date_of_assessment timestamp[ns]date 2018-10-04 00:00:00 2018-10-07 00:00:00 | province stringclasses 1
value | district stringclasses 1
value | ward stringclasses 4
values | pcod stringclasses 4
values | type stringclasses 1
value | sex stringclasses 2
values | are_there_displaced_idp_households_individuals_in_the_ward stringclasses 2
values | number_of_households float64 1 1 ⌀ | number_of_individuals float64 3 7 ⌀ | arrival_before_2016 stringclasses 2
values | number_of_household float64 1 3 ⌀ | number_of_individual float64 3 7 ⌀ | idps_arrived_before_2016_from_wich_province stringclasses 2
values | arrival_2016 stringclasses 2
values | arrival_2017 stringclasses 2
values | number_of_household_2 float64 1 1 ⌀ | number_of_individual_2 float64 3 7 ⌀ | idps_arrived_on_2017_from_wich_province stringclasses 2
values | arrival_2018 stringclasses 2
values | is_there_idps_in_camp_like_sites_or_centers stringclasses 2
values | comment_this_field_is_requiered stringclasses 1
value | is_there_idps_in_the_district_area_using_host_family_or_community_accomodation stringclasses 2
values | comment_this_field_is_requiered_1 stringclasses 2
values | are_there_any_migrant_households_individuals_who_have_left_from_this_ward stringclasses 2
values | mode_of_transportation float64 1 1 ⌀ | number_of_households_1_1 float64 0 2 ⌀ | number_of_individuals_1_1 float64 0 7 ⌀ | departure_before_2016 stringclasses 2
values | number_of_household_4 float64 0 23 ⌀ | number_of_individual_4 float64 0 7 ⌀ | migrants_left_before_2016_for_which_country stringclasses 2
values | departure_during_2016 stringclasses 2
values | departure_during_2017 stringclasses 2
values | departure_during_2018 stringclasses 2
values | index int64 2 356 | esa_source stringclasses 1
value | esa_processed stringdate 2026-04-29 00:00:00 2026-04-29 00:00:00 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 197 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 4 | No | null | null | null | No | 1. Yes | 1 | 4 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 2. No | null | null | null | null | null | null | null | null | null | null | 331 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 1 | 3 | yes | 1 | 3 | South Africa | No | No | No | 333 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | Yes | 1 | 5 | Yes | 1 | 5 | Same district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 185 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Male | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 77 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Female | Yes | 1 | 5 | Yes | 1 | 5 | Other district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 2. No | null | null | null | null | null | null | null | null | null | null | 337 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | null | 2. No | NONE | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 165 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Male | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 18 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 2 | no | null | null | null | No | Yes | No | 68 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 230 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Male | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 9 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | Yes | 1 | 5 | Yes | 1 | 5 | Other district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 1 | 4 | yes | 1 | 4 | South Africa | No | No | No | 183 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | null | null | null | null | 116 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Female | Yes | 1 | 4 | No | null | null | null | No | 1. Yes | 1 | 4 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 1 | 4 | yes | 1 | 4 | South Africa | No | No | No | 317 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 3 | No | null | null | null | No | 1. Yes | 1 | 3 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 1 | 3 | no | null | null | null | Yes | No | No | 313 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 4 | no | 0 | 4 | null | No | No | Yes | 226 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | Yes | 1 | 5 | No | null | null | null | No | 1. Yes | 1 | 5 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 1 | yes | 1 | 1 | South Africa | No | No | No | 159 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Male | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 110 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 6 | No | null | null | null | No | 1. Yes | 1 | 6 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 268 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 62 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Male | Yes | 1 | 3 | Yes | 1 | 3 | Same district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 115 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 4 | Yes | 1 | 4 | Same district | No | 1. Yes | 1 | 4 | Same district | 2. No | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 256 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 1 | 3 | yes | 1 | 3 | South Africa | No | No | No | 111 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 300 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 4 | yes | 0 | 4 | South Africa | No | No | No | 139 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | Yes | 1 | 3 | Yes | 1 | 3 | Same district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 19 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | Yes | 1 | 7 | Yes | 1 | 7 | Same district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 1 | 2 | yes | 1 | 2 | South Africa | No | No | No | 157 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Male | Yes | 1 | 6 | No | null | null | null | No | 2. No | null | null | null | 1. Yes | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 26 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Male | Yes | 1 | 3 | Yes | null | 3 | Other district | Yes | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 103 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 6 | No | null | null | null | No | 1. Yes | 1 | 6 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 314 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 118 