electricsheepafrica/africa-hrp-projects-sdn

Sudan: Response Plan projects

Publisher: OCHA Humanitarian Programme Cycle Tools (HPC Tools) · Source: HDX · License: cc-by-igo · Updated: 2026-03-30

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Abstract

Projects proposed, in progress, or completed as part of the annual Sudan Humanitarian Response Plans (HRPs) or other Humanitarian Programme Cycle plans. The original data is available on https://hpc.tools

Important: some projects in Sudan might be missing, and others might not apply specifically to Sudan. See Caveats under the Additional information tab.

Each row in this dataset represents time-series observations. Temporal coverage is indicated by the startdate, enddate column(s). Geographic scope: SDN.

Curated into ML-ready Parquet format by Electric Sheep Africa.

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Dataset Characteristics

Domain	Humanitarian and development data
Unit of observation	Time-series observations
Rows (total)	245
Columns	14 (1 numeric, 11 categorical, 2 datetime)
Train split	196 rows
Test split	49 rows
Geographic scope	SDN
Publisher	OCHA Humanitarian Programme Cycle Tools (HPC Tools)
HDX last updated	2026-03-30

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Variables

Geographic — locations (SDN).

Temporal — startdate, enddate.

Identifier / Metadata — name (Site Mapping and Data Analysis for IDPs, Protection Support for Internally Displaced and Returnees in Sudan, DRC (Danish Refugee Council) 2024 Protection Response for Sudan), versioncode (HSDN24-CCM-208905-1, HSDN24-PRO-209390-1, HSDN24-PRO-209701-1), response_plan_code (HSDN24), esa_source (HDX), esa_processed.

Other — currentrequestedfunds (range 88000.0–414799765.0), objective (On 15/April. War erupted between Sudanese Armed Forces (SAF)&RSF) in Nyala Town No one was considered this war the fight is took place as 3pm,in Ramadan all The purple consedr that th war will ended not more than one week Put massive attack by the heavy bumb from the safe to northern Part of nyala . The purple has been frightening so they flee to the south part of Nyala As IDP,s This SITUATIONS lead Alshroog to create this project looking for fund To full fill the need of IDP,s and HOST Mummunity Improving Life Situation for the IDPs, Returnees and Venerable Host Communities, in South Darfur State

assessment/findings, as access to livelihoods is limited. Furthermore, IDP and venerable Host communities requaire Proposal AOSCD is planning and seeking durable solutions , AOSCD is to link between Protection of IDPs, Returnees and Venerable host Communities by providing a Restoring and improving food and Nutrition security assistance The Sudan unstable context has ruined much to the common standard persons especially the protracted and newly return population due to the unstable situation that has been occurring since the overthrowing of the 2 government at a rapid way, not forgetting the insecurity that was occurring in the year 2023 in the villages which hindered the situation of farmers to settle for cultivation , in addition to that , the un constant economical and inflation of the country is maximizing the vulnerability of the common people who are depending especially on daily sources of income and grazing , in the year 2023 a labour worker was earning 3000 SDG and spends at least 5000 SDG per day , the household used to send the whole house hold including women and children to work for a daily income which caused risk of women to violence , insecurity , children living schools in order to cop up with the standard of living , many households experienced malnutrition cases due to having single meals per day, furthermore many of the households never had fruits or vegetable for over 3-4 months which means no nutrition affordability. In the year 2023 the price of 1 bread is 100 SDGs which is not enough / satisfactory for even a child, a [Malwa] of Sorghum is 3000 SDGs, a bottle of cooking oil is 1400 SDG, a packet of salt is 1000 SDG, dry Okra the list is 2800, SDG, dry paste the list is 2000, SDGs, however the situation has and is still becoming more chronic especially with the law standard living people. However , the much of effects has also affected the livestock practices who lost their economical basic activities such as their livestock assets during the protracted conflicts in Darfur especially, furthermore women headed families still depending on the humanitarian relief which is not a guarantee and not sustainable. The project will provide life-saving interventions for the vulnerable IDP, returnee, and resident households in South Darfur state to prevent further losses of their productive assets and enhance their capacity to access, through crop and livestock-based livelihood interventions, sufficient nutritious food and to diversify their food basket and improve their income. Overall, the project will target 20,600 food insecure 10,400 HH in Bull bull,Katella , 10,200HH locality IDP , returnees and host community. The project aims to restore and improve the productive capacity of the targeted farmers to reduce the severity of the hunger gap and enable them to become self-reliant down into the harvest period. This will eventually support in halting the deterioration of the food and nutrition situation and preventing relapse of Malnutrition. to children and pregnant and lactating women,. AOSCD intended beneficiaries of the project. Each vulnerable farmer in : Khazan Jaded,Shearia ,Bulbul Tembscou,Bulbul Abjazoo,Bulbul Dlalalangra,Blel,Kashlngo,Kateela,Sharg Aljable localities will receive a standard farming kit- composed of, sorghum, and Milt seeds based on the selection criteria of locations . And will be , Aseel Women Organization (AWO) is a Sudanese NGO founded in 2017 by a group of women in different parts of Khartoum, and was registered in 2019 and became a national organization in 2021. The organization is working in women and children issues, raising awareness and educating the community including capacity-building and support for women and children from displaced individuals. AWO aims to develop a mapping and data analysis solution for displaced individuals gathering points across several states in Sudan. This project seeks to address the critical need for accurate and up-to-date information on gathering point in the region to assist NGOs in providing essential services to displaced individuals. The solution will be a comprehensive system to map and manage data related to gathering point. The platform will include Google Maps integration, Geographic Information System (GIS) mapping, and a centralized database containing vital information about each gathering point, including (GP name, total number of displaced individuals, segmentation, contact information of officials, detailed gathering point information and messaging and reporting features for emergency communication), additionally, the platform will facilitate data entry forms for health, education, shelter, psychosocial support, livelihoods, income, food and nutrition, and demographic data. These forms will enable regular data updates for analysis and reporting purposes. Sending Reports & Emergency Message:

1. Sending Reports: The "Sending Reports" feature enables gathering point officials to compile daily reports that capture events and progress occurring within the shelter gathering point. These reports encompass vital particulars across various facets of life and society within the gathering point, encompassing aspects like health conditions, nutrition, housing, and daily activities. For instance, these reports might encompass details such as the count of meals distributed, recorded health instances, and recreational undertakings. Subsequent to drafting these reports, they can be uploaded onto the platform, where concerned organizations and relevant authorities can access and download them. This enables a comprehensive evaluation of the prevailing situation, facilitating the formulation of necessary interventions.
2. Emergency Message: The "Emergency Message" functionality empowers gathering point officials to instantly compose messages intended for immediate dissemination during emergency scenarios or critical incidents transpiring within the gathering point. These messages effectively convey swift and imperative information, ranging from health crises and security issues to any developments mandating an instantaneous response. Once an emergency message is composed, it is promptly transmitted to the platform. This ensures direct access for beneficiaries and authorized entities, enabling them to swiftly retrieve the information and take requisite actions. Project Objectives: the primary objectives of this project are as follows:
3. Create an accurate mapping and data analysis system for displaced individuals to easily locate gathering points
4. Ensure the collection and continuous updating of information on gathering points
5. Develop a comprehensive database accessible to NGOs, containing crucial and current information
6. Enable streamlined data analysis to enhance the effectiveness of NGO interventions Expected Outcomes: upon successful implementation of this project, we anticipate the following outcomes: 1.1 Increased and Improved accessibility for displaced individuals to locate gathering points 2.1 Timely update ensuring information remains current and relevant 3.1 Improved coordination and response times 4.1 Increased accessibility for NGOs to critical data facilitating rapid decision-making, According to Gender-based Violence (GBV) Sub-cluster Response (April – 15 October 2023), Since 15 April, the number of people in need (PIN) of gender-based violence (GBV) services in Sudan have increased by over 1 million to 4.2 million people. The number of people targeted for GBV services has increased to 1.3 million, with an increase of over 900 per cent of people targeted in states that are heavily impacted but still accessible. The number of people in need of GBV services in 2024 is expected to increase to 6.9 million Status of the Sudanese Women: Women and girls are negatively affected by the on-going fighting and also affected by local unrest between tribes and extended families. Women and girls became more vulnerable to rights violation such as house raids, rape, kidnapping, slavery and assassination. Reports of child recruitments have also surfaced (OCHA Sudan, 2023)Coupled with the lack of protection in most areas of the IDPs; and the lack of awareness of the importance of speaking out fearing of stigma and revenges. In this situations, there is increasing threat of domestic violence, gender based violence (GVB) and sexual gender based violence (SGVB). In displacement settings, threats and risks of GBV against women and girls persist particularly sexual violence, sexual exploitation, harassment and early and forced marriage. Anecdotally all forms of GBV such as physical violence, psychological violence, denial of resources, and others, remain prevalent. In most cases, some GBV survivors experience multiple forms of GBV.

