idregion
int64
606
621
idwilaya
int64
2
18
idprefprov
int64
241
323
idcommune
int64
635
2.17k
region
stringclasses
16 values
wilaya
stringclasses
17 values
prefprov
stringclasses
75 values
commune
stringlengths
3
30
icdl
float64
0.31
0.86
compedu
float64
0.22
0.87
compsante
float64
0.09
0.73
compeco
float64
0
1
comphabitat
float64
0.15
0.74
compssoc
float64
0.01
0.82
compnvie
float64
0.02
0.9
esa_source
stringclasses
1 value
esa_processed
stringdate
2026-04-27 00:00:00
2026-04-27 00:00:00
619
15
312
1,942
Doukkala - Abda
Doukkala - Abda
Youssoufia
Jdour
0.501
0.637
0.417
0.237
0.339
0.748
0.615
HDX
2026-04-27
608
4
263
908
Souss - Massa - Drâa
Souss - Massa - Drâa
Zagora
M'Hamid El Ghizlane
0.607
0.485
0.501
0.116
0.387
0.403
0.464
HDX
2026-04-27
621
18
321
2,126
Tanger - Tétouan
Tétouan
Chefchaouen
Amtar
0.492
0.712
0.341
0.614
0.233
0.604
0.545
HDX
2026-04-27
620
16
313
1,983
Chaouia - Ouardigha
Chaouia - Ouardigha
Settat
Laqraqra
0.581
0.635
0.465
0.106
0.315
0.494
0.496
HDX
2026-04-27
609
5
266
994
Taza - Al Hoceima - Taounate
Taza - Al Hoceima - Taounate
Al Hoceima
Zaouiat Sidi Abdelkader
0.56
0.731
0.435
0.048
0.343
0.55
0.532
HDX
2026-04-27
608
4
264
927
Souss - Massa - Drâa
Souss - Massa - Drâa
Tinghir
Ait Sedrate Sahl Charkia
0.622
0.64
0.419
0.057
0.307
0.371
0.471
HDX
2026-04-27
608
4
261
868
Souss - Massa - Drâa
Souss - Massa - Drâa
Tiznit
Tnine Aglou
0.675
0.499
0.446
0.031
0.193
0.4
0.384
HDX
2026-04-27
620
16
313
1,974
Chaouia - Ouardigha
Chaouia - Ouardigha
Settat
Sidi Hajjaj
0.581
0.577
0.42
0.173
0.309
0.529
0.504
HDX
2026-04-27
621
18
321
2,147
Tanger - Tétouan
Tétouan
Chefchaouen
Laghdir
0.529
0.577
0.376
0.492
0.336
0.522
0.521
HDX
2026-04-27
610
6
271
1,163
Tadla - Azilal
Tadla - Azilal
Azilal
Foum Jemaa
0.68
0.492
0.412
0.101
0.26
0.239
0.414
HDX
2026-04-27
621
18
321
2,138
Tanger - Tétouan
Tétouan
Chefchaouen
Bni Faghloum
0.537
0.585
0.388
0.486
0.284
0.557
0.481
HDX
2026-04-27
608
4
262
892
Souss - Massa - Drâa
Souss - Massa - Drâa
Ouarzazate
Tidli
0.611
0.618
0.389
0.306
0.284
0.261
0.475
HDX
2026-04-27
621
18
321
2,133
Tanger - Tétouan
Tétouan
Chefchaouen
Bni Darkoul
0.548
0.661
0.378
0.479
0.228
0.5
0.465
HDX
2026-04-27
616
12
298
1,674
Meknès - Tafilalet
Meknès - Tafilalet
Errachidia
Aoufous
0.662
0.461
0.426
0.115
0.302
0.311
0.409
HDX
2026-04-27
613
9
283
1,351
Gharb - Chrarda - Béni-Hssen
Gharb - Chrarda - Béni-Hssen
