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date
timestamp[ns]
adm_level
int64
adm_id
int64
pcode
string
n_pixels
float64
rfh
float64
rfh_avg
float64
r1h
float64
r1h_avg
float64
r3h
float64
r3h_avg
float64
rfq
float64
r1q
float64
r3q
float64
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string
esa_source
string
esa_processed
string
2006-09-21T00:00:00
2
1,003,112
LY0210
263
2.501901
4.36654
8.60076
8.339037
8.836502
8.663371
80.09255
101.96209
101.26712
final
HDX
2026-04-07
1991-01-11T00:00:00
1
900,169
LY01
27,378
5.203887
3.960423
15.012711
12.920944
26.240301
25.33537
113.87727
111.67219
102.98309
final
HDX
2026-04-07
1983-04-01T00:00:00
2
1,003,106
LY0104
2,998
1.336558
1.069091
6.197132
5.751056
45.55504
37.81253
104.40705
104.149124
118.08468
final
HDX
2026-04-07
2008-11-11T00:00:00
1
900,170
LY02
10,010
3.86014
4.652694
13.979421
13.390277
29.129272
25.603746
91.7893
103.203545
111.51992
final
HDX
2026-04-07
2014-12-21T00:00:00
2
1,003,114
LY0212
104
14.375
16.94936
42.134617
44.41699
85.5
100.10673
88.27137
95.3814
86.10296
final
HDX
2026-04-07
2019-09-21T00:00:00
2
1,003,116
LY0214
1,113
1.519317
3.725487
4.577718
7.618568
4.642408
7.724169
74.7158
75.90178
75.78026
final
HDX
2026-04-07
2022-01-21T00:00:00
2
1,003,117
LY0215
233
8.7897
13.272389
34.828327
34.572388
76.17168
104.06609
75.46742
100.64676
74.4243
final
HDX
2026-04-07
1993-10-11T00:00:00
1
900,169
LY01
27,378
0.446965
0.573957
1.085762
1.400651
1.451384
1.758467
97.72168
95.08035
95.45633
final
HDX
2026-04-07
1981-07-01T00:00:00
2
1,003,109
LY0107
15,004
0
0.000047
0
0.000047
0.064716
0.0679
99.99906
99.99906
99.93718
final
HDX
2026-04-07
2002-09-21T00:00:00
2
1,003,105
LY0103
512
5.398438
1.476693
7.029297
2.68457
7.029297
2.685352
160.55165
156.53831
156.5224
final
HDX
2026-04-07
2010-01-11T00:00:00
2
1,003,111
LY0209
2,450
2.804082
3.176503
7.285714
10.475061
19.768978
30.713932
95.44523
79.3904
69.35383
final
HDX
2026-04-07
1993-04-21T00:00:00
2
1,003,115
LY0213
108
3.990741
3.204321
7.935185
9.374383
45.39815
49.76883
109.58544
89.987755
92.019775
final
HDX
2026-04-07
2021-09-11T00:00:00
2
1,003,123
LY0321
1,830
0.000546
0.061403
0.032787
0.165756
0.791257
1.01929
98.797646
97.42596
96.21164
final
HDX
2026-04-07
2019-09-01T00:00:00
2
1,003,120
LY0318
3,711
0.255726
0.233109
0.255726
0.237717
0.663164
0.332031
100.43219
100.34385
106.21026
final
HDX
2026-04-07
1981-03-11T00:00:00
1
900,169
LY01
27,378
0.567755
1.264542
3.622434
4.651815
null
null
88.87729
89.33485
null
final
HDX
2026-04-07
1988-10-21T00:00:00
2
1,003,115
LY0213
108
3.777778
7.015432
6.814815
18.627161
16.814816
25.107716
73.05419
50.005222
72.455894
final
HDX
2026-04-07
1998-09-01T00:00:00
2
1,003,116
LY0214
1,113
1.84097
1.773315
1.906559
1.878916
2.199461
2.068793
100.99884
100.401855
101.84852
final
HDX
2026-04-07
2002-02-21T00:00:00
2
1,003,118
LY0216
2,889
2.696781
3.045598
10.757356
10.42633
32.710625
40.906
95.664505
102.14585
82.14749
final
HDX
2026-04-07
2004-12-21T00:00:00
2
1,003,121
LY0319
629
0.5469
0.607737
1.602544
1.614255
3.322734
4.094436
98.915115
99.82293
91.51458
final
HDX
2026-04-07
1987-01-01T00:00:00
2
1,003,125
LY0101
798
18.177944
18.802214
60.745613
59.789013
115.3371
107.99131
97.377266
101.47648
106.5012
final
HDX
2026-04-07
2000-11-21T00:00:00
1
900,170
LY02
10,010
