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pcode
string
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float64
rfh
float64
rfh_avg
float64
r1h
float64
r1h_avg
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r3h
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float64
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string
1990-09-01T00:00:00
2
1,011,469
RW26
22
16.454546
23.366667
35.181816
45.79091
47.545456
68.46667
75.63295
79.11222
71.52285
final
HDX
2026-04-08
1993-02-11T00:00:00
2
1,011,455
RW13
7
26.571428
30.82381
94.57143
82.09524
296.7143
257.56668
88.12974
114.32476
114.90959
final
HDX
2026-04-08
2024-04-21T00:00:00
2
1,011,449
RW45
27
91.25926
49.49259
195.44444
169.61604
329.62964
404.88025
176.6465
114.791534
81.64083
final
HDX
2026-04-08
2018-08-11T00:00:00
1
900,113
RW3
155
4.819355
13.509248
22.258064
30.822796
77.75484
113.65678
53.05108
76.09139
69.743034
final
HDX
2026-04-08
1982-03-21T00:00:00
2
1,011,448
RW53
51
18.882353
55.683006
92.05882
137.10262
204.37256
282.42288
39.355915
68.301926
72.84478
final
HDX
2026-04-08
1987-04-11T00:00:00
1
900,112
RW4
106
35.21698
58.35849
149.26416
180.39749
394.11322
393.38083
63.47528
83.20725
100.183846
final
HDX
2026-04-08
2026-03-11T00:00:00
2
1,011,459
RW56
29
39.86207
41.14253
104.82758
112.48046
377.72412
286.34482
97.22498
93.48583
131.36465
prelim
HDX
2026-04-08
2004-08-11T00:00:00
1
900,111
RW5
305
4.554098
7.702732
12.560656
16.935629
31.042624
58.77858
75.21294
80.0554
56.512115
final
HDX
2026-04-08
2017-09-11T00:00:00
2
1,011,446
RW42
22
41.863636
29.080303
118.545456
77.82273
159
118.07424
137.50945
149.16853
133.2529
final
HDX
2026-04-08
2024-04-01T00:00:00
2
1,011,462
RW52
62
33.83871
46.67258
84.40323
131.05968
197.69354
270.92365
75.16309
65.70883
73.460014
final
HDX
2026-04-08
1982-10-11T00:00:00
2
1,011,464
RW37
31
70.6129
57.972042
161.80646
144.65913
316
274.36343
120.07376
111.45759
114.90408
final
HDX
2026-04-08
1990-11-01T00:00:00
1
900,110
RW1
23
60.739132
45.453625
128.8261
127.66087
272.13043
256.61884
130.29616
100.87835
105.92908
final
HDX
2026-04-08
2025-07-21T00:00:00
2
1,011,472
RW32
19
4.578948
5.635088
18.052631
15.55614
227.78949
187.4807
90.06928
112.144745
120.941734
final
HDX
2026-04-08
2003-02-01T00:00:00
2
1,011,455
RW13
7
8.428572
26.238096
40
73.09048
253.28572
262.9
42.987804
57.625465
96.41124
final
HDX
2026-04-08
2008-09-11T00:00:00
2
1,011,459
RW56
29
31.724138
17.775862
57.37931
42.85747
78.413795
63.24023
161.24149
130.34393
122.235504
final
HDX
2026-04-08
2009-11-01T00:00:00
2
1,011,464
RW37
31
87.129036
57.991398
250.96774
171.78387
419.2258
369.68063
146.25653
144.79134
113.223305
final
HDX
2026-04-08
2024-03-01T00:00:00
2
1,011,445
RW44
20
29.05
47.056667
64.8
110.378334
234.1
273.56168
65.409485
60.496628
85.83378
final
HDX
2026-04-08
1983-03-01T00:00:00
2
1,011,451
RW24
17
35.705883
47.596077
88.647064
118.07451
291.29413
343.19217
77.39338
76.08974
85.095
final
HDX
2026-04-08
1997-05-11T00:00:00
2
1,011,451
RW24
17
32.47059
40.635296
163.76471
146.33725
479.94116
444.09412
82.10879
111.51564
107.98208
final
HDX
2026-04-08
2012-01-21T00:00:00
2
1,011,445
RW44