Sidi-Kacem
Sidi Al Kamel
0.585
0.614
0.487
0.261
0.29
0.315
0.526
HDX
2026-04-27
615
11
288
1,394
Marrakech - Tensift - Al-haouz
Marrakech - Tensift - Al-haouz
Marrakech
Alouidane
0.66
0.498
0.42
0.067
0.238
0.367
0.451
HDX
2026-04-27
608
4
260
779
Souss - Massa - Drâa
Souss - Massa - Drâa
Taroudannt
Assads
0.566
0.709
0.387
0.037
0.36
0.565
0.545
HDX
2026-04-27
615
11
292
1,524
Marrakech - Tensift - Al-haouz
Marrakech - Tensift - Al-haouz
Essaouira
Ait Aissi Ihahane
0.442
0.791
0.563
0.338
0.43
0.637
0.59
HDX
2026-04-27
615
11
290
1,453
Marrakech - Tensift - Al-haouz
Marrakech - Tensift - Al-haouz
Al-Haouz
Ghmate
0.634
0.563
0.417
0.027
0.304
0.387
0.499
HDX
2026-04-27
608
4
264
930
Souss - Massa - Drâa
Souss - Massa - Drâa
Tinghir
Ait Ouassif
0.594
0.654
0.352
0.348
0.337
0.29
0.454
HDX
2026-04-27
607
3
254
713
Grand Casablanca
Grand Casablanca
Médiouna
Sidi Hajjaj Oued Hassar
0.661
0.437
0.43
0.025
0.332
0.369
0.442
HDX
2026-04-27
609
5
266
991
Taza - Al Hoceima - Taounate
Taza - Al Hoceima - Taounate
Al Hoceima
Taghzout
0.509
0.576
0.499
0.555
0.319
0.545
0.455
HDX
2026-04-27
609
5
267
1,008
Taza - Al Hoceima - Taounate
Taza - Al Hoceima - Taounate
Taza
Oulad Chrif
0.549
0.54
0.385
0.397
0.303
0.537
0.545
HDX
2026-04-27
608
4
260
784
Souss - Massa - Drâa
Souss - Massa - Drâa
Taroudannt
Ahl Tifnoute
0.449
0.744
0.433
0.688
0.369
0.527
0.546
HDX
2026-04-27
614
10
285
1,374
Laâyoune - Boujdour - Sakia-El-Hamra
Laâyoune - Boujdour - Sakia-El-Hamra
Laâyoune
Boukraa
0.608
0.389
0.227
0.081
0.36
0.811
0.485
HDX
2026-04-27
615
11
289
1,406
Marrakech - Tensift - Al-haouz
Marrakech - Tensift - Al-haouz
Chichaoua
Assif El Mal
0.609
0.655
0.403
0.147
0.318
0.3
0.527
HDX
2026-04-27
616
12
297
1,661
Meknès - Tafilalet
Meknès - Tafilalet
Khénifra
Khenifra (Mun.)
0.773
0.393
0.351
0.035
0.173
0.038
0.369
HDX
2026-04-27
615
11
291
1,500
Marrakech - Tensift - Al-haouz
Marrakech - Tensift - Al-haouz
El-Kelâa-des-Sraghna
Laatamna
0.639
0.577
0.402
0.099
0.323
0.283
0.482
HDX
2026-04-27
615
11
290
1,478
Marrakech - Tensift - Al-haouz
Marrakech - Tensift - Al-haouz
Al-Haouz
Ouirgane
0.602
0.677
0.481
0.069
0.309
0.354
0.496
HDX
2026-04-27
617
13
301
1,738
Oued Ed-Dahab - Lagouira
Oued Ed-Dahab - Lagouira
Aousserd
Aousserd
0.636
0.58
0.448
0.009
0.255
0.361
0.531
HDX
2026-04-27
621
18
322
2,151
Tanger - Tétouan
Tétouan
M'Diq - Fnideq
Fnideq (Mun.)