3.146254
4.973327
8.002797
13.882404
32.30649
30.49702
81.680405
68.86198
105.097534
final
HDX
2026-04-07
2014-07-21T00:00:00
1
900,171
LY03
21,661
0
0.000345
0
0.000734
1.604635
1.564829
99.9931
99.98533
100.606346
final
HDX
2026-04-07
2007-05-01T00:00:00
1
900,171
LY03
21,661
0.238816
0.348356
1.341766
1.105254
4.65611
4.881375
97.951904
103.87392
97.7203
final
HDX
2026-04-07
2012-01-01T00:00:00
1
900,170
LY02
10,010
9.484016
7.681202
23.57932
23.91316
45.843353
52.84218
114.21644
98.845375
87.90014
final
HDX
2026-04-07
1987-05-11T00:00:00
2
1,003,114
LY0212
104
1.028846
0.655128
4.971154
5.667628
31.365385
40.189743
106.60849
93.47113
80.47266
final
HDX
2026-04-07
1992-02-11T00:00:00
2
1,003,113
LY0211
31
3.806452
7.334409
32.64516
38.055916
164.00002
140.33119
71.39744
87.43319
116.286125
final
HDX
2026-04-07
2005-02-21T00:00:00
2
1,003,114
LY0212
104
4.471154
8.66923
25.432692
28.934616
143.68271
131.2843
69.288124
89.68038
109.09746
final
HDX
2026-04-07
2002-05-11T00:00:00
2
1,003,106
LY0104
2,998
0.156438
0.299822
1.1501
1.485246
12.265844
14.417422
97.29454
94.83219
88.91934
final
HDX
2026-04-07
1993-09-01T00:00:00
2
1,003,104
LY0102
399
0.784461
0.521972
0.784461
0.523559
0.909774
0.68939
104.75354
104.72344
103.8736
final
HDX
2026-04-07
2019-03-21T00:00:00
1
900,171
LY03
21,661
0.806749
0.762458
2.107567
2.167996
5.272886
5.91072
100.76862
99.15695
94.15407
final
HDX
2026-04-07
2002-06-11T00:00:00
2
1,003,117
LY0215
233
0.017167
0.030758
0.712446
1.224893
13.690986
16.943491
99.72985
91.76779
85.17782
final
HDX
2026-04-07
1990-01-01T00:00:00
2
1,003,116
LY0214
1,113
16.64151
13.214825
30.36478
38.12986
61.935314
83.34603
118.81262
81.99605
75.76494
final
HDX
2026-04-07
1995-11-11T00:00:00
1
900,170
LY02
10,010
3.917982
4.652694
16.470629
13.390277
38.169533
25.603746
92.388535
116.749886
141.05963
final
HDX
2026-04-07
2022-06-01T00:00:00
2
1,003,113
LY0211
31
0
0.254839
1.322581
1.658065
25
26.341936
95.15039
94.961235
95.7184
final
HDX
2026-04-07
2025-04-01T00:00:00
2
1,003,106
LY0104
2,998
1.20914
1.069091
7.588392
5.751056
57.46598
37.81253
102.30758
117.08982
145.90584
final
HDX
2026-04-07
1981-03-01T00:00:00
2
1,003,107
LY0105
7,331
1.616833
1.866858
8.066976
9.030528
null
null
96.35896
93.13246
null
final
HDX
2026-04-07
2014-02-21T00:00:00
2
1,003,121
LY0319
629
0.125596
0.164176
0.853736
1.000106
4.073132
4.172761
99.25293
97.56054
98.91386
final
HDX
2026-04-07
2004-03-11T00:00:00
2
1,003,117
LY0215
233
1.969957
4.779399
28.540771
16.01359
89.62661
81.21731
71.27183
159.61467
109.75361
final
HDX
2026-04-07
2014-02-11T00:00:00
2
1,003,121
LY0319
629
0.317965
0.401643
1.243243
1.370694
4.114468
4.200636
98.45088
97.99942
99.06345
final
HDX
2026-04-07
1994-12-01T00:00:00
2
1,003,108
LY0106
336
16.565475
24.238295
44.5625
44.588295
89.815475
71.332245
73.75764
99.94798
124.21419
final
HDX
2026-04-07
1987-05-11T00:00:00
2
1,003,120
LY0318
3,711
0.747238
0.538543
2.176772
2.232902
11.026139
11.05533
103.76805
99.22395
99.81818
final
HDX
2026-04-07
2017-07-11T00:00:00
2
1,003,110
LY0208
2,819
0
0
0.005321
0.007296
5.04044
4.948729
100
99.96056
100.92184
final
HDX
2026-04-07
2000-11-01T00:00:00
2
1,003,109
LY0107
15,004
0
0.000002
0.070315
0.067766
0.229805
0.241584
99.999954
100.050285
99.775276
final
HDX
2026-04-07
1983-04-01T00:00:00
2
