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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
version
string
esa_source
string
esa_processed
string
2000-08-11T00:00:00
2
1,001,719
SN0501
37
35.756756
61.197296
178.83784
149.98558
266.6216
249.1928
61.56861
118.61609
106.85654
final
HDX
2026-04-08
1981-08-21T00:00:00
1
900,738
SN03
218
99.2477
90.281654
225.97707
221.82248
369.6147
377.73242
109.41005
101.83165
97.879005
final
HDX
2026-04-08
1994-04-11T00:00:00
2
1,001,716
SN1202
524
0
0
0.026718
0.024427
0.074427
0.074109
100
100.045586
100.00627
final
HDX
2026-04-08
1995-02-11T00:00:00
2
1,001,730
SN0404
89
0
0
0.078652
0.021348
0.078652
0.118727
100
101.14119
99.217094
final
HDX
2026-04-08
1985-12-01T00:00:00
2
1,001,722
SN0502
61
0.377049
0.091257
0.377049
0.091257
114.54098
130.79562
105.613396
105.613396
88.03007
final
HDX
2026-04-08
2003-03-11T00:00:00
2
1,001,728
SN0802
542
0
0
0
0.012239
0.151292
0.488253
100
99.75583
93.860306
final
HDX
2026-04-08
2024-11-21T00:00:00
2
1,001,741
SN1003
28
0
0
1
1
120.24999
118.44524
100
100
101.462
final
HDX
2026-04-08
1992-07-01T00:00:00
1
900,739
SN02
162
13.716049
21.722221
21.462963
39.4321
30.617283
44.52963
70.039276
59.558212
71.911064
final
HDX
2026-04-08
2025-09-11T00:00:00
1
900,736
SN10
640
19.232813
23.112917
86.296875
95.13276
239.43594
224.6686
86.19814
91.17583
106.42985
final
HDX
2026-04-08
2009-02-01T00:00:00
2
1,001,745
SN1204
447
0
0
0
0
0.024609
0.057345
100
100
99.352684
final
HDX
2026-04-08
1981-08-01T00:00:00
2
1,001,746
SN1302
54
83.31481
41.741974
146.64815
101.58148
182.85184
132.59691
188.94112
142.28377
136.5233
final
HDX
2026-04-08
2006-11-11T00:00:00
2
1,001,741
SN1003
28
0
0
2
3.784524
126.214294
156.83453
100
79.68559
81.07929
final
HDX
2026-04-08
1991-02-01T00:00:00
2
1,001,741
SN1003
28
0.357143
0.202381
1.178572
0.380952
1.214286
0.52381
102.97482
114.82302
112.5
final
HDX
2026-04-08
2010-11-21T00:00:00
1
900,736
SN10
640
0
0
0.66875
0.736667
193.60313
90.6512
100
98.81609
207.63266
final
HDX
2026-04-08
2018-10-11T00:00:00
2
1,001,714
SN0302
88
5.590909
13.117045
48.44318
84.14697
502.29547
556.67804
58.458256
59.949516
90.31784
final
HDX
2026-04-08
1988-04-01T00:00:00
2
1,001,705
SN1201
227
0
0
0
0
0
0
100
100
100
final
HDX
2026-04-08
2019-07-21T00:00:00
2
1,001,720
SN0402
93
34.677418
56.782795
73
133.95233
112.19354
183.79462
64.220825
56.13436
62.07462
final
HDX
2026-04-08
1982-06-11T00:00:00
1
900,734
SN13
220
1.363636
3.564242
3.572727
6.820455
3.654545
6.899242
74.304726
72.52451
72.7319
final
HDX
2026-04-08
2018-11-11T00:00:00
1
900,740
SN04
369
0
0
3.888889
8.841102
322.72086
258.20163
100
64.22096
124.51323
final
HDX
2026-04-08
2011-12-11T00:00:00
2
1,001,738
SN1002
445
0
0
0
0.000075
34.1236
35.719177
100
99.998505
96.081505
final
HDX
2026-04-08
2013-09-01T00:00:00
2
1,001,716
SN1202
524
135.78625
64.26616
302.75
