locid
int64
area_km2
float64
rural
int64
fgt1_all2
float64
fgt0_all2
float64
loc_pple_a
int64
locpoor_al
int64
location
string
loc_poor_d
float64
ave_h3per
float64
esa_source
string
esa_processed
string
8,060,204
14.8397
1
0.1474
0.4777
3,933
1,878
OSAJAI
125.7
89.62
HDX
2026-04-04
6,010,202
34.6861
1
0.2263
0.6253
30,186
18,876
MAGENCHE
543.4
37.32
HDX
2026-04-04
7,030,111
7.7966
1
0.1245
0.3906
7,280
2,843
NYARU
364
29.41
HDX
2026-04-04
3,020,504
97.2296
1
0.2514
0.666
13,021
8,671
MKONGANI
90.25
87.5
HDX
2026-04-04
5,011,303
89.5126
1
0
0
0
0
IJARA
0
67.25
HDX
2026-04-04
7,060,806
172.738
1
0.2565
0.6305
1,592
1,003
KOIBOS
5.81
81.52
HDX
2026-04-04
7,010,506
49.1724
1
0.1552
0.4727
1,777
839
SANDAI
17.07
66.59
HDX
2026-04-04
7,170,505
35.3236
1
0.1603
0.4677
2,315
1,082
SOOK
30.55
89.79
HDX
2026-04-04
4,040,401
96.691
1
0.2422
0.6345
8,114
5,148
KALAWA
53.58
32.82
HDX
2026-04-04
8,020,605
18.3062
1
0.2628
0.6613
5,702
3,770
KHAJULA
204.4
73.62
HDX
2026-04-04
7,020,501
51.3553
1
0.2086
0.563
11,003
6,194
BINGWA
120.2
64.96
HDX
2026-04-04
8,030,102
19.4756
1
0.24
0.6516
8,775
5,717
CHEPTAIS
291.8
39.22
HDX
2026-04-04
2,050,502
33.1513
1
0.0973
0.31
16,240
5,033
KARIMA
152.3
1.78
HDX
2026-04-04
4,041,301
92.6139
1
0.1869
0.5457
3,285
1,792
NGUU
19.47
54.57
HDX
2026-04-04
7,180,104
16.7033
1
0.1482
0.4294
7,176
3,081
TECHOGET
183.8
40.52
HDX
2026-04-04
3,030,702
1,088.0989
1
0.0606
0.2097
910
190
BASUBA
0.18
100
HDX
2026-04-04
7,120,302
187.6798
1
0.2122
0.562
8,050
4,524
MARALAL TOWN
24.17
60.52
HDX
2026-04-04
5,021,404
402.573
1
0
0
0
0
FINCHARO
0
99.6
HDX
2026-04-04
8,010,203
29.3913
1
0.2058
0.5997
11,762
7,054
N.BUKUSU
238.7
49.4
HDX
2026-04-04
6,110,302
45.5384
1
0.2608
0.6745
15,048
10,149
EAST ASEMBO
221.5
43.78
HDX
2026-04-04
7,110,502
461.4949
1
0.1858
0.5265
10,014
5,272
OLKURTO
11.42
44.57
HDX
2026-04-04
2,030,303
35.5478
1
0.0916
0.3074
17,347
5,332
IYEGO
150.5
2.81
HDX
2026-04-04
7,010,508
152.0911
1
0.0948
0.3054
3,189
974
KIMALEL
6.4
63.21
HDX
2026-04-04
5,021,304
153.1254
1
0
0
0
0
DASHENG ALUNGO
0
98.52
HDX
2026-04-04
3,020,304
64.7817
1
0.1183
0.3745
15,234
5,704
WAA
89.22
46.97
HDX
2026-04-04
8,070,102
28.742
1
0.2567
0.6131
25,063
15,365
WEST BUNYORE
531.7
13.64
HDX
2026-04-04
7,100,412
9.0177
1
0.1632
0.4783
2,260
1,080
KIBABET
119.4
51.66
HDX
2026-04-04
7,110,401
524.4586
1
0.1754
0.4642
7,829
3,634
NAIKARA
6.92
92.41
HDX
2026-04-04
7,170,701
78.8469
1
0.1877
0.525
6,574
3,451
KAPYOGEN
43.65
77.57
HDX
2026-04-04
7,170,202
327.3124
1
0.1528
0.4499
2,356
1,059
KORPU
3.23
96.26
HDX
2026-04-04
3,050,503
807.689
1
0.2595
0.6247
6,856
4,282
MARUNGU
5.36
32.36
HDX
2026-04-04
6,070,101
19.8593
1
0.3329
0.748
12,914
9,659
BONYAMATUTA CHA
484.4
7.47
HDX