There are structural and cultural constraints in decision-making mechanisms that impede equal representation between men and women; with regard to emergencies response. During focus group discussions with IDPs young women in different gathering points to discuss their needs and priorities, we witnessed agitation, eagerness and willingness to respond to this catastrophic situation and to combat this trend of violations; also witnessed urgent need for support with life-saving items. This project will be an opportunity to adopt the vulnerable IDPs communities’ protection, build their capacity to resilience and respond to some of their urgent human needs; and help to sustain their livelihood activities. According to Gender-based Violence (GBV) Sub-cluster Response (April – 15 October 2023), Since 15 April, the number of people in need (PIN) of gender-based violence (GBV) services in Sudan have increased by over 1 million to 4.2 million people. The number of people in need of GBV services in 2024 is expected to increase to 6.9 million. Status of the Sudanese Women: Women and girls are negatively affected by the on-going fighting and also affected by local unrest between tribes and extended families. Women and girls became more vulnerable to rights violation such as house raids, rape, kidnapping, slavery and assassination and increasing gender based violence (GVB) and sexual gender based violence (SGVB), (OCHA Sudan, 2023). In displacement settings, threats and risks of GBV against women and girls persist particularly sexual violence, sexual exploitation, harassment and early and forced marriage. Anecdotally all forms of GBV such as physical violence, psychological violence, denial of resources, and others, remain prevalent. In most cases, some GBV survivors experience multiple forms of GBV. While the spread of the conflict has brought horror and violence, one of the positive things it has brought; is that the power of women could clearly witnessed. Women were collectively responded to fill the gaps on services and urgent needs of the community. They took the initiative and decided about many aspects in their situation, including political issues and started to debate with the stakeholders on creating emergency response protection polices and documenting all the violent actions against women and girls in their areas. The women-lead organisations started immediately to mediate and to reconcile the), partners (Un common , Alsawaid Alkhadara Organization -AAO, Solidarity International Premiere Urgence International Mercy Corps ), globalclusters (Water Sanitation Hygiene, Food Security, Health), organizations (International Organization for Migration, Humanity for Development and Prosperity Organization, Islamic Relief Worldwide) and 1 others.

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Quick Start

from datasets import load_dataset

ds    = load_dataset("electricsheepafrica/africa-hrp-projects-sdn")
train = ds["train"].to_pandas()
test  = ds["test"].to_pandas()

print(train.shape)
train.head()

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Schema

Column	Type	Null %	Range / Sample Values
name	object	0.0%	Site Mapping and Data Analysis for IDPs, Protection Support for Internally Displaced and Returnees in Sudan, DRC (Danish Refugee Council) 2024 Protection Response for Sudan
versioncode	object	0.0%	HSDN24-CCM-208905-1, HSDN24-PRO-209390-1, HSDN24-PRO-209701-1
currentrequestedfunds	int64	0.0%	88000.0 – 414799765.0 (mean 12108155.7878)
objective	object	0.0%	On 15/April. War erupted between Sudanese Armed Forces (SAF)&RSF) in Nyala Town
No one was considered this war the fight is took place as 3pm,in Ramadan all
The purple consedr that th war will ended not more than one week
Put massive attack by the heavy bumb from the safe to northern
Part of nyala .
The purple has been frightening so they flee to the south part of Nyala
As IDP,s
This SITUATIONS lead Alshroog to create this project looking for fund
To full fill the need of IDP,s and HOST Mummunity
Improving Life Situation for the IDPs, Returnees and Venerable Host Communities, in South Darfur State