236.64682
602.2882
500.01712
203.25403
127.355286
120.251015
final
HDX
2026-04-08
1981-01-21T00:00:00
2
1,001,743
SN0603
260
0
0
0
0
null
null
100
100
null
final
HDX
2026-04-08
2024-06-11T00:00:00
1
900,732
SN09
967
8.713547
9.810686
12.555326
19.413788
12.828335
19.81696
92.59225
71.90742
71.83932
final
HDX
2026-04-08
2008-02-11T00:00:00
2
1,001,707
SN1401
162
0
0.000617
0
0.000617
0.265432
0.562757
99.98765
99.98765
94.655075
final
HDX
2026-04-08
1981-08-01T00:00:00
2
1,001,715
SN0303
48
93.875
37.78611
133.83334
112.42986
204.47916
168.28612
231.09135
118.22661
120.88629
final
HDX
2026-04-08
2020-08-11T00:00:00
2
1,001,738
SN1002
445
11.813483
39.47378
88.058426
94.56659
151.9528
144.46405
37.805386
93.4635
105.0104
final
HDX
2026-04-08
2025-12-11T00:00:00
2
1,001,730
SN0404
89
0
0
0.011236
0.033333
83.404495
77.873405
100
99.56098
106.67415
final
HDX
2026-04-08
2006-01-11T00:00:00
1
900,737
SN01
15
0
0.066667
0.133333
0.553333
7.733334
6.095556
98.68421
92.43697
114.76066
final
HDX
2026-04-08
1998-05-21T00:00:00
2
1,001,705
SN1201
227
1.788546
6.358884
9.105727
11.022907
9.54185
11.487518
59.764202
88.03475
88.19914
final
HDX
2026-04-08
2015-04-11T00:00:00
1
900,738
SN03
218
0
0
0
0
0
0.030428
100
100
99.39512
final
HDX
2026-04-08
2011-09-01T00:00:00
2
1,001,729
SN0803
187
36.101604
42.421925
120.491974
125.18984
243.69519
225.68842
86.67216
96.39152
107.80567
final
HDX
2026-04-08
2005-08-21T00:00:00
2
1,001,740
SN0104
11
94.72727
73.3303
295.63635
174.83333
427.81815
252.2606
127.316345
167.17499
168.24112
final
HDX
2026-04-08
1984-01-11T00:00:00
2
1,001,716
SN1202
524
0
0
0
0
5.04771
11.058779
100
100
62.568336
final
HDX
2026-04-08
2012-11-11T00:00:00
2
1,001,738
SN1002
445
0
0
5.485393
3.384419
138.62921
130.79385
100
125.058075
105.77004
final
HDX
2026-04-08
1987-11-11T00:00:00
2
1,001,739
SN0903
483
0
0
2.915114
5.937543
242.01038
213.95377
100
72.36647
112.813934
final
HDX
2026-04-08
2020-10-01T00:00:00
2
1,001,744
SN1103
93
49.784946
35.49964
249.75269
180.381
1,129.5698
762.6552
135.27267
137.42114
147.7968
final
HDX
2026-04-08
2000-05-11T00:00:00
1
900,736
SN10
640
0.014063
0.022396
0.017188
0.026719
0.021875
0.038906
99.834076
99.810394
99.662
final
HDX
2026-04-08
2009-07-01T00:00:00
2
1,001,728
SN0802
542
23.961254
23.859102
42.369003
40.29963
44.9262
44.761562
100.353966
104.56819
100.33086
final
HDX
2026-04-08
2025-01-01T00:00:00
2
1,001,709
SN1101
92
0
0
0
0.006884
51.260868
37.741665
100
99.86251
131.63004
final
HDX
2026-04-08
2003-05-11T00:00:00
2
1,001,714
SN0302
88
0
0
0
0.010606
0
0.010606
100
99.78832
99.78832
final
HDX
2026-04-08
2015-11-11T00:00:00
1
900,731
SN07
452
0.170354
0.260251
38.09292
17.179941
547.88495
424.1152
98.29102
194.2878
128.843
final
HDX
2026-04-08
2004-06-21T00:00:00
2
1,001,724
SN0601
236
30.04661
49.825283
100.279655
135.63588
145.47882
181.62895
63.92417
74.85974
