Datasets:
id stringclasses 1
value | country_or_area float64 706 706 ⌀ | m49_code stringclasses 1
value | date timestamp[ns]date 2013-08-15 00:00:00 2022-08-23 00:00:00 | number_of_un_international_staff float64 152 683 | number_of_un_national_staff float64 75 1.45k ⌀ | narratives stringlengths 95 647 | source stringlengths 9 11 | last_update timestamp[ns]date 2023-04-24 00:00:00 2023-04-24 00:00:00 | esa_source stringclasses 1
value | esa_processed stringdate 2026-04-09 00:00:00 2026-04-09 00:00:00 |
|---|---|---|---|---|---|---|---|---|---|---|
Somalia | 706 | SOM | 2017-08-11T00:00:00 | 545 | 1,164 | As at 11 August, there were 545 international and 1,164 national United Nations personnel deployed throughout Somalia. | S/2017/751 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2014-12-31T00:00:00 | 331 | 951 | During the reporting period, the international staff figures averaged 331, while national staff figures averaged 951 across Somalia | S/2015/51 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2019-07-25T00:00:00 | 603 | 1,367 | As at 25 July 2019, there were 603 international staff and 1,367 national staff deployed throughout Somalia. | S/2019/661 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2018-12-31T00:00:00 | 674 | 1,288 | As of December 2018, there were 674 international and 1,288 national staff deployed throughout Somalia. | S/2018/1149 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2018-03-18T00:00:00 | 559 | 1,196 | As at 18 March, 559 international and 1,196 national personnel were deployed throughout Somalia. | S/2018/411 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | null | SOM | 2022-08-23T00:00:00 | 630 | 1,361 | United Nations entities remained present in Baidoa, Beledweyne, Berbera, Boosaaso, Dhooble, Dhuusamarreeb, Doolow, Gaalkacyo, Garoowe, Hargeysa, Jawhar, Kismaayo and Mogadishu. As at 23 August, 630 international staff and 1,361 national staff were deployed throughout Somalia. | S/2022/665 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2021-11-04T00:00:00 | 430 | 1,417 | As at 4 November, 430 international staff and 1,417 national staff had been deployed throughout Somalia. | S/2021/944 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2021-08-04T00:00:00 | 308 | 1,261 | As at 4 August, 308 international staff and 1,261 national staff were deployed throughout Somalia. Approximately 65 per cent of United Nations staff in Somalia have transitioned to remote work owing to COVID-19. | S/2020/798 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | null | SOM | 2022-05-06T00:00:00 | 607 | 1,361 | United Nations entities remained present in Baidoa, Beledweyne, Berbera, Boosaaso, Dhooble, Dhuusamarreeb, Doolow, Gaalkacyo, Garoowe, Hargeysa, Jawhar, Kismaayo and Mogadishu. As at 6 May, 607 international staff and 1,361 national staff were deployed throughout Somalia. | S/2022/392 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2017-12-01T00:00:00 | 486 | 1,175 | As of 1 December, there were 486 international and 1,175 national United Nations personnel deployed throughout Somalia. | S/2017/1109 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2014-08-31T00:00:00 | 330 | 990 | The reoccupation of international compounds along the road to Mogadishu International Airport, closed after the attack of 19 June 2013, began on 24 April with the United Nations common compound. Over the period, in-country staff figures averaged 330 international staff and 990 national staff, with an average of 190 int... | S/2014/699 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2022-01-09T00:00:00 | 327 | 1,454 | United Nations entities remained present in Baidoa, Beledweyne, Berbera, Boosaaso, Dhooble, Dhuusamarreeb, Doolow, Gaalkacyo, Garoowe, Hargeysa, Jawhar, Kismaayo and Mogadishu. As at 9 January, 327 international staff and 1,454 national staff were deployed throughout Somalia. | S/2022/101 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2013-11-07T00:00:00 | 329 | null | As at 7 November, a total of 329 international staff members from UNSOM and United Nations agencies, funds and programmes were deployed in Somalia. | S/2013/709 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2014-04-30T00:00:00 | 316 | 972 | As at 28 April, a total of 316 international staff and 972 national staff members from UNSOM and United Nations agencies, funds and programmes had been deployed: 379 in Mogadishu, 65 in Hargeysa, 13 in Boosaaso, 41 in Garoowe and 9 in Gaalkacyo. In southern and central Somalia, the presence of international staff remai... | S/2014/330 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2017-04-30T00:00:00 | 519 | 1,149 | As at 30 April, there were 519 international and 1,149 national United Nations personnel throughout Somalia. An increasing number of United Nations agencies,funds and programmes operate and maintain a permanent presence of both international and national personnel outside Mogadishu. This number is likely to grow furthe... | S/2017/408 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2013-08-15T00:00:00 | 309 | null | As at 15 August, a total of 309 international personnel from United Nations agencies, funds and programmes were deployed in Somalia, 21 of them in southern and central Somalia. | S/2013/521 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2015-08-31T00:00:00 | 408 | 1,024 | During the reporting period, the number of international staff averaged 408 across Somalia, while the number of national staff averaged 1,024. | S/2015/702 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2021-05-05T00:00:00 | 388 | 1,299 | As at 5 May, 388 international staff and 1,299 national staff were deployed throughout Somalia. | S/2021/485 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2021-02-01T00:00:00 | 683 | 1,308 | As of 1 February 2020, there were 683 international staff members and 1,308 national staff members deployed throughout Somalia. | S/2020/121 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2018-08-29T00:00:00 | 152 | 75 | As at 29 August, 152 international and 75 national personnel had been deployed throughout Somalia. | S/2018/800 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2015-12-31T00:00:00 | 432 | 1,037 | During the reporting period, the number of international staff averaged 432 across Somalia, while the number of national staff averaged 1,037. The international staff average for Mogadishu was 294, factoring in a reduction in the number owing to significant damage to the United Nations common compound as a result of th... | S/2016/27 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Somalia | 706 | SOM | 2021-07-31T00:00:00 | 395 | 1,362 | As at 31 July, 395 international staff and 1,362 national staff were deployed throughout Somalia. | S/2021/723 | 2023-04-24T00:00:00 | HDX | 2026-04-09 |
Peace and Security Pillar: UN Presence in Somalia, Data From Secretary General Reports
Publisher: United Nations Peace and Security Data Hub · Source: HDX · License: cc-by-igo · Updated: 2026-04-09
Abstract
This dataset was last updated in April 2023 and will no longer receive updates. Historical data remains available for reference.