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | Yes | 1 | 4 | No | null | null | null | Yes | 2. No | null | null | null | 2. No | 2. No | null | 1. Yes | null | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 251 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 4 | No | null | null | null | No | 1. Yes | 1 | 4 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 2 | no | null | null | null | No | Yes | No | 299 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | Yes | 1 | 4 | Yes | 1 | 4 | Same district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 1 | no | null | null | null | No | Yes | No | 224 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 3 | No | null | null | null | No | 1. Yes | 1 | 3 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 352 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 204 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 112 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Female | Yes | 1 | 6 | No | null | null | null | Yes | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 264 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 5 | No | null | null | null | No | 1. Yes | 1 | 5 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 282 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | Yes | 1 | 3 | Yes | 1 | 3 | Other district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 155 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | Yes | 1 | 4 | Yes | 1 | 4 | Other district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 2. No | null | null | null | null | null | null | null | null | null | null | 21 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | Yes | 1 | 6 | Yes | 1 | 6 | Same district | No | 2. No | null | null | null | 2. No | 2. No | null | 1. Yes | null | 1. Yes | 1 | 0 | 3 | no | null | 3 | null | No | No | No | 150 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 1 | 3 | yes | 1 | 3 | South Africa | No | No | No | 81 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | Yes | 1 | 4 | Yes | 1 | 4 | Same district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 126 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Male | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 0 | yes | 0 | 0 | South Africa | No | No | No | 20 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 134 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 106 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 277 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | Yes | 1 | 6 | No | null | null | null | Yes | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 120 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | Yes | 1 | 4 | No | null | null | null | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 2. No | null | null | null | null | null | null | null | null | null | null | 33 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Male | Yes | 1 | 6 | No | null | null | null | Yes | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 38 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | Yes | 1 | 4 | No | null | null | null | Yes | 2. No | null | null | null | 2. No | 2. No | null | 1. Yes | null | 1. Yes | 1 | 2 | 3 | yes | 2 | 3 | South Africa | No | No | No | 154 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | Yes | 1 | 4 | No | null | null | null | No | 1. Yes | 1 | 4 | Same district | 2. No | 1. Yes | null | 2. No | NONE | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 177 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 4 | No | null | null | null | No | 1. Yes | 1 | 4 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 2. No | null | null | null | null | null | null | null | null | null | null | 263 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | Yes | 1 | 5 | Yes | 1 | 5 | Same district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 5 | yes | 0 | 5 | South Africa | No | No | No | 249 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Female | Yes | 1 | 5 | Yes | 1 | 5 | Other district | No | 2. No | null | null | null | 2. No | 1. Yes | null | 2. No | NONE | 2. No | null | null | null | null | null | null | null | null | null | null | 316 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 169 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 61 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 113 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 227 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | null | 1. Yes | null | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 8 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 6 | No | null | null | null | No | 1. Yes | 1 | 6 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 260 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 239 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 12 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 1 | no | null | null | null | Yes | No | No | 294 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 1 | 3 | yes | 0 | 3 | South Africa | No | No | No | 105 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 83 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | Yes | 1 | 5 | Yes | 1 | 5 | Same district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 1 | yes | 1 | 1 | South Africa | No | No | No | 252 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 5 | No | null | null | null | No | 1. Yes | 1 | 5 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 2. No | null | null | null | null | null | null | null | null | null | null | 338 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | Yes | 1 | 5 | Yes | 1 | 5 | Same district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 178 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 1 | 3 | yes | 1 | 3 | South Africa | No | No | No | 182 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 1 | no | null | null | null | Yes | No | No | 240 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Female | Yes | 1 | 4 | No | null | null | null | No | 1. Yes | 1 | 4 | Same district | 2. No | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 1 | 3 | no | 1 | 3 | null | No | No | No | 255 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 94 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 2. No | null | null | null | null | null | null | null | null | null | null | 71 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Female | Yes | 1 | 5 | No | null | null | null | No | 1. Yes | 1 | 5 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 287 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 98 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | Yes | 1 | 4 | No | null | null | null | Yes | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 2. No | 1 | 1 | 3 | yes | 0 | 3 | South Africa | No | No | No | 145 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Female | Yes | 1 | 4 | No | null | null | null | No | 1. Yes | 1 | 4 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 273 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | Other | No | No | No | 99 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | Yes | 1 | 3 | No | null | null | null | No | 2. No | null | null | null | 1. Yes | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 2 | no | null | null | null | No | No | Yes | 195 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 1 | 3 | no | null | null | null | Yes | No | No | 70 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 25 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 1 | yes | 0 | 1 | South Africa | No | No | No | 39 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | Yes | 1 | 4 | Yes | 1 | 4 | Same district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 146 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | Yes | 1 | 5 | Yes | 1 | 5 | Same district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 1 | 4 | yes | 0 | 4 | South Africa | No | No | No | 124 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 69 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Female | Yes | 1 | 4 | No | null | null | null | No | 1. Yes | 1 | 4 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 2. No | null | null | null | null | null | null | null | null | null | null | 286 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | Yes | 1 | 6 | Yes | 1 | 5 | Same district | No | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 2. No | null | null | null | null | null | null | null | null | null | null | 167 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Male | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 127 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | Yes | 1 | 4 | No | null | null | null | No | 1. Yes | 1 | 4 | Same district | 2. No | 1. Yes | null | 2. No | NONE | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 148 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | Yes | 1 | 5 | No | null | null | null | No | 1. Yes | 1 | 5 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 3 | yes | 0 | 3 | South Africa | No | No | No | 200 | HDX | 2026-04-29 |
2018-10-04T00:00:00 | Matabeleland North | Tsholotsho | Ward 19 | TSH019 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 1 | 2 | yes | 2 | 2 | South Africa | No | No | No | 88 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Female | Yes | 1 | 7 | No | null | null | null | Yes | 2. No | null | null | null | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 1 | 3 | yes | 1 | 3 | South Africa | No | No | No | 302 | HDX | 2026-04-29 |
2018-10-07T00:00:00 | Matabeleland North | Tsholotsho | Ward 15 | TSH015 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 175 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 5 | No | null | null | null | Yes | 2. No | null | null | null | 2. No | 1. Yes | null | 2. No | NONE | 2. No | null | null | null | null | null | null | null | null | null | null | 303 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Male | Yes | 1 | 4 | No | null | null | null | No | 1. Yes | 1 | 4 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 2. No | null | null | null | null | null | null | null | null | null | null | 292 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Male | Yes | 1 | 5 | No | null | null | null | No | 1. Yes | 1 | 5 | Same district | 2. No | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 293 | HDX | 2026-04-29 |
2018-10-06T00:00:00 | Matabeleland North | Tsholotsho | Ward 5 | TSH005 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 2. No | NONE | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 187 | HDX | 2026-04-29 |
2018-10-05T00:00:00 | Matabeleland North | Tsholotsho | Ward 6 | TSH006 | Rural | Female | No | null | null | null | null | null | null | null | null | null | null | null | null | 2. No | NONE | 1. Yes | null | 1. Yes | 1 | 0 | 2 | yes | 0 | 2 | South Africa | No | No | No | 283 | HDX | 2026-04-29 |
End of preview. Expand in Data Studio
Zimbabwe Displacement Data - Tsholotsho District - Baseline Assessment [IOM DTM]
Publisher: International Organization for Migration (IOM) · Source: HDX · License: hdx-other · Updated: 2025-04-25
Abstract
Zimbabwe, Tsholotsho District displacement and migration trends before 2016 up to October 2018, while also assessing the needs of the affected population.
Each row in this dataset represents subnational administrative unit observations. Temporal coverage is indicated by the date_of_assessment column(s). Geographic scope: ZWE.
Curated into ML-ready Parquet format by Electric Sheep Africa.
Dataset Characteristics
| Domain | Forced displacement and migration |
| Unit of observation | Subnational administrative unit observations |
| Rows (total) | 355 |
| Columns | 38 (12 numeric, 25 categorical, 1 datetime) |
| Train split | 284 rows |
| Test split | 71 rows |
| Geographic scope | ZWE |
| Publisher | International Organization for Migration (IOM) |
| HDX last updated | 2025-04-25 |
Variables
Geographic — province (Matabeleland North), district (Tsholotsho), ward (Ward 5, Ward 6, Ward 15), type (Rural), sex (Female, Male) and 7 others.
Temporal — date_of_assessment.
Demographic — number_of_households (range 1.0–1.0), number_of_individuals (range 2.0–7.0), number_of_household (range 1.0–3.0), number_of_individual (range 1.0–7.0), number_of_household_2 (range 1.0–1.0) and 5 others.
Identifier / Metadata — is_there_idps_in_camp_like_sites_or_centers, esa_source, esa_processed.
Other — pcod (TSH005, TSH006, TSH015), arrival_before_2016 (No, Yes), arrival_2016 (No, Yes), arrival_2017, arrival_2018 and 7 others.