80.629944
final
HDX
2026-04-08
1997-06-01T00:00:00
2
1,001,731
SN0902
195
15.476923
4.680513
16.815384
5.732821
16.815384
5.732821
211.52725
203.25864
203.25864
final
HDX
2026-04-08
2006-12-01T00:00:00
1
900,734
SN13
220
0.013636
0.028333
0.013636
0.031212
102.67727
106.1556
99.707726
99.650665
96.87076
final
HDX
2026-04-08
2017-04-21T00:00:00
2
1,001,732
SN0203
73
0
0
0
0
0
0
100
100
100
final
HDX
2026-04-08
1988-09-11T00:00:00
2
1,001,725
SN0701
111
98.12613
82.57898
327.54053
307.86517
990.85596
787.6961
117.752144
106.288765
125.628975
final
HDX
2026-04-08
1997-08-21T00:00:00
2
1,001,725
SN0701
111
169.21622
134.51712
342.6667
339.98108
691.6487
681.1444
124.87085
100.77849
101.53091
final
HDX
2026-04-08
2008-02-21T00:00:00
2
1,001,710
SN1001
167
0.023952
0.023752
0.628743
0.340918
0.778443
0.694611
100.00397
105.389046
101.47214
final
HDX
2026-04-08
1999-04-21T00:00:00
2
1,001,727
SN0403
149
0
0
0
0
0
0
100
100
100
final
HDX
2026-04-08
2017-08-21T00:00:00
2
1,001,710
SN1001
167
36.628742
37.416367
73.67665
90.64132
108.365265
144.48424
98.14311
82.2622
75.83761
final
HDX
2026-04-08
1995-07-21T00:00:00
2
1,001,719
SN0501
37
20.297297
46.54054
83.62162
110.06036
129.24324
145.74774
49.08233
77.02185
89.051575
final
HDX
2026-04-08
2002-09-01T00:00:00
2
1,001,722
SN0502
61
62.065575
66.92022
249.2131
222.04372
461.9672
438.4033
93.24996
111.96658
105.31432
final
HDX
2026-04-08
2004-07-11T00:00:00
1
900,736
SN10
640
15.925
20.034843
38.73594
40.66818
41.96875
44.665676
83.5835
95.76896
94.56984
final
HDX
2026-04-08
1985-09-01T00:00:00
2
1,001,723
SN0801
136
40.110294
52.374264
149.80882
161.69337
246.86029
281.64902
78.62462
92.870415
87.86365
final
HDX
2026-04-08
2009-03-01T00:00:00
2
1,001,709
SN1101
92
0
0
0
0
0
0.006884
100
100
99.86251
final
HDX
2026-04-08
1998-04-21T00:00:00
2
1,001,729
SN0803
187
0
0
0
0
0.080214
0.130838
100
100
99.01334
final
HDX
2026-04-08
2021-11-11T00:00:00
2
1,001,713
SN0301
82
0.02439
0.031707
13.402439
5.962195
280.65854
279.3138
99.85458
167.87186
100.47298
final
HDX
2026-04-08
2011-03-11T00:00:00
2
1,001,716
SN1202
524
0.022901
0.027226
0.043893
0.049682
0.043893
0.049682
99.91395
99.88536
99.88536
final
HDX
2026-04-08
2016-11-01T00:00:00
1
900,729
SN05
172
1
1.075388
9.575581
20.438566
388.58722
355.28082
98.75913
57.297176
109.24456
final
HDX
2026-04-08
2006-04-11T00:00:00
2
1,001,747
SN1303
103
0
0
0
0
0
0.180906
100
100
96.50821
final
HDX
2026-04-08
1997-06-01T00:00:00
1
900,736
SN10
640
6.289063
1.414479
6.982812
1.923073
6.990625
1.927396
175.99344
173.08517
173.08995
final
HDX
2026-04-08
2016-01-01T00:00:00
2
1,001,734
SN0702
161
0
0
0.012422
0.002484
101.16148
36.33913
100
100.19866
256.80627
final
HDX
2026-04-08
2001-01-01T00:00:00
2
1,001,719
SN0501
37
0
0.134234
0
0.183784
43.37838
18.353153
97.3855
96.454636
207.15994
final
HDX
2026-04-08
2005-11-01T00:00:00
1
900,741
SN08