0.759
0.445
0.336
0.035
0.183
0.05
0.395
HDX
2026-04-27
616
12
296
1,641
Meknès - Tafilalet
Meknès - Tafilalet
Ifrane
Azrou (Mun.)
0.79
0.351
0.346
0.044
0.178
0.022
0.319
HDX
2026-04-27
616
12
296
1,650
Meknès - Tafilalet
Meknès - Tafilalet
Ifrane
Oued Ifrane
0.546
0.599
0.433
0.287
0.393
0.439
0.572
HDX
2026-04-27
608
4
260
833
Souss - Massa - Drâa
Souss - Massa - Drâa
Taroudannt
Toumliline
0.547
0.718
0.531
0.026
0.417
0.416
0.611
HDX
2026-04-27
615
11
290
1,461
Marrakech - Tensift - Al-haouz
Marrakech - Tensift - Al-haouz
Al-Haouz
Tahannaout (Mun.)
0.798
0.356
0.29
0.02
0.17
0.057
0.319
HDX
2026-04-27
611
7
275
1,213
Fès - Boulemane
Fès - Boulemane
Sefrou
El Menzel (Mun.)
0.776
0.349
0.343
0.052
0.176
0.037
0.385
HDX
2026-04-27
613
9
284
1,366
Gharb - Chrarda - Béni-Hssen
Gharb - Chrarda - Béni-Hssen
Sidi Slimane
Boumaiz
0.623
0.509
0.431
0.063
0.286
0.451
0.525
HDX
2026-04-27
610
6
271
1,134
Tadla - Azilal
Tadla - Azilal
Azilal
Azilal (Mun.)
0.78
0.41
0.262
0.032
0.181
0.082
0.354
HDX
2026-04-27
614
10
285
1,372
Laâyoune - Boujdour - Sakia-El-Hamra
Laâyoune - Boujdour - Sakia-El-Hamra
Laâyoune
Laayoune (Mun.)
0.792
0.333
0.321
0.03
0.192
0.046
0.325
HDX
2026-04-27
610
6
271
1,143
Tadla - Azilal
Tadla - Azilal
Azilal
Bni Hassane
0.632
0.606
0.36
0.032
0.32
0.406
0.484
HDX
2026-04-27
618
14
302
1,750
Oriental
Oriental
Oujda - Angad
Sidi Moussa Lemhaya
0.578
0.577
0.396
0.145
0.365
0.515
0.531
HDX
2026-04-27
610
6
270
1,120
Tadla - Azilal
Tadla - Azilal
Beni-Mellal
Kasba Tadla (Mun.)
0.777
0.361
0.318
0.054
0.169
0.066
0.37
HDX
2026-04-27
621
18
321
2,128
Tanger - Tétouan
Tétouan
Chefchaouen
Bab Berred
0.597
0.533
0.363
0.44
0.219
0.423
0.442
HDX
2026-04-27
608
4
260
840
Souss - Massa - Drâa
Souss - Massa - Drâa
Taroudannt
Sidi Ahmed Ou Amar
0.681
0.5
0.399
0.103
0.196
0.306
0.407
HDX
2026-04-27
618
14
304
1,769
Oriental
Oriental
Berkane
Ahfir (Mun.)
