-24
91
Al Sunot
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2
2
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2
2
2
2
1
1
8
0
0
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9
0
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1
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2026-04-24
133
Sirba
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3
3
6
3
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3
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3
2
3
0
1
7
0
1
9
8
0.888889
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3
HDX
2026-04-24
80
Al Gedaref Wasat
2
2
3
2
2
2
2
2
1
0
2
1
8
1
0
0
10
1
0.1
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1
HDX
2026-04-24
1
Um Badda
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2
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2
2
2
2
1
1
2
2
3
8
0
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HDX
2026-04-24
116
El Malha
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4
3
4
4
2
3
3
3
3
3
0
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7
3
0
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10
0.909091
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3
HDX
2026-04-24
58
Telkuk
2
2
3
2
3
2
3
3
3
3
3
0
4
7
0
0
11
7
0.636364
18
2
HDX
2026-04-24
44
Um Rimta
3
3
2
2
2
2
2
2
2
2
2
0
9
2
0
0
11
2
0.181818
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1
HDX
2026-04-24
130
Nertiti
4
4
3
3
3
3
3
3
3
3
3
0
0
9
2
0
11
11
1
1
3
HDX
2026-04-24
50
Al Gabalin
3
3
3
3
3
2
2
2
1
1
2
2
4
5
0
0
11
5
0.454545
37
2
HDX
2026-04-24
138
Adila
2
2
2
6
3
0
3
0
2
0
2
0
5
2
0
1
8
3
0.375
52
1
HDX
2026-04-24
30
Ganoub Algezeira
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2
1
1
1
1
1
1
2
1
1
9
2
0
0
0
11
0
0
122
1
HDX
2026-04-24
86
Abyie Al Moglad
2
2
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0
0
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3
3
2
2
3
0
6
3
0
0
9
3
0.333333
69
1
HDX
2026-04-24
61
Nahr Atbara
2
2
2
2
2
1
2
2
2
2
2
1
10
0
0
0
11
0
0
122
1
HDX
2026-04-24
68
Al Gonnob & Al Oleb
3
2
4
3
3
2
3
3
3
3
3
0
2
8
1
0
11
9
0.818182
4
3
HDX
2026-04-24
198
Gadier
1
2
2
2
3
2
2
2
2
2
2
1
9
1
0
0
11
1
0.090909
108
1
HDX
2026-04-24
31
Um Algora
2
2
2
2
2
1
2
2
1
2
2
2
9
0
0
0
11
0
0
122
1
HDX
2026-04-24
null
null
null
null
null
null
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null
null
null
null
null
null
null
null
null
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null
null
null
null
null
null
HDX
2026-04-24
39
Al Dinder
2
2
2
2
2
1
1
1
1
1
1
6
5
0
0
0
11
0
0
122
1
HDX
2026-04-24
53
Garb kassal
1
2
2
2
2
2
2
2
2
2
2
1
10
0
0
0
11
0
0
122
1
HDX
2026-04-24
64
Tokar
2
2
3
3
3
2
2
2
2
2
2
0
8
3
0
0
11
3
0.272727
74
1
HDX
2026-04-24
107
El tadamon
1
2
3
1
1
1
1
2
2
3
2
5
4
2
0
0
11
2
0.181818
86
1
HDX
2026-04-24
114
Al Geneina
3
2
1
6
3
0
3
0
2
2
2
1
4
3
0
1
9
4
0.444444
49
2
HDX
2026-04-24
112
Dar El Salam
3
0
3
3
2
2
2
3
2
1
3
1
4
5
0
0
10
5
0.5
30
2
HDX
2026-04-24
106
Roseiris
1
0
2
2
2
1
2
3
2
2
2
2
7
1
0
0
10
1
0.1
104
1
HDX
2026-04-24
137
Zalingei
3
2
3
3
4
2
3
2
2
2
2
0
6
4
1
0
11
5
0.454545
37
2
HDX
2026-04-24
161
Beleil
2
4
1
3
2
3
3
3
2
2
2
1
5
4
1
0
11
5
0.454545
37
2
HDX
2026-04-24
59
Khashm Algirba
1
2
2
2
2
2
2
2
2
2
2
1
10
0
0
0
11
0
0
122
1
HDX
2026-04-24
60
Wad Alheleiw
2
2
2
2
2
1
2
2
2
2
2
1
10
0
0
0
11
0
0
122
1
HDX
2026-04-24
146
Sharg Gabal Marra
3
3
4
3
3
2
2
2
1
3
3
1
3
6
1
0
11
7
0.636364
18
2
HDX
2026-04-24
128
Mellit
4
3
3
3
3
2
2
2
2
3
2
0
5
5
1
0
11
6
0.545455
25
2
HDX
2026-04-24
51
Halfa Algadeida
1
2
1
1
1
1
1
1
1
1
1
10
1
0
0
0
11
0
0
122
1
HDX
2026-04-24
139
Abo Gabra
2
2
2
6
3
0
3
0
2
0
2
0
5
2
0
1
8
3
0.375
52
1
HDX
2026-04-24
94
Ed dalanj
2
3
2
2
2
2
2
3
3
2
2
0
8
3
0
0
11
3
0.272727
74
1
HDX
2026-04-24
124
Kereinik
3
2
1
6
3
0
2
0
2
2
2
1
5
2
0
1
9
3
0.333333
69
1
HDX
2026-04-24
70
Sinkat
3
2
3
3
3
2
2
2
2
3
2
0
6
5
0
0
11
5
0.454545
37
2
HDX
2026-04-24
11
Atbara
3
2
1
2
1
2
1
1
1
1
1
7
3
1
0
0
11
1
0.090909
108
1
HDX
2026-04-24
211
Abkarshola
1
3
2
0
3
2
2
2
2
2
1
2
6
2
0
0
10
2
0.2
84
1
HDX
2026-04-24
169
Tawilla
2
4
2
3
2
2
2
3
2
2
3
0
7
3
1
0
11
4
0.363636
54
1
HDX
2026-04-24
98
El buram
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
122
1
HDX
2026-04-24
16
Dongola
1
1
1
2
2
1
1
0
0
0
0
5
2
0
0
0
7
0
0
122
1
HDX
2026-04-24
162
Assalaya
2
3
2
6
3
0
3
0
2
0
2
0
4
3
0
1
8
4
0.5
30
2
HDX
2026-04-24
157
Reheid Albirdi
2
2
1
3
3
1
1
2
1
2
2
4
5
2
0
0
11
2
0.181818
86
1
HDX
2026-04-24
55
Kassala Rural
1
2
2
2
2
2
2
2
2
2
2
1
10
0
0
0
11
0
0
122
1
HDX
2026-04-24
165
As Salam
2
2
2
0
0
2
2
2
1
1
1
3
6
0
0
0
9
0
0
122
1
HDX
2026-04-24
67
Suakin
2
2
2
3
3
2
2
3
3
1
2
1
6
4
0
0
11
4
0.363636
54
1
HDX
2026-04-24
150
Niteiga
2
1
2
3
3
3
2
2
2
1
3
2
5
4
0
0
11
4
0.363636
54
1
HDX
2026-04-24
129
Mukjar
3
1
2
3
4
2
3
3
2
2
2
1
5
4
1
0
11
5
0.454545
37
2
HDX
2026-04-24
118
El Taweisha