865
0.975723
0.989249
15.534104
12.767399
274.80692
239.83583
99.774155
115.57181
114.28348
final
HDX
2026-04-08
2020-09-01T00:00:00
2
1,001,729
SN0803
187
112.44385
42.421925
197.6524
125.18984
316.45453
225.68842
247.65727
155.65913
139.34576
final
HDX
2026-04-08
2006-02-01T00:00:00
2
1,001,708
SN0401
38
0
0
0
0.073684
0.394737
0.923684
100
98.547714
91.07063
final
HDX
2026-04-08
1986-02-11T00:00:00
2
1,001,722
SN0502
61
0
0
0
0.001639
1.655738
0.312022
100
99.967224
125.29576
final
HDX
2026-04-08
2022-06-11T00:00:00
2
1,001,742
SN0602
62
76.17742
50.231182
165.7258
116.30645
181.40323
142.00162
146.97752
140.73926
126.80352
final
HDX
2026-04-08
2019-02-11T00:00:00
2
1,001,727
SN0403
149
0
0
0
0
0.248322
0.278076
100
100
99.43627
final
HDX
2026-04-08
2013-11-21T00:00:00
2
1,001,729
SN0803
187
0
0
0.994652
0.972014
166.74867
125.02709
100
100.37906
132.08682
final
HDX
2026-04-08
1996-12-01T00:00:00
2
1,001,741
SN1003
28
0
0.021429
0
0.021429
30.071428
75.61191
99.57326
99.57326
43.506508
final
HDX
2026-04-08
1996-08-01T00:00:00
2
1,001,742
SN0602
62
139.64516
112.67527
269.9516
271.56238
460.80646
535.73444
122.91891
99.41757
86.143295
final
HDX
2026-04-08
2012-01-21T00:00:00
2
1,001,744
SN1103
93
0
0
0
0
1.784946
2.544803
100
100
89.92875
final
HDX
2026-04-08
2020-02-21T00:00:00
1
900,729
SN05
172
0
0
0
0
0.081395
0.220155
100
100
97.34184
final
HDX
2026-04-08
1988-04-21T00:00:00
2
1,001,708
SN0401
38
0
0
0
0
0
0
100
100
100
final
HDX
2026-04-08
2018-02-11T00:00:00
2
1,001,726
SN1203
236
0
0.001554
0
0.001554
0.04661
0.064972
99.96894
99.96894
99.63748
final
HDX
2026-04-08
1999-05-01T00:00:00
2
1,001,724
SN0601
236
13.93644
9.219774
16.262712
11.431356
16.288136
11.474011
133.16975
129.40327
129.22255
final
HDX
2026-04-08
2002-12-11T00:00:00
2
1,001,724
SN0601
236
0
0
0
0.001695
170.92372
162.20876
100
99.96612
105.212036
final
HDX
2026-04-08
2009-04-01T00:00:00
2
1,001,734
SN0702
161
0
0
0
0
0
0
100
100
100
final
HDX
2026-04-08
2024-06-01T00:00:00
2
1,001,732
SN0203
73
1.123288
4.514612
2.123288
5.524201
2.123288
5.524201
64.356674
67.68484
67.68484
final
HDX
2026-04-08
2011-12-11T00:00:00
2
1,001,748
SN0703
180
0.061111
0.076111
0.355556
0.394815
78.28889
142.87204
99.70449
99.27228
56.32497
final
HDX
2026-04-08
1984-10-11T00:00:00
2
1,001,737
SN0103
2
3
6.866667
50
61.116665
237.5
391.53333
67.41573
83.18629
61.15501
final
HDX
2026-04-08
2015-01-01T00:00:00
2
1,001,749
SN1403
39
0
0
0.153846
0.22735
37.051285
66.69316
100
98.593864
58.65453
final
HDX
2026-04-08
2010-04-01T00:00:00
1
900,735
SN14
243
0.024691
0.030864
0.024691
0.040466
0.024691
0.04513
99.877304
99.68704
99.59489
final
HDX
2026-04-08
2016-04-01T00:00:00
2
1,001,721
SN0901
289
0
0
0
0
0.107266
0.078547
100
100
100.56551
final
HDX
2026-04-08
1990-06-11T00:00:00
1
900,734
SN13
220
1.690909
3.564242
4.427273
6.820455
4.495455
6.899242
78.12611