1,003,107
LY0105
7,331
1.223298
1.061283
6.047196
4.697899
34.733185
31.064466
102.67294
113.9133
110.17267
final
HDX
2026-04-07
1988-06-01T00:00:00
2
1,003,104
LY0102
399
0.240602
0.332749
2.157895
2.651462
30.243107
29.88446
98.27206
93.54937
101.0281
final
HDX
2026-04-07
2006-11-21T00:00:00
2
1,003,117
LY0215
233
4.575107
8.59485
17.95279
27.856367
34.74678
51.0804
70.43188
69.85796
70.87463
final
HDX
2026-04-07
1983-10-11T00:00:00
2
1,003,119
LY0317
4,237
1.02195
1.273149
2.531508
3.126914
2.884116
3.519322
95.995636
92.67366
92.543945
final
HDX
2026-04-07
2014-03-01T00:00:00
2
1,003,105
LY0103
512
5.314453
5.164128
24.033203
26.717318
139.88086
138.2203
101.47898
91.537384
101.15944
final
HDX
2026-04-07
2007-02-01T00:00:00
2
1,003,120
LY0318
3,711
1.29453
1.209773
3.813797
4.497296
10.763676
11.419061
101.3649
92.80322
96.00839
final
HDX
2026-04-07
2009-04-21T00:00:00
2
1,003,112
LY0210
263
2.680608
4.672751
10.737642
13.463244
48.13308
70.34221
79.404594
85.23768
70.52232
final
HDX
2026-04-07
2015-03-21T00:00:00
2
1,003,120
LY0318
3,711
4.04581
1.943295
9.14255
5.373395
16.87766
13.577868
130.28123
136.33484
117.761955
final
HDX
2026-04-07
2003-03-11T00:00:00
2
1,003,118
LY0216
2,889
2.466251
4.593885
6.723434
12.122765
34.65282
41.768303
77.82302
68.46694
84.785675
final
HDX
2026-04-07
1999-11-21T00:00:00
2
1,003,104
LY0102
399
4.952381
11.131913
16.947369
26.18747
31.456139
43.201004
61.693745
70.37239
75.63357
final
HDX
2026-04-07
2013-04-11T00:00:00
2
1,003,121
LY0319
629
0.222576
0.035029
0.248013
0.169634
1.664547
1.858082
103.72484
101.51613
97.178
final
HDX
2026-04-07
2004-11-01T00:00:00
2
1,003,123
LY0321
1,830
0.125683
0.151913
0.586339
1.068051
0.643169
1.851566
99.49087
92.06151
82.3632
final
HDX
2026-04-07
2012-01-11T00:00:00
2
1,003,120
LY0318
3,711
1.161412
1.618045
3.180005
4.274059
8.639181
10.754073
93.10018
88.20307
86.575584
final
HDX
2026-04-07
1998-03-01T00:00:00
2
1,003,106
LY0104
2,998
2.639426
2.65179
11.088726
11.57634
48.719482
54.932686
99.83842
97.05837
89.633026
final
HDX
2026-04-07
1999-03-11T00:00:00
2
1,003,109
LY0107
15,004
0.01333
0.013852
0.026193
0.026013
0.367369
0.300093
99.98959
100.003586
101.269325
final
HDX
2026-04-07
2007-01-11T00:00:00
2
1,003,114
LY0212
104
11.548077
18.407051
37.153847
53.307373
109.70192
124.261856
70.696976
72.29591
88.73609
final
HDX
2026-04-07
1998-12-21T00:00:00
2
1,003,107
LY0105
7,331
9.483017
7.76277
28.512072
20.63192
35.315647
27.448715
113.47864
130.7435
124.2442
final
HDX
2026-04-07
1993-12-21T00:00:00
2
1,003,115
LY0213
108
18.101852
15.346296
36.51852
40.476543
86.94444
86.29074
113.54328
91.29656
100.716064
final
HDX
2026-04-07
1988-03-11T00:00:00
2
1,003,105
LY0103
512
9.5625
5.573763
31.335938
20.180664
125.15234
119.98073
137.72296
144.30095
104.13793
final
HDX
2026-04-07
2016-10-21T00:00:00
2
1,003,104
LY0102
399
2.684211
6.193902
7.586466
13.864745
10.02005
17.015455
68.64641
66.719505
68.22503
final
HDX
2026-04-07
2007-02-01T00:00:00
2
1,003,117
LY0215
233
8.467812
7.982117
18.545065
32.116024
89.70816
104.09285
103.741264
63.43639
86.81427
final
HDX
2026-04-07
1993-11-21T00:00:00
2
1,003,110
LY0208
2,819
12.599858
5.637921
18.582123
13.892822
27.672934
27.550526
165.44452
124.82054
100.37606
final
HDX
2026-04-07
2000-04-11T00:00:00
1
900,171
LY03
21,661
0.301648