0.815
0.323
0.306
0.042
0.165
0.016
0.258
HDX
2026-04-27
620
16
313
1,990
Chaouia - Ouardigha
Chaouia - Ouardigha
Settat
Mniaa
0.58
0.623
0.388
0.171
0.317
0.533
0.486
HDX
2026-04-27
609
5
268
1,058
Taza - Al Hoceima - Taounate
Taza - Al Hoceima - Taounate
Taounate
Bni Ounjel Tafraout
0.487
0.572
0.5
0.555
0.36
0.55
0.539
HDX
2026-04-27
611
7
275
1,217
Fès - Boulemane
Fès - Boulemane
Sefrou
Tafajight
0.43
0.771
0.442
0.532
0.543
0.532
0.598
HDX
2026-04-27
613
9
282
1,319
Gharb - Chrarda - Béni-Hssen
Gharb - Chrarda - Béni-Hssen
Kénitra
Sidi Taibi
0.613
0.462
0.448
0.064
0.291
0.536
0.519
HDX
2026-04-27
609
5
267
1,039
Taza - Al Hoceima - Taounate
Taza - Al Hoceima - Taounate
Taza
Meknassa Acharqia
0.534
0.563
0.402
0.222
0.34
0.607
0.661
HDX
2026-04-27
607
3
256
724
Grand Casablanca
Grand Casablanca
Mohammadia
Sidi Moussa Majdoub
0.613
0.496
0.485
0.049
0.322
0.472
0.499
HDX
2026-04-27
621
18
320
2,118
Tanger - Tétouan
Tétouan
Larache
Zouada
0.592
0.61
0.42
0.236
0.23
0.455
0.498
HDX
2026-04-27
608
4
264
940
Souss - Massa - Drâa
Souss - Massa - Drâa
Tinghir
Tilmi
0.577
0.739
0.456
0.088
0.439
0.293
0.521
HDX
2026-04-27
606
2
244
676
Rabat - Salé - Zemmour - Zaër
Rabat - Salé - Zemmour - Zaër
Khémisset
Maaziz
0.655
0.465
0.47
0.149
0.236
0.26
0.491
HDX
2026-04-27
606
2
243
655
Rabat - Salé - Zemmour - Zaër
Rabat - Salé - Zemmour - Zaër
Skhirate - Temara
Sabbah
0.655
0.475
0.406
0.043
0.277
0.421
0.447
HDX
2026-04-27
616
12
299
1,708
Meknès - Tafilalet
Meknès - Tafilalet
Midelt
Amersid
0.565
0.544
0.465
0.089
0.434
0.563
0.516
HDX
2026-04-27
611
7
276
1,240
Fès - Boulemane
Fès - Boulemane
Boulemane
Talzemt
0.467
0.75
0.541
0.21
0.45
0.657
0.589
HDX
2026-04-27
620
16
313
1,958
Chaouia - Ouardigha
Chaouia - Ouardigha
Settat
Toualet
0.556
0.617
0.387
0.293
0.329
0.544
0.494
HDX
2026-04-27
608
4
265
964
Souss - Massa - Drâa
Souss - Massa - Drâa
Sidi Ifni
Sidi M'Bark
0.568
0.66
0.427
0.24
0.302
0.45
0.513
HDX
2026-04-27
608
4
260
818
Souss - Massa - Drâa
Souss - Massa - Drâa
Taroudannt
Talmakante
0.5
0.73
0.381
0.301
0.459
0.586
0.545
HDX
2026-04-27
619
15
311
1,929
Doukkala - Abda
Doukkala - Abda
Sidi Bennour
Laamria
0.551
0.652
0.317
0.346
0.338
0.542
0.5
HDX
2026-04-27
610
6
271
1,155
Tadla - Azilal
Tadla - Azilal
Azilal
Tanant
0.6
0.605
0.468
0.059
0.358
0.402
0.51
HDX
2026-04-27
612
8
278
1,277
Guelmim - Es-Semara
Guelmim - Es-Semara
Tata
Tizaghte
0.577
0.658
0.488
0.075
0.422
0.365
0.529
HDX
2026-04-27
608
4
263
915
Souss - Massa - Drâa
Souss - Massa - Drâa
Zagora
Tamegroute
0.61
0.508
0.433
0.182
0.395
0.386
0.438
HDX
2026-04-27
620
16
316
2,046
Chaouia - Ouardigha
Chaouia - Ouardigha
Berrechid
El Gara (Mun.)