This dataset is an extraction of information from the Secretary General's Report on the situation in Somalia (SG reports) since 2013. It provides the number of UN personnel, including international and national, in the country.
Each row in this dataset represents country-level aggregates. Temporal coverage is indicated by the date, last_update column(s). Geographic scope: SOM.
Curated into ML-ready Parquet format by Electric Sheep Africa.
Dataset Characteristics
| Domain | Conflict and security |
| Unit of observation | Country-level aggregates |
| Rows (total) | 28 |
| Columns | 11 (3 numeric, 6 categorical, 2 datetime) |
| Train split | 22 rows |
| Test split | 5 rows |
| Geographic scope | SOM |
| Publisher | United Nations Peace and Security Data Hub |
| HDX last updated | 2026-04-09 |
Variables
Geographic — country_or_area (range 706.0–706.0).
Temporal — date, last_update.
Outcome / Measurement — number_of_un_international_staff (range 152.0–783.0), number_of_un_national_staff (range 75.0–1556.0).
Identifier / Metadata — id (Somalia), m49_code (SOM), source (S/2023/109, S/2022/665, S/2013/709), esa_source (HDX), esa_processed (2026-04-09).
Other — narratives (United Nations entities remained present in Baidoa, Beledweyne, Berbera, Boosaaso, Dhooble, Dhuusamarreeb, Doolow, Gaalkacyo, Garoowe, Hargeysa, Jawhar, Kismaayo and Mogadishu. As at 7 February, 783 international staff and 1,556 national staff were deployed throughout Somalia., United Nations entities remained present in Baidoa, Beledweyne, Berbera, Boosaaso, Dhooble, Dhuusamarreeb, Doolow, Gaalkacyo, Garoowe, Hargeysa, Jawhar, Kismaayo and Mogadishu. As at 23 August, 630 international staff and 1,361 national staff were deployed throughout Somalia., As at 7 November, a total of 329 international staff members from UNSOM and United Nations agencies, funds and programmes were deployed in Somalia.).
Quick Start
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-unsom-sgrunpresence")
train = ds["train"].to_pandas()
test = ds["test"].to_pandas()
print(train.shape)
train.head()
Schema
| Column | Type | Null % | Range / Sample Values |
|---|---|---|---|
id |
object | 0.0% | Somalia |
country_or_area |
float64 | 10.7% | 706.0 – 706.0 (mean 706.0) |
m49_code |
object | 0.0% | SOM |
date |
datetime64[ns] | 0.0% | |
number_of_un_international_staff |
float64 | 0.0% | 152.0 – 783.0 (mean 459.0714) |
number_of_un_national_staff |
float64 | 7.1% | 75.0 – 1556.0 (mean 1183.1923) |
narratives |
object | 0.0% | United Nations entities remained present in Baidoa, Beledweyne, Berbera, Boosaaso, Dhooble, Dhuusamarreeb, Doolow, Gaalkacyo, Garoowe, Hargeysa, Jawhar, Kismaayo and Mogadishu. As at 7 February, 783 international staff and 1,556 national staff were deployed throughout Somalia., United Nations entities remained present in Baidoa, Beledweyne, Berbera, Boosaaso, Dhooble, Dhuusamarreeb, Doolow, Gaalkacyo, Garoowe, Hargeysa, Jawhar, Kismaayo and Mogadishu. As at 23 August, 630 international staff and 1,361 national staff were deployed throughout Somalia., As at 7 November, a total of 329 international staff members from UNSOM and United Nations agencies, funds and programmes were deployed in Somalia. |
source |
object | 0.0% | S/2023/109, S/2022/665, S/2013/709 |
last_update |
datetime64[ns] | 0.0% | |
esa_source |
object | 0.0% | HDX |
esa_processed |
object | 0.0% | 2026-04-09 |
Numeric Summary
| Column | Min | Max | Mean | Median |
|---|---|---|---|---|
country_or_area |
706.0 | 706.0 | 706.0 | 706.0 |
number_of_un_international_staff |
152.0 | 783.0 | 459.0714 | 419.0 |
number_of_un_national_staff |
75.0 | 1556.0 | 1183.1923 | 1264.0 |
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. 2 column(s) were cast from string to numeric or datetime based on parse-success rate (>85% threshold). 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 United Nations Peace and Security Data Hub and has not been independently validated by ESA.
- Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
- Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.
Citation
@dataset{hdx_africa_unsom_sgrunpresence,
title = {Peace and Security Pillar: UN Presence in Somalia, Data From Secretary General Reports},
author = {United Nations Peace and Security Data Hub},
year = {2026},
url = {https://data.humdata.org/dataset/unsom-sgrunpresence},
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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