0.380263
1.310789
1.593332
4.880061
5.480887
98.53884
95.714714
94.26742
final
HDX
2026-04-07
2009-05-11T00:00:00
2
1,003,104
LY0102
399
1.012531
1.190476
3.082707
4.872765
47.263157
49.622723
97.1255
81.86873
95.68025
final
HDX
2026-04-07
2001-02-21T00:00:00
2
1,003,113
LY0211
31
6.064516
7.578495
39.451614
25.73441
105.838715
133.7301
87.96375
144.63142
79.89522
final
HDX
2026-04-07
2011-06-11T00:00:00
2
1,003,112
LY0210
263
0.292776
0.362484
2.148289
2.181496
21.441063
26.204689
98.70007
99.537605
84.73426
final
HDX
2026-04-07
2008-10-11T00:00:00
2
1,003,125
LY0101
798
6.885965
3.489181
14.729323
8.221387
15.285715
8.968463
140.01309
149.22281
145.22511
final
HDX
2026-04-07
2023-02-11T00:00:00
2
1,003,111
LY0209
2,450
3.301225
2.305687
8.920816
8.301783
24.094692
30.243294
113.626884
104.65376
82.55384
final
HDX
2026-04-07
1998-08-01T00:00:00
2
1,003,125
LY0101
798
0
0
0
0.000209
2.753133
2.301838
100
99.99582
106.18056
final
HDX
2026-04-07
1999-03-21T00:00:00
2
1,003,108
LY0106
336
17.044643
11.735516
31.488096
30.236706
132.32143
168.80188
131.72371
103.55139
79.01032
final
HDX
2026-04-07
2009-07-01T00:00:00
2
1,003,123
LY0321
1,830
0
0.000364
1.618579
1.756448
3.92459
4.514973
99.992714
97.95945
93.79523
final
HDX
2026-04-07
2011-01-01T00:00:00
2
1,003,123
LY0321
1,830
0.125683
0.162186
0.127869
0.314791
2.420765
1.639581
99.29288
96.48299
111.76555
final
HDX
2026-04-07
2017-06-01T00:00:00
1
900,171
LY03
21,661
0.590277
0.212642
1.044966
0.880059
4.171368
3.895494
107.24462
102.804504
103.101265
final
HDX
2026-04-07
2005-05-11T00:00:00
2
1,003,107
LY0105
7,331
0.297504
0.427818
1.639613
1.822303
12.35766
12.29703
97.59915
97.32217
100.35051
final
HDX
2026-04-07
1996-01-21T00:00:00
2
1,003,124
LY0322
10,074
0.056681
0.028936
0.056978
0.029988
0.089637
0.04409
100.5517
100.53658
100.90296
final
HDX
2026-04-07
2019-02-11T00:00:00
2
1,003,118
LY0216
2,889
4.480789
3.606704
14.824507
13.879636
34.590515
41.368584
110.15587
105.004715
85.382195
final
HDX
2026-04-07
2004-02-21T00:00:00
2
1,003,117
LY0215
233
7.34764
6.064378
12.781117
20.535192
130.48926
97.12232
111.59814
69.63377
132.67351
final
HDX
2026-04-07
1995-10-21T00:00:00
2
1,003,112
LY0210
263
26.513308
9.987072
70.0038
25.212294
80.55133
33.875412
210.26996
248.25589
220.0654
final
HDX
2026-04-07
2005-03-21T00:00:00
2
1,003,122
LY0320
1,180
0.9
0.859915
2.455932
2.331243
2.797458
3.015282
100.684044
101.7008
97.28238
final
HDX
2026-04-07
2001-07-21T00:00:00
2
1,003,125
LY0101
798
0
0
0
0.000334
2.184211
3.761445
100
99.99331
81.99802
final
HDX
2026-04-07
1994-04-21T00:00:00
2
1,003,122
LY0320
1,180
0.045763
0.106186
0.265254
0.369831
2.936441
2.905057
98.81665
98.05251
100.39702
final
HDX
2026-04-07
2008-08-21T00:00:00
2
1,003,110
LY0208
2,819
0
0.000946
0
0.000946
0.404753
0.34491
99.98108
99.98108
101.11965
final
HDX
2026-04-07
1981-06-01T00:00:00
2
1,003,105
LY0103
512
0.013672
0.186719
0.746094
1.469206
9.632813
19.80319
96.66365
88.82224
58.99569
final
HDX
2026-04-07
2007-10-21T00:00:00
2
1,003,116
LY0214
1,113
17.033243
8.553579
31.244385
22.224619
36.941597
29.948788
162.56401
133.13092
120.00873
final
HDX
2026-04-07
1981-10-21T00:00:00
2
1,003,115
LY0213
108
3.611111
7.015432
7.472222
18.627161
11.453703
25.107716
71.66708
52.78765
54.649456
final
HDX
2026-04-07
2023-07-11T00:00:00