0.748
0.401
0.374
0.05
0.188
0.074
0.425
HDX
2026-04-27
608
4
265
951
Souss - Massa - Drâa
Souss - Massa - Drâa
Sidi Ifni
Anfeg
0.525
0.667
0.536
0.41
0.294
0.435
0.511
HDX
2026-04-27
613
9
282
1,322
Gharb - Chrarda - Béni-Hssen
Gharb - Chrarda - Béni-Hssen
Kénitra
Sidi Mohamed Ben Mansour
0.545
0.688
0.469
0.246
0.33
0.503
0.493
HDX
2026-04-27
617
13
300
1,735
Oued Ed-Dahab - Lagouira
Oued Ed-Dahab - Lagouira
Oued Ed-Dahab
Imlili
0.419
0.707
0.44
0.007
0.739
0.776
0.817
HDX
2026-04-27
615
11
290
1,450
Marrakech - Tensift - Al-haouz
Marrakech - Tensift - Al-haouz
Al-Haouz
Azgour
0.569
0.705
0.413
0.09
0.338
0.474
0.564
HDX
2026-04-27
610
6
271
1,141
Tadla - Azilal
Tadla - Azilal
Azilal
Anzou
0.637
0.555
0.411
0.047
0.252
0.469
0.447
HDX
2026-04-27
620
16
316
2,043
Chaouia - Ouardigha
Chaouia - Ouardigha
Berrechid
Sahel Oulad H'Riz
0.614
0.524
0.428
0.072
0.303
0.522
0.466
HDX
2026-04-27
608
4
261
870
Souss - Massa - Drâa
Souss - Massa - Drâa
Tiznit
El Maader El Kabir
0.635
0.633
0.416
0.013
0.247
0.456
0.423
HDX
2026-04-27
611
7
276
1,232
Fès - Boulemane
Fès - Boulemane
Boulemane
Fritissa
0.569
0.574
0.419
0.311
0.348
0.418
0.517
HDX
2026-04-27
618
14
307
1,815
Oriental
Oriental
Nador
Ihaddadene
0.694
0.49
0.457
0.056
0.168
0.265
0.401
HDX
2026-04-27
608
4
260
831
Souss - Massa - Drâa
Souss - Massa - Drâa
Taroudannt
Toughmart
0.482
0.714
0.449
0.276
0.437
0.63
0.601
HDX
2026-04-27
615
11
289
1,404
Marrakech - Tensift - Al-haouz
Marrakech - Tensift - Al-haouz
Chichaoua
Ait Haddou Youssef
0.501
0.758
0.502
0.226
0.49
0.465
0.551
HDX
2026-04-27
618
14
303
1,762
Oriental
Oriental
Jerada
Sidi Boubker
0.694
0.444
0.428
0.044
0.235
0.23
0.459
HDX
2026-04-27
608
4
265
953
Souss - Massa - Drâa
Souss - Massa - Drâa
Sidi Ifni
Imi N'Fast
0.5
0.735
0.647
0.021
0.389
0.616
0.59
HDX
2026-04-27
609
5
268
1,068
Taza - Al Hoceima - Taounate
Taza - Al Hoceima - Taounate
Taounate
Tissa (Mun.)
0.738
0.451
0.246
0.084
0.207
0.168
0.414
HDX
2026-04-27
615
11
290
1,443
Marrakech - Tensift - Al-haouz
Marrakech - Tensift - Al-haouz
Al-Haouz
Abadou
0.627
0.608
0.379
0.064
0.349
0.329
0.506
HDX
2026-04-27
615
11
289
1,409
Marrakech - Tensift - Al-haouz
Marrakech - Tensift - Al-haouz
Chichaoua
Irohalen
0.524
0.728
0.484
0.135
0.432
0.526
0.553
HDX
2026-04-27
619
15
311
1,926
Doukkala - Abda
Doukkala - Abda
Sidi Bennour
Sidi Bennour (Mun.)