20
9.15
26.406666
52.65
72.136665
284.84998
302.685
45.05413
74.73748
94.203476
final
HDX
2026-04-08
2012-10-11T00:00:00
2
1,011,459
RW56
29
71.413795
41.242527
144.10345
94.63448
222.20691
151.61264
165.24571
149.65045
145.07571
final
HDX
2026-04-08
1994-01-01T00:00:00
2
1,011,473
RW51
22
36.045456
22.084848
68.22728
85.162125
252.99998
319.2606
151.54398
81.21735
79.565636
final
HDX
2026-04-08
1996-02-11T00:00:00
2
1,011,456
RW55
38
32
28.78772
98.63158
81.33948
231.47368
288.9079
109.50724
120.02803
80.45843
final
HDX
2026-04-08
1981-06-11T00:00:00
2
1,011,463
RW25
37
4.540541
7.604505
82.054054
65.78108
598.56757
414.6234
75.69151
122.99057
143.83553
final
HDX
2026-04-08
2008-04-21T00:00:00
2
1,011,461
RW34
19
42.36842
54.48421
124.684204
171.80527
320.31577
430.80176
79.63192
73.34861
74.647644
final
HDX
2026-04-08
2009-05-01T00:00:00
2
1,011,459
RW56
29
20.965517
36.198853
139.2069
137.77586
371.0345
398.48276
63.024857
101.00229
93.19716
final
HDX
2026-04-08
2020-12-01T00:00:00
2
1,011,452
RW28
22
67.77273
29.331818
151.81818
111.05909
424.31818
317.71362
211.96875
135.11926
133.03378
final
HDX
2026-04-08
2008-11-21T00:00:00
2
1,011,459
RW56
29
28.51724
45.31839
111.44828
133.3115
324.58624
306.76666
66.61032
84.19277
105.71568
final
HDX
2026-04-08
2015-09-01T00:00:00
2
1,011,472
RW32
19
37.157894
30.849123
66.68421
62.245613
101.684204
116.88596
117.59813
106.600586
87.527885
final
HDX
2026-04-08
1995-04-11T00:00:00
2
1,011,462
RW52
62
31.112904
44.41774
105.048386
141.81398
252.14516
297.88495
73.076805
74.9577
84.89862
final
HDX
2026-04-08
2011-10-01T00:00:00
2
1,011,450
RW22
24
45.333332
36.756943
114.91667
85.32083
174.875
138.48889
120.53883
132.76746
125.35814
final
HDX
2026-04-08
2010-03-01T00:00:00
2
1,011,454
RW54
62
69.354836
44.95269
213.83871
95.31989
384.93546
250.87312
148.85051
218.14088
152.39407
final
HDX
2026-04-08
2000-08-21T00:00:00
2
1,011,460
RW35
20
7.6
17.836666
21.35
39.998333
47.949997
85.793335
55.174427
58.557724
58.319252
final
HDX
2026-04-08
1988-07-11T00:00:00
2
1,011,470
RW41
20
3.6
1.745
8.1
7.415
168.15
191.235
127.501854
105.51752
88.23604
final
HDX
2026-04-08
1997-03-11T00:00:00
2
1,011,445
RW44
20
20.45
38.706665
69.9
113.55
222.45
286.16
58.229107
63.180096
78.11855
final
HDX
2026-04-08
2024-04-21T00:00:00
2
1,011,454
RW54
62
49.69355
41.753765
168.38708
147.21452
306
360.66827
116.982124
113.90968
85.04976
final
HDX
2026-04-08
1986-11-21T00:00:00
2
1,011,444
RW57
41
22.414635
42.9252
115.121956
125.13902
270.97562
285.0301
57.202957
92.302795
95.15413
final
HDX
2026-04-08
1991-07-01T00:00:00
2
1,011,454
RW54
62
3.532258
1.791935
13.274194
6.618817
232.14516
203.09302
125.62337
157.281
113.961136
final
HDX
2026-04-08
2015-06-21T00:00:00
2
1,011,455
RW13
7
1
3.347619
19.428572
17.052382
265.14285
265.64285
71.876785
110.77521
99.815254
final
HDX
2026-04-08
1992-02-01T00:00:00
2
1,011,458
RW43
17
41.588234
33.468628
89.352936
90.51765
301.9412
333.19412
121.107086
98.78063
90.75888
final
HDX
2026-04-08
1991-12-21T00:00:00
2
1,011,452
RW28
22
50.18182
33.054546
93.18182
88.20757
328.4091
325.72424
145.00717
105.33675
100.811806
final
HDX
2026-04-08