2026-04-04
7,120,503
792.4024
1
0.1129
0.3576
4,051
1,448
WAMBA
1.84
78.36
HDX
2026-04-04
8,010,106
30.8243
1
0.136
0.4568
11,477
5,242
NAPARA
169
78.19
HDX
2026-04-04
6,050,201
10.3853
1
0.2691
0.7007
1,793
1,256
KOMBE
120.3
66.89
HDX
2026-04-04
2,060,401
36.9926
1
0.1155
0.3821
26,836
10,253
CHANIA
278.1
0.75
HDX
2026-04-04
6,080,107
17.6597
1
0.2449
0.6629
8,601
5,701
KOWIDI
321.3
20.82
HDX
2026-04-04
2,030,401
49.1535
1
0.1132
0.3587
25,091
9,000
GITUGI
183.7
3.6
HDX
2026-04-04
3,020,306
53.1642
1
0.1854
0.5469
4,258
2,328
MBUGUNI
44.36
93.81
HDX
2026-04-04
6,050,501
7.7222
1
0.3449
0.798
4,665
3,722
BWIREGE EAST
475.7
66.7
HDX
2026-04-04
7,010,103
31.8066
1
0.0985
0.3198
1,869
597
KIBOINO
18.75
55.91
HDX
2026-04-04
3,020,204
254.0945
1
0.281
0.7135
12,044
8,593
PUMA
34.22
88.1
HDX
2026-04-04
6,060,201
29.9234
1
0.1472
0.4605
7,817
3,599
SUNA NYABISAWA
119.5
35.02
HDX
2026-04-04
8,030,201
14.7909
1
0.2261
0.6044
5,711
3,451
ELGON
232.2
52.67
HDX
2026-04-04
3,050,307
19.7924
1
0.2295
0.6228
9,784
6,093
WUNDANYI
310.5
0.41
HDX
2026-04-04
6,060,401
53.4629
1
0.1646
0.4905
18,520
9,083
NORTH SAKWA
168.9
32.32
HDX
2026-04-04
7,010,404
25.7735
1
0.1038
0.3409
1,505
512
KISONEI
19.85
70.17
HDX
2026-04-04
7,100,804
41.535
1
0.1899
0.5244
8,565
4,491
KABOI
107.7
14.16
HDX
2026-04-04
3,020,403
61.3975
1
0.1248
0.3978
8,803
3,502
KINGWEDE/SHIRAZ
57.76
54.86
HDX
2026-04-04
4,080,905
19.8434
1
0.1853
0.5346
3,408
1,821
NKACHIE
92.36
9.15
HDX
2026-04-04
8,010,405
14.2571
1
0
0
0
0
TOWNSHIP
0
1.06
HDX
2026-04-04
4,100,202
154.3363
1
0.2024
0.5775
16,244
9,380
NGUUTANI
61.2
7.01
HDX
2026-04-04
3,070,301
91.9629
1
0.2657
0.6698
27,219
18,231
MALINDI
201.2
38.9
HDX
2026-04-04
7,070,605
190.12
1
0.148
0.4318
18,183
7,851
MARMANET
41.36
13.46
HDX
2026-04-04
5,030,602
1,358.6225
1
0
0
0
0
WARGADU
0
98.92
HDX
2026-04-04
7,020,101
27.8734
1
0.1886
0.5362
12,343
6,617
CHESOEN
236.7
45.11
HDX
2026-04-04
6,060,302
56.3183
1
0.168
0.4978
18,104
9,011
WEST KAMAGAMBO
159.6
31.37
HDX
2026-04-04
2,010,302
7.544
1
0.0579
0.2066
7,423
1,533
RIRONI
203.6
0.04
HDX
2026-04-04
7,030,301
43.2784
1
0.1111
0.3529
1,931
681
EPKE
15.71
62.16
HDX
2026-04-04
6,050,101
25.3034
1
0.292
0.7227
6,751
4,879
TAGARE
191.7
50.15
HDX
2026-04-04
6,020,205
16.3247
1
0.3183
0.7426
2,491
1,849
SOUTH KANYIKELA
112.5
64.34
HDX
2026-04-04
4,050,802
126.2926
1
0.2185
0.5852
19,792
11,582
MASII
92.2
12.82
HDX
2026-04-04
3,010,104
51.9612
1
0.2478
0.6427
12,216
7,851
ROKA
153.2
77.55
HDX
2026-04-04
7,011,202
436.788
1
0.2172
0.5865
6,093
3,573
SILALE
8.18
96.16
HDX
2026-04-04
4,050,604
194.5108
1
0.2127
0.564
7,732
4,360
KOMA ROCK
22.51
1.31
HDX
2026-04-04
8,030,103
15.9909
1
0.2091
0.5953
8,771
5,221
CHESIKAK
324.7
56.77
HDX