Quick Start
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-displacement-zimbabwe")
train = ds["train"].to_pandas()
test = ds["test"].to_pandas()
print(train.shape)
train.head()
Schema
| Column | Type | Null % | Range / Sample Values |
|---|---|---|---|
date_of_assessment |
datetime64[ns] | 0.0% | |
province |
object | 0.0% | Matabeleland North |
district |
object | 0.0% | Tsholotsho |
ward |
object | 0.0% | Ward 5, Ward 6, Ward 15 |
pcod |
object | 0.0% | TSH005, TSH006, TSH015 |
type |
object | 0.0% | Rural |
sex |
object | 0.0% | Female, Male |
are_there_displaced_idp_households_individuals_in_the_ward |
object | 0.0% | Yes, No |
number_of_households |
float64 | 47.6% | 1.0 – 1.0 (mean 1.0) |
number_of_individuals |
float64 | 47.6% | 2.0 – 7.0 (mean 4.7043) |
arrival_before_2016 |
object | 47.6% | No, Yes |
number_of_household |
float64 | 79.7% | 1.0 – 3.0 (mean 1.0556) |
number_of_individual |
float64 | 79.4% | 1.0 – 7.0 (mean 4.6986) |
idps_arrived_before_2016_from_wich_province |
object | 79.4% | Same district, Other district |
arrival_2016 |
object | 47.6% | No, Yes |
arrival_2017 |
object | 47.6% | |
number_of_household_2 |
float64 | 77.5% | 1.0 – 1.0 (mean 1.0) |
number_of_individual_2 |
float64 | 77.5% | 3.0 – 7.0 (mean 4.65) |
idps_arrived_on_2017_from_wich_province |
object | 77.5% | |
arrival_2018 |
object | 47.6% | |
is_there_idps_in_camp_like_sites_or_centers |
object | 15.2% | |
comment_this_field_is_requiered |
object | 22.3% | |
is_there_idps_in_the_district_area_using_host_family_or_community_accomodation |
object | 15.2% | |
comment_this_field_is_requiered_1 |
object | 66.2% | |
are_there_any_migrant_households_individuals_who_have_left_from_this_ward |
object | 0.6% | |
mode_of_transportation |
float64 | 14.4% | 1.0 – 1.0 (mean 1.0) |
number_of_households_1_1 |
float64 | 14.4% | 0.0 – 2.0 (mean 0.2007) |
number_of_individuals_1_1 |
float64 | 14.4% | 0.0 – 7.0 (mean 2.3355) |
departure_before_2016 |
object | 14.4% | |
number_of_household_4 |
float64 | 23.9% | 0.0 – 23.0 (mean 0.3593) |
number_of_individual_4 |
float64 | 23.4% | 0.0 – 7.0 (mean 2.3235) |
migrants_left_before_2016_for_which_country |
object | 25.1% | |
departure_during_2016 |
object | 14.9% | |
departure_during_2017 |
object | 14.9% | |
departure_during_2018 |
object | 14.9% | |
index |
int64 | 0.0% | 2.0 – 356.0 (mean 179.0) |
esa_source |
object | 0.0% | |
esa_processed |
object | 0.0% |
Numeric Summary
| Column | Min | Max | Mean | Median |
|---|---|---|---|---|
number_of_households |
1.0 | 1.0 | 1.0 | 1.0 |
number_of_individuals |
2.0 | 7.0 | 4.7043 | 5.0 |
number_of_household |
1.0 | 3.0 | 1.0556 | 1.0 |
number_of_individual |
1.0 | 7.0 | 4.6986 | 5.0 |
number_of_household_2 |
1.0 | 1.0 | 1.0 | 1.0 |
number_of_individual_2 |
3.0 | 7.0 | 4.65 | 4.0 |
mode_of_transportation |
1.0 | 1.0 | 1.0 | 1.0 |
number_of_households_1_1 |
0.0 | 2.0 | 0.2007 | 0.0 |
number_of_individuals_1_1 |
0.0 | 7.0 | 2.3355 | 2.0 |
number_of_household_4 |
0.0 | 23.0 | 0.3593 | 0.0 |
number_of_individual_4 |
0.0 | 7.0 | 2.3235 | 2.0 |
index |
2.0 | 356.0 | 179.0 | 179.0 |
Curation
Raw data was downloaded from HDX via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (N/A, null, none, -, unknown, no data, #N/A) were unified to NaN. 25 column(s) with >80% missing values were removed: please_specify, number_of_household_1, number_of_individual_1, idps_arrived_on_2016_from_wich_province, please_specify_1, please_specify_2.... The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.
Limitations
- Data originates from International Organization for Migration (IOM) and has not been independently validated by ESA.
- Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
- The following columns have >20% missing values and should be treated with caution in modelling:
number_of_households,number_of_individuals,arrival_before_2016,number_of_household,number_of_individual,idps_arrived_before_2016_from_wich_province,arrival_2016,arrival_2017.... - Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.
Citation
@dataset{hdx_africa_displacement_zimbabwe,
title = {Zimbabwe Displacement Data - Tsholotsho District - Baseline Assessment [IOM DTM]},
author = {International Organization for Migration (IOM)},
year = {2025},
url = {https://data.humdata.org/dataset/zimbabwe-displacement-data-tsholotsho-district-baseline-assessment-iom-dtm},
note = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}
Electric Sheep Africa — Africa's ML dataset infrastructure. Lagos, Nigeria.
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