1982-01-21T00:00:00
2
1,011,465
RW21
22
29.318182
34.05909
95.36364
95.32879
271.68182
329.8894
87.86222
100.03474
82.618866
final
HDX
2026-04-08
1983-02-01T00:00:00
2
1,011,443
RW36
2
78
37.866665
129
115.816666
451
394.15
193.62366
110.91185
114.24277
final
HDX
2026-04-08
2025-06-11T00:00:00
2
1,011,466
RW11
2
18
4.166667
56
41.2
382
322.33334
250.90912
132.03464
118.2281
final
HDX
2026-04-08
2002-03-11T00:00:00
2
1,011,457
RW27
22
37.909092
41.31515
108.5
120.80151
300.45453
317.39697
92.645905
90.22149
94.74485
final
HDX
2026-04-08
2022-03-21T00:00:00
2
1,011,445
RW44
20
43.75
58.775
121.65
144.53833
393.90002
309.44833
76.440605
84.694
126.857086
final
HDX
2026-04-08
1997-01-21T00:00:00
2
1,011,445
RW44
20
47.65
26.406666
110.05
72.136665
348.35
302.685
167.63957
149.15086
114.841484
final
HDX
2026-04-08
2021-08-01T00:00:00
2
1,011,468
RW33
11
9.818182
14.348485
18.727272
26.80606
107.81818
155.88486
76.585754
74.599846
70.12355
final
HDX
2026-04-08
2012-02-01T00:00:00
2
1,011,465
RW21
22
5.863637
30.751514
47.5
94.79243
299.72726
313.5212
30.386505
52.609207
95.66938
final
HDX
2026-04-08
2020-02-21T00:00:00
2
1,011,457
RW27
22
58.045456
28.381819
136.68182
101.77273
399.81818
285.32727
188.86165
132.69476
139.43512
final
HDX
2026-04-08
1983-10-01T00:00:00
2
1,011,446
RW42
22
76.5
38.54697
103.681816
99.05909
235.63637
179.54395
187.15424
104.442406
130.39516
final
HDX
2026-04-08
2010-07-21T00:00:00
2
1,011,472
RW32
19
2.894737
5.635088
8.68421
15.55614
203.5263
187.4807
74.232925
66.56994
108.33622
final
HDX
2026-04-08
1993-03-21T00:00:00
2
1,011,446
RW42
22
25
61.313637
110.90909
152.13939
309.4091
327.9197
45.239563
73.761955
94.43991
final
HDX
2026-04-08
1983-10-01T00:00:00
2
1,011,457
RW27
22
59.954544
33.033333
97.77273
91.413635
190.13635
159.1303
170.7832
106.595634
118.89112
final
HDX
2026-04-08
2022-12-11T00:00:00
2
1,011,468
RW33
11
47.090908
31.957575
144.09091
119.3
447.36365
383.4212
140.94786
119.94442
116.462135
final
HDX
2026-04-08
1995-02-01T00:00:00
2
1,011,470
RW41
20
7.95
29.463333
53.600002
79.985
317.75
281.495
37.576168
68.95335
112.65467
final
HDX
2026-04-08
1996-01-21T00:00:00
2
1,011,472
RW32
19
28.842106
31.933332
67.1579
87.95789
348.1579
349.8772
91.63025
77.62428
99.51552
final
HDX
2026-04-08
2018-12-11T00:00:00
2
1,011,471
RW36
27
84.111115
54.996296
189.88889
163.3963
489.6296
470.7074
148.5277
115.732285
103.97771
final
HDX
2026-04-08
2023-09-01T00:00:00
2
1,011,459
RW56
29
9.586206
15.77931
13.793103
31.357471
20.586206
49.22529
70.195816
51.689793
47.185005
final
HDX
2026-04-08
2022-05-21T00:00:00
2
1,011,458
RW43
17
76.117645
40.19412
188.11765
137.65099
459.7059
483.79608
179.48717
135.37772
95.07153
final
HDX
2026-04-08
2015-10-01T00:00:00
2
1,011,463
RW25
37
32.81081
42.46126
91.35135
105.64865
179.45946
179.94234
79.66667
87.07865
99.7389
final
HDX
2026-04-08
2006-11-21T00:00:00
2
1,011,464
RW37
31
73.6129
53.00215
169.90323
164.94301
387.19354
443.09464
135.53445
102.918755
87.52471
final
HDX
2026-04-08
2019-11-01T00:00:00
1
900,111
RW5
305
28.665573
44.974754
116.8459
124.11781
234.30162
239.35147
67.36516
94.368004
97.933365
final
HDX
2026-04-08
2023-09-01T00:00:00