0.74
0.4
0.353
0.091
0.226
0.098
0.394
HDX
2026-04-27
610
6
272
1,178
Tadla - Azilal
Tadla - Azilal
Fquih Ben Salah
Dar Ould Zidouh
0.629
0.537
0.441
0.233
0.194
0.38
0.444
HDX
2026-04-27
608
4
257
737
Souss - Massa - Drâa
Souss - Massa - Drâa
Agadir - Ida-ou-Tanane
Tadrart
0.499
0.685
0.473
0.323
0.47
0.537
0.519
HDX
2026-04-27
618
14
308
1,840
Oriental
Oriental
Driouch
Ijermaouas
0.479
0.815
0.523
0.27
0.34
0.594
0.586
HDX
2026-04-27
608
4
260
791
Souss - Massa - Drâa
Souss - Massa - Drâa
Taroudannt
Ida Ougoummad
0.604
0.687
0.442
0.076
0.288
0.341
0.542
HDX
2026-04-27
612
8
278
1,271
Guelmim - Es-Semara
Guelmim - Es-Semara
Tata
Aguinane
0.601
0.667
0.53
0.054
0.374
0.28
0.492
HDX
2026-04-27
606
2
244
679
Rabat - Salé - Zemmour - Zaër
Rabat - Salé - Zemmour - Zaër
Khémisset
Tiddas
0.563
0.545
0.458
0.235
0.329
0.453
0.602
HDX
2026-04-27
620
16
313
1,989
Chaouia - Ouardigha
Chaouia - Ouardigha
Settat
M'Garto
0.496
0.58
0.394
0.541
0.329
0.604
0.576
HDX
2026-04-27
616
12
298
1,700
Meknès - Tafilalet
Meknès - Tafilalet
Errachidia
Moulay Ali Cherif (Mun.)
0.771
0.408
0.305
0.087
0.187
0.067
0.321
HDX
2026-04-27
620
16
314
2,014
Chaouia - Ouardigha
Chaouia - Ouardigha
Khouribga
Bulanouare
0.674
0.378
0.452
0.024
0.323
0.318
0.459
HDX
2026-04-27
608
4
264
928
Souss - Massa - Drâa
Souss - Massa - Drâa
Tinghir
Ait Sedrate Sahl El Gharbia
0.633
0.663
0.41
0.053
0.281
0.353
0.444
HDX
2026-04-27
619
15
309
1,880
Doukkala - Abda
Doukkala - Abda
Safi
Lamaachate
0.57
0.665
0.391
0.104
0.3
0.584
0.536
HDX
2026-04-27
608
4
260
845
Souss - Massa - Drâa
Souss - Massa - Drâa
Taroudannt
Sidi Boumoussa
0.705
0.486
0.402
0.03
0.188
0.267
0.396
HDX
2026-04-27
608
4
261
860
Souss - Massa - Drâa
Souss - Massa - Drâa
Tiznit
Arbaa Sahel
0.631
0.595
0.457
0.006
0.218
0.508
0.43
HDX
2026-04-27
614
10
286
1,379
Laâyoune - Boujdour - Sakia-El-Hamra
Laâyoune - Boujdour - Sakia-El-Hamra
Boujdour
Lamssid
0.529
0.553
0.265
0.04
0.529
0.632
0.809
HDX
2026-04-27
608
4
260
796
Souss - Massa - Drâa
Souss - Massa - Drâa
Taroudannt
Iguidi
0.476
0.666
0.41
0.617
0.458
0.465
0.529
HDX
2026-04-27
618
14
303
1,755
Oriental
Oriental
Jerada
Oulad Sidi Abdelhakem
0.363
0.787
0.4
0.428
0.549
0.795
0.86
HDX
2026-04-27
610
6
270
1,119
Tadla - Azilal
Tadla - Azilal
Beni-Mellal
Foum El Anceur
0.62
0.527
0.408
0.123
0.279
0.41
0.531
HDX
2026-04-27
609
5
267
1,035
Taza - Al Hoceima - Taounate
Taza - Al Hoceima - Taounate
Taza
Kaf El Ghar
0.488
0.655
0.457
0.318
0.446
0.578
0.62
HDX
2026-04-27