79.75389
79.79882
final
HDX
2026-04-08
2001-03-21T00:00:00
2
1,001,709
SN1101
92
0
0
0
0
0
0
100
100
100
final
HDX
2026-04-08
1991-10-21T00:00:00
2
1,001,730
SN0404
89
3.808989
6.767416
45.213486
35.76704
311.11237
343.47342
74.85916
123.17177
90.71348
final
HDX
2026-04-08
2001-04-11T00:00:00
2
1,001,734
SN0702
161
0
0
0
0
0
0
100
100
100
final
HDX
2026-04-08
1997-09-01T00:00:00
2
1,001,727
SN0403
149
58.5302
54.934677
218.89261
183.48904
353.745
399.52975
105.99908
118.78282
88.68198
final
HDX
2026-04-08
1994-08-01T00:00:00
2
1,001,725
SN0701
111
76.83784
95.344444
247.88287
252.95105
475.25226
447.9117
81.556915
98.03522
106.03661
final
HDX
2026-04-08
2004-03-21T00:00:00
2
1,001,723
SN0801
136
0
0
0
0
0.036765
0.289951
100
100
95.21382
final
HDX
2026-04-08
2003-03-01T00:00:00
1
900,742
SN11
243
0.012346
0.009739
0.012346
0.009739
0.074074
0.197942
100.052025
100.052025
97.61698
final
HDX
2026-04-08
2016-09-11T00:00:00
2
1,001,707
SN1401
162
111.666664
93.27448
413.58023
360.07922
919.2408
924.7037
118.71512
114.654625
99.41241
final
HDX
2026-04-08
1987-12-11T00:00:00
2
1,001,717
SN1102
58
0.396552
0.549425
1.327586
1.434483
164.67241
185.18736
97.24523
98.33869
89.213295
final
HDX
2026-04-08
1986-12-11T00:00:00
2
1,001,711
SN0101
2
1
1
2
1.983333
77
68.3
100
100.238655
111.869026
final
HDX
2026-04-08
2001-09-01T00:00:00
2
1,001,729
SN0803
187
61.973263
42.421925
136.51337
125.18984
240.32086
225.68842
141.22849
108.6977
106.34295
final
HDX
2026-04-08
2006-07-21T00:00:00
2
1,001,719
SN0501
37
38.567566
46.54054
67.189186
110.06036
113.540535
145.74774
84.53068
62.740273
78.63503
final
HDX
2026-04-08
1985-03-11T00:00:00
2
1,001,732
SN0203
73
0
0
0
0
1.054795
0.269863
100
100
114.894714
final
HDX
2026-04-08
2023-09-01T00:00:00
2
1,001,726
SN1203
236
85.75848
56.640114
244.8771
195.43474
519.01697
421.0038
147.2393
124.667564
123.00757
final
HDX
2026-04-08
End of preview. Expand in Data Studio

Senegal: 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: Senegal: 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-sen-rainfall-subnational.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-sen-rainfall-subnational
Sector climate_environment
Topic tags humanitarian, hdx, electric-sheep-africa, climate-weather, environment, sen
Modalities tabular, text
Formats parquet
Size category 10K<n<100K
Countries Senegal
ISO3 coverage SEN
Last modified on HF 2026-04-15 13:24:50+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-sen-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_sen_rainfall_subnational_2026,
  title        = {Senegal: Rainfall Indicators at Subnational Level | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-sen-rainfall-subnational},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-sen-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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