2
1,011,467
RW23
33
35.333332
26.014141
44
53.31818
55.90909
80.545456
130.0482
84.02183
71.20085
final
HDX
2026-04-08
1998-02-21T00:00:00
2
1,011,471
RW36
27
38.51852
38.406174
202.55557
136.79259
624.37036
452.8753
100.25883
146.37971
137.45453
final
HDX
2026-04-08
2008-07-21T00:00:00
2
1,011,444
RW57
41
1
1.830894
4.536585
4.377236
86.29269
103.5252
87.83623
101.69932
84.121185
final
HDX
2026-04-08
2023-09-01T00:00:00
2
1,011,465
RW21
22
20.545454
22.013636
26.545454
42.62424
33.863636
60.869698
94.56503
66.23823
59.00078
final
HDX
2026-04-08
1990-10-11T00:00:00
2
1,011,467
RW23
33
23.575758
56.828285
84.15151
129.63838
188.90909
224.67374
46.217937
66.21553
84.42806
final
HDX
2026-04-08
1992-06-11T00:00:00
2
1,011,444
RW57
41
8.292683
3.521951
38.31707
34.002438
300.51224
294.3138
155.98167
111.06247
102.07088
final
HDX
2026-04-08
1981-07-11T00:00:00
2
1,011,467
RW23
33
1.969697
1.749495
6.515152
8.827272
259.45453
225.30405
103.2625
83.27855
114.82843
final
HDX
2026-04-08
2007-10-01T00:00:00
2
1,011,462
RW52
62
49.403225
39.25215
81.51613
89.26505
188.80646
158.73334
122.93917
91.77964
118.367134
final
HDX
2026-04-08
1984-11-21T00:00:00
2
1,011,472
RW32
19
56.210526
48.714035
138.4737
149.0614
354.1579
369.67017
113.9563
93.12761
95.85976
final
HDX
2026-04-08
1997-03-11T00:00:00
1
900,113
RW3
155
23.941935
43.794624
77.96774
129.46107
312.29675
370.39053
59.313774
61.703915
84.524445
final
HDX
2026-04-08
2011-08-21T00:00:00
2
1,011,454
RW54
62
16.161291
10.694086
31.403227
22.224194
52.70968
39.751076
134.83609
133.71646
128.95708
final
HDX
2026-04-08
1993-10-01T00:00:00
2
1,011,460
RW35
20
9.75
34.986668
37.3
100.71333
107.3
178.48167
36.887295
40.013874
61.205025
final
HDX
2026-04-08
2005-09-11T00:00:00
2
1,011,457
RW27
22
26.181818
28.239393
54.5
71.41061
109.22727
103.28333
93.80982
77.868774
105.48924
final
HDX
2026-04-08
1988-12-01T00:00:00
2
1,011,463
RW25
37
26.54054
45.242344
175.7838
144.55676
460.89185
405.43784
62.77681
120.87972
113.51094
final
HDX
2026-04-08
1985-06-21T00:00:00
2
1,011,455
RW13
7
4.714286
3.347619
16.285713
17.052382
332.57147
265.64285
116.37193
96.52342
124.7295
final
HDX
2026-04-08
2005-02-01T00:00:00
2
1,011,473
RW51
22
16.954546
23.959091
55.36364
66.65
333.7273
260.1318
75.81227
84.247925
127.75807
final
HDX
2026-04-08
2007-07-21T00:00:00
2
1,011,446
RW42
22
16.454546
4.190909
24.681818
9.116667
315
156.33788
233.43227
210.26082
198.34152
final
HDX
2026-04-08
1984-02-01T00:00:00
2
1,011,445
RW44
20
54.75
29.451666
99.15
77.831665
289.3
281.06833
173.43137
125.73694
102.87751
final
HDX
2026-04-08
1993-02-21T00:00:00
2
1,011,450
RW22
24
36.041668
30.291666
106.83333
106.10694
361.41666
331.8653
116.29281
100.65377
108.77245
final
HDX
2026-04-08
2016-08-11T00:00:00
2
1,011,448
RW53
51
5.431373
10.684314
10.019608
23.19608
21.392157
69.67451
66.50831
53.268425
35.342926
final
HDX
2026-04-08
2016-08-11T00:00:00
1
900,112
RW4
106
13.81132
15.825157
20.905659
32.10566
41.82075
98.06164
90.32979
69.81592
45.42985
final
HDX
2026-04-08
2015-11-21T00:00:00
2
1,011,454
RW54
62
67.09677
42.460754
128.20967
123.82849
267.20966
287.34515
151.90819
103.40079
93.11242