2
1,003,111
LY0209
2,450
0
0
0.030612
0.015605
6.007755
5.830966
100
100.2992
101.63226
final
HDX
2026-04-07
2007-07-11T00:00:00
2
1,003,109
LY0107
15,004
0
0.000806
0
0.000853
0.04912
0.068377
99.98388
99.98294
99.620056
final
HDX
2026-04-07
2009-05-11T00:00:00
2
1,003,120
LY0318
3,711
0.382916
0.538543
1.595527
2.232902
8.5225
11.05533
97.190094
91.18783
84.224365
final
HDX
2026-04-07
1986-02-01T00:00:00
2
1,003,112
LY0210
263
4.209126
13.084411
36.357414
54.148544
137.42584
144.41356
50.923
69.92127
95.32324
final
HDX
2026-04-07
2011-12-11T00:00:00
2
1,003,109
LY0107
15,004
0.022794
0.026018
0.030992
0.039387
0.122701
0.13384
99.93585
99.8334
99.78302
final
HDX
2026-04-07
1983-04-21T00:00:00
2
1,003,114
LY0212
104
2.269231
3.705769
6.721154
10.833975
44.240383
58.493267
83.499
74.02534
77.55213
final
HDX
2026-04-07
1998-01-11T00:00:00
2
1,003,116
LY0214
1,113
14.267745
13.541539
40.608265
39.786522
99.5912
90.12489
103.91666
101.8348
109.95145
final
HDX
2026-04-07
2015-10-21T00:00:00
2
1,003,122
LY0320
1,180
0.364407
0.36404
1.130509
0.926356
1.930509
1.012825
100.00684
103.444824
115.2621
final
HDX
2026-04-07
1998-03-01T00:00:00
2
1,003,104
LY0102
399
3.22807
7.282038
23.243107
38.32398
132.21303
183.82407
66.992714
65.190475
72.66713
final
HDX
2026-04-07
1998-07-21T00:00:00
2
1,003,120
LY0318
3,711
0
0
0
0
2.982484
1.864852
100
100
116.28051
final
HDX
2026-04-07
1983-07-21T00:00:00
1
900,169
LY01
27,378
0.006903
0.006164
0.007269
0.007024
0.928483
0.846637
100.014755
100.00489
101.39987
final
HDX
2026-04-07
1999-03-11T00:00:00
1
900,171
LY03
21,661
0.986935
0.697112
2.433313
1.90733
6.711601
5.68754
105.0872
107.61486
109.581825
final
HDX
2026-04-07
End of preview. Expand in Data Studio

Libya: Rainfall Indicators at Subnational Level | Africa (original)

Size category: 10K<n<100K - Formats: parquet - Sector: climate_environment - 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: Libya: Rainfall Indicators at Subnational Level Publisher: WFP - World Food Programme · Source: HDX · License: cc-by · Updated: 2026-04-03 Abstract This dataset contains dekadal rainfall indicators, computed from Climate Hazards Group InfraRed Precipitation satellite imagery with insitu Station data (CHIRPS) version 2 and the CHIRPS-GEFS short term rainfall forecasts, aggregated by subnational administrative units. Included indicators are (for each dekad): 10 day… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-lby-rainfall-subnational.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-lby-rainfall-subnational
Sector climate_environment
Topic tags humanitarian, hdx, electric-sheep-africa, climate-weather, environment, lby
Modalities tabular, text
Formats parquet
Size category 10K<n<100K
Countries Libya
ISO3 coverage LBY
Last modified on HF 2026-04-07 06:36:35+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-lby-rainfall-subnational")
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_lby_rainfall_subnational_2026,
  title        = {Libya: Rainfall Indicators at Subnational Level | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-lby-rainfall-subnational},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-lby-rainfall-subnational}}
}

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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