2026-04-04
7,150,804
1,032.1683
1
0.1334
0.4191
1,443
604
LOCHAKULA
0.58
97.64
HDX
2026-04-04
7,180,304
180.28
1
0.2068
0.5307
37,361
19,826
SAOSA
109.6
1.23
HDX
2026-04-04
4,051,006
83.7642
1
0.2301
0.6189
14,473
8,957
MUTHETHENI
107.5
5.78
HDX
2026-04-04
5,020,808
247.8094
1
0
0
0
0
MAROTHILE
0
96.49
HDX
2026-04-04
3,060,104
389.4432
1
0
0
0
0
BUWA
0
99.27
HDX
2026-04-04
7,100,505
35.0306
1
0.2737
0.6309
6,622
4,178
MOGOBICH
118.9
14.59
HDX
2026-04-04
7,010,203
24.5521
1
0.1132
0.3589
2,735
981
NGETIMOI
39.93
31.28
HDX
2026-04-04
7,100,608
16.5669
1
0.2362
0.5394
4,759
2,567
METEITEI
154.5
57.51
HDX
2026-04-04
3,020,503
78.4843
1
0.2224
0.5949
5,899
3,509
MAJIMBONI
45.28
51.83
HDX
2026-04-04
6,120,505
56.6326
1
0.2094
0.5725
16,594
9,500
THURDIBUORO
167
39.78
HDX
2026-04-04
2,020,305
37.6173
1
0.112
0.3665
23,988
8,790
KARUMANDI
234.8
0.32
HDX
2026-04-04
4,080,403
15.7275
1
0.1582
0.4703
9,194
4,324
MUNITHU
276.6
1.4
HDX
2026-04-04
7,120,205
1,213.8056
1
0.166
0.4962
2,629
1,304
MARTI
1.08
92.61
HDX
2026-04-04
8,010,805
58.6175
1
0.2355
0.5959
14,533
8,659
NDALU
147.1
37.71
HDX
2026-04-04
4,040,402
89.6604
1
0.2398
0.6394
5,842
3,735
KATHULUMBI
41.94
25.52
HDX
2026-04-04
8,050,204
42.2383
1
0.2526
0.6541
14,738
9,639
CHEKALINI
227.2
31.23
HDX
2026-04-04
6,020,302
69.2576
1
0.289
0.6846
14,242
9,749
CENTRAL KABUOCH
140
60.35
HDX
2026-04-04
8,080,306
13.1367
1
0.2412
0.6111
8,758
5,352
SHIANDA
405.1
38.89
HDX
2026-04-04
2,050,605
60.7193
1
0.1174
0.3661
10,037
3,674
MAHOYA
60.7
19.07
HDX
2026-04-04
8,080,407
19.6629
1
0.2537
0.6579
9,220
6,065
KISA SOUTH
306.8
30.91
HDX
2026-04-04
4,110,703
150.5396
1
0.1346
0.4356
13,772
5,999
NTUNENE
40.12
1.79
HDX
2026-04-04
6,070,502
30.8015
1
0.2465
0.6553
20,444
13,397
NORTH KITUTU
433.2
14.18
HDX
2026-04-04
4,110,105
8.3892
1
0.1856
0.5527
9,864
5,451
MURINGENE
654.3
1.88
HDX
2026-04-04
4,030,708
424.1572
1
0.3306
0.7819
9,829
7,684
VOO
18.27
74.61
HDX
2026-04-04
7,160,202
99.4622
1
0.1419
0.4291
6,573
2,820
KARUNA
28.29
41.29
HDX
2026-04-04
5,030,703
1,392.1291
1
0
0
0
0
IBRAHIM
0
96.65
HDX
2026-04-04
7,160,404
28.4755
1
0.1018
0.3399
5,357
1,821
CHUIYAT
63.8
36.44
HDX
2026-04-04
6,020,202
70.6399
1
0.2867
0.6859
12,469
8,552
EAST KWAMBWAI
120.3
68.52
HDX
2026-04-04
2,040,606
86.3193
1
0.0663
0.2386
8,246
1,967
KANYAGIA
22.83
15.86
HDX
2026-04-04
7,140,603
194.4465
1
0.1695
0.4814
30,907
14,879
KAPOMBOI
76.22
51.12
HDX
2026-04-04
7,090,603
39.5473
1
0.1403
0.4153
7,462
3,099
BAGARIA
78.37
14.6
HDX
2026-04-04
5,030,204
945.5768
1
0
0
0
0
ABAKORE
0
96.85
HDX
2026-04-04
4,111,301
88.1394
1
0.1746
0.5196
9,646
5,012
MITUNTU
57.21
18.61
HDX
2026-04-04
7,180,404
16.9937
1
0.1315
0.3994
4,732
1,890
EMBOMOS
110.9
43.75
HDX
2026-04-04