final
HDX
2026-04-08
2022-10-01T00:00:00
2
1,011,450
RW22
24
26.166666
36.756943
67.208336
85.32083
141.66667
138.48889
74.63828
79.946495
102.21466
final
HDX
2026-04-08
1997-03-11T00:00:00
2
1,011,458
RW43
17
24.058823
44.32353
77.23529
129.64117
267.70587
330.3549
58.914726
61.077374
81.318596
final
HDX
2026-04-08
2009-05-11T00:00:00
2
1,011,465
RW21
22
79.5
38.369698
143.36365
129.83485
395.54547
407.46817
194.8365
110.03361
97.10943
final
HDX
2026-04-08
2017-04-01T00:00:00
2
1,011,473
RW51
22
51.136364
57.14394
122.31818
150.81667
242.31818
314.6712
90.33281
81.71024
77.366425
final
HDX
2026-04-08
2009-10-11T00:00:00
2
1,011,456
RW55
38
35.57895
32.79474
79.97369
77.59824
103.52632
124.66843
107.36665
102.8759
83.69526
final
HDX
2026-04-08
2020-09-11T00:00:00
2
1,011,470
RW41
20
7.7
27.096666
41.3
74.435
54.2
107.96333
39.567974
58.286648
52.406387
final
HDX
2026-04-08
2020-01-11T00:00:00
2
1,011,462
RW52
62
15.306452
17.456451
76.370964
67.10538
321.0161
278.46182
90.42591
112.85006
115.012344
final
HDX
2026-04-08
2016-04-21T00:00:00
2
1,011,445
RW44
20
66.7
50.466667
213.55
167.26
447.05
404.57166
129.26682
126.87217
110.3714
final
HDX
2026-04-08
1992-02-21T00:00:00
2
1,011,470
RW41
20
16.4
28.84
64.5
94.42167
219.74998
261.27835
63.23877
69.90428
84.40415
final
HDX
2026-04-08
2014-10-21T00:00:00
2
1,011,458
RW43
17
61.941177
63.22745
168
171.73334
349.70587
353.40784
98.11474
97.88759
98.96711
final
HDX
2026-04-08
2016-05-21T00:00:00
2
1,011,469
RW26
22
8.409091
28.016666
65.545456
102.84394
445.7727
398.46817
40.6131
65.41439
111.72447
final
HDX
2026-04-08
2020-06-11T00:00:00
2
1,011,473
RW51
22
1.772727
2.818182
11.045454
38.575756
307
320.63184
86.6279
36.821976
95.81373
final
HDX
2026-04-08
2005-12-11T00:00:00
2
1,011,469
RW26
22
10.727273
28.713636
77.454544
104.41515
317.31818
322.0803
46.649586
75.359344
98.54405
final
HDX
2026-04-08
2016-04-11T00:00:00
2
1,011,468
RW33
11
58.272728
47.487877
205.27274
152.2394
391.36362
366.097
120.54732
133.72777
106.80864
final
HDX
2026-04-08
2023-10-01T00:00:00
1
900,111
RW5
305
25.501638
33.920982
81.63934
75.53148
108.74754
125.594536
78.36811
107.58444
87.09977
final
HDX
2026-04-08
End of preview. Expand in Data Studio

Rwanda: 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: Rwanda: 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-rwa-rainfall-subnational.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-rwa-rainfall-subnational
Sector climate_environment
Topic tags humanitarian, hdx, electric-sheep-africa, climate-weather, environment, rwa
Modalities tabular, text
Formats parquet
Size category 10K<n<100K
Countries Rwanda
ISO3 coverage RWA
Last modified on HF 2026-04-08 17:13:31+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-rwa-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_rwa_rainfall_subnational_2026,
  title        = {Rwanda: Rainfall Indicators at Subnational Level | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-rwa-rainfall-subnational},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-rwa-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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