2
2
3
3
3
0
3
2
2
2
2
0
6
4
0
0
10
4
0.4
50
2
HDX
2026-04-24
52
Kassala
1
2
2
1
1
1
1
2
2
2
2
5
6
0
0
0
11
0
0
122
1
HDX
2026-04-24
0
Gabl Awlia
1
2
2
2
2
2
2
1
1
1
1
5
6
0
0
0
11
0
0
122
1
HDX
2026-04-24
96
El reif El shargi
2
3
2
2
2
2
3
3
3
2
2
0
7
4
0
0
11
4
0.363636
54
1
HDX
2026-04-24
167
Kornoi
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
122
1
HDX
2026-04-24
76
Basonda
1
2
2
2
2
2
2
2
2
0
3
1
8
1
0
0
10
1
0.1
104
1
HDX
2026-04-24
null
Name
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
HDX
2026-04-24
28
Wad Banda
2
3
2
0
0
2
2
2
1
2
2
1
7
1
0
0
9
1
0.111111
97
1
HDX
2026-04-24
168
Ailliet
2
2
3
3
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3
2
2
2
2
0
7
4
0
0
11
4
0.363636
54
1
HDX
2026-04-24
115
El Kuma
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4
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3
3
3
3
3
3
3
2
0
2
7
2
0
11
9
0.818182
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3
HDX
2026-04-24
73
El Fao
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2
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2
1
2
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0
1
4
6
0
0
0
10
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122
1
HDX
2026-04-24
40
Al Suki
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2
1
1
1
1
1
1
1
1
1
10
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0
0
11
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0
122
1
HDX
2026-04-24
200
El tadamon
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1
2
2
1
1
1
1
2
1
7
4
0
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11
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122
1
HDX
2026-04-24
159
Bahr Alarab
2
2
3
6
3
0
3
0
2
0
2
0
4
3
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1
8
4
0.5
30
2
HDX
2026-04-24
147
Shearia
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4
2
6
3
0
2
0
2
0
3
0
4
2
1
1
8
4
0.5
30
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HDX
2026-04-24
134
Um Dukhun
4
1
2
3
4
2
3
2
2
3
2
1
5
3
2
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0.454545
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2
HDX
2026-04-24
131
Rokero
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4
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3
3
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3
3
3
0
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6
3
0
11
9
0.818182
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3
HDX
2026-04-24
54
Aroma Rural
2
2
2
2
3
2
2
2
2
2
2
0
10
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0.090909
108
1
HDX
2026-04-24
148
Tulus
2
2
4
3
2
2
2
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2
2
1
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2026-04-24
101
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3
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2
3
2
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83
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2026-04-24
36
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2
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2
2
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HDX
2026-04-24
End of preview. Expand in Data Studio

Sudan: Integrated Context Analysis (ICA), 2018 | Africa (original)

Size category: n<1K - Formats: parquet - Sector: humanitarian_development - 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: Sudan: Integrated Context Analysis (ICA), 2018 Publisher: WFP - World Food Programme · Source: HDX · License: hdx-odc-odbl · Updated: 2025-08-26 Abstract The ICA is a process of consultations supported by mapped-out data that produces a strategic plan describing where different combinations of programme themes are appropriate to achieve goals of reducing food insecurity and climate related shock risk. The ICA combines multi-year food security trends with natural shock… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-sudan.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-aid-flows-sudan
Sector humanitarian_development
Topic tags humanitarian, hdx, electric-sheep-africa, geodata, hazards-and-risk, sdn
Modalities tabular, text
Formats parquet
Size category n<1K
Countries Sudan
ISO3 coverage SDN
Last modified on HF 2026-04-24 23:38:16+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-aid-flows-sudan")
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: 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_aid_flows_sudan_2026,
  title        = {Sudan: Integrated Context Analysis (ICA), 2018 | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-sudan},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-aid-flows-sudan}}
}

License

Released under Open Data Commons Open Database License.

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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