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 |
Indice Composite de Développement Local Maroc 2014 | Africa (original)
Size category: 1K<n<10K - Formats: parquet - Sector: humanitarian_development - Engineered by Electric Sheep Africa
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: Indice Composite de Développement Local Maroc 2014 Publisher: TAFRA · Source: OpenAfrica · License: cc-by · Updated: 2024-02-05 Abstract Données relatives à l’Indice Composite de Développement local 2014. Les données ont été collectées du site web de l’Observatoire National du Développement Humain http://www.ondh.ma/fr/publications/cartographie-developpement-local-multidimensionnel-niveau-et-deficits. Data related to the Local Development Composite Index 2014.The data… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-indice-composite-de-developpement-local-maroc-2014.
Dataset Profile
| Field | Value |
|---|---|
| Hugging Face repo | electricsheepafrica/africa-indice-composite-de-developpement-local-maroc-2014 |
| Sector | humanitarian_development |
| Topic tags | humanitarian, hdx, electric-sheep-africa, developement, morocco |
| Modalities | tabular, text |
| Formats | parquet |
| Size category | 1K<n<10K |
| Countries | Morocco |
| ISO3 coverage | MAR |
| Last modified on HF | 2026-04-27 14:49:03+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-indice-composite-de-developpement-local-maroc-2014")
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
- Source context: original
- Publisher/source attribution: original
- License: CC BY 4.0
- Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-indice-composite-de-developpement-local-maroc-2014
- Inventory retrieved at:
2026-07-16T16:00:34Z
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_indice_composite_de_developpement_local_maroc_2014_2026,
title = {Indice Composite de Développement Local Maroc 2014 | Africa (original)},
author = {original},
year = {2026},
url = {https://huggingface.co/datasets/electricsheepafrica/africa-indice-composite-de-developpement-local-maroc-2014},
publisher = {Hugging Face Datasets, engineered by Electric Sheep Africa},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-indice-composite-de-developpement-local-maroc-2014}}
}
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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