assessment/findings, as access to livelihoods is limited. Furthermore, IDP and venerable Host communities requaire Proposal AOSCD is planning and seeking durable solutions , AOSCD is to link between Protection of IDPs, Returnees and Venerable host Communities by providing a Restoring and improving food and Nutrition security assistance The Sudan unstable context has ruined much to the common standard persons especially the protracted and newly return population due to the unstable situation that has been occurring since the overthrowing of the 2 government at a rapid way, not forgetting the insecurity that was occurring in the year 2023 in the villages which hindered the situation of farmers to settle for cultivation , in addition to that , the un constant economical and inflation of the country is maximizing the vulnerability of the common people who are depending especially on daily sources of income and grazing , in the year 2023 a labour worker was earning 3000 SDG and spends at least 5000 SDG per day , the household used to send the whole house hold including women and children to work for a daily income which caused risk of women to violence , insecurity , children living schools in order to cop up with the standard of living , many households experienced malnutrition cases due to having single meals per day, furthermore many of the households never had fruits or vegetable for over 3-4 months which means no nutrition affordability. In the year 2023 the price of 1 bread is 100 SDGs which is not enough / satisfactory for even a child, a [Malwa] of Sorghum is 3000 SDGs, a bottle of cooking oil is 1400 SDG, a packet of salt is 1000 SDG, dry Okra the list is 2800, SDG, dry paste the list is 2000, SDGs, however the situation has and is still becoming more chronic especially with the law standard living people. However , the much of effects has also affected the livestock practices who lost their economical basic activities such as their livestock assets during the protracted conflicts in Darfur especially, furthermore women headed families still depending on the humanitarian relief which is not a guarantee and not sustainable. The project will provide life-saving interventions for the vulnerable IDP, returnee, and resident households in South Darfur state to prevent further losses of their productive assets and enhance their capacity to access, through crop and livestock-based livelihood interventions, sufficient nutritious food and to diversify their food basket and improve their income. Overall, the project will target 20,600 food insecure 10,400 HH in Bull bull,Katella , 10,200HH locality IDP , returnees and host community. The project aims to restore and improve the productive capacity of the targeted farmers to reduce the severity of the hunger gap and enable them to become self-reliant down into the harvest period. This will eventually support in halting the deterioration of the food and nutrition situation and preventing relapse of Malnutrition. to children and pregnant and lactating women,. AOSCD intended beneficiaries of the project. Each vulnerable farmer in : Khazan Jaded,Shearia ,Bulbul Tembscou,Bulbul Abjazoo,Bulbul Dlalalangra,Blel,Kashlngo,Kateela,Sharg Aljable localities will receive a standard farming kit- composed of, sorghum, and Milt seeds based on the selection criteria of locations . And will be , Aseel Women Organization (AWO) is a Sudanese NGO founded in 2017 by a group of women in different parts of Khartoum, and was registered in 2019 and became a national organization in 2021. The organization is working in women and children issues, raising awareness and educating the community including capacity-building and support for women and children from displaced individuals. AWO aims to develop a mapping and data analysis solution for displaced individuals gathering points across several states in Sudan. This project seeks to address the critical need for accurate and up-to-date information on gathering point in the region to assist NGOs in providing essential services to displaced individuals. The solution will be a comprehensive system to map and manage data related to gathering point. The platform will include Google Maps integration, Geographic Information System (GIS) mapping, and a centralized database containing vital information about each gathering point, including (GP name, total number of displaced individuals, segmentation, contact information of officials, detailed gathering point information and messaging and reporting features for emergency communication), additionally, the platform will facilitate data entry forms for health, education, shelter, psychosocial support, livelihoods, income, food and nutrition, and demographic data. These forms will enable regular data updates for analysis and reporting purposes. Sending Reports & Emergency Message:

1. Sending Reports: The "Sending Reports" feature enables gathering point officials to compile daily reports that capture events and progress occurring within the shelter gathering point. These reports encompass vital particulars across various facets of life and society within the gathering point, encompassing aspects like health conditions, nutrition, housing, and daily activities. For instance, these reports might encompass details such as the count of meals distributed, recorded health instances, and recreational undertakings. Subsequent to drafting these reports, they can be uploaded onto the platform, where concerned organizations and relevant authorities can access and download them. This enables a comprehensive evaluation of the prevailing situation, facilitating the formulation of necessary interventions.
2. Emergency Message: The "Emergency Message" functionality empowers gathering point officials to instantly compose messages intended for immediate dissemination during emergency scenarios or critical incidents transpiring within the gathering point. These messages effectively convey swift and imperative information, ranging from health crises and security issues to any developments mandating an instantaneous response. Once an emergency message is composed, it is promptly transmitted to the platform. This ensures direct access for beneficiaries and authorized entities, enabling them to swiftly retrieve the information and take requisite actions. Project Objectives: the primary objectives of this project are as follows:
3. Create an accurate mapping and data analysis system for displaced individuals to easily locate gathering points
4. Ensure the collection and continuous updating of information on gathering points
5. Develop a comprehensive database accessible to NGOs, containing crucial and current information
6. Enable streamlined data analysis to enhance the effectiveness of NGO interventions Expected Outcomes: upon successful implementation of this project, we anticipate the following outcomes: 1.1 Increased and Improved accessibility for displaced individuals to locate gathering points 2.1 Timely update ensuring information remains current and relevant 3.1 Improved coordination and response times 4.1 Increased accessibility for NGOs to critical data facilitating rapid decision-making, According to Gender-based Violence (GBV) Sub-cluster Response (April – 15 October 2023), Since 15 April, the number of people in need (PIN) of gender-based violence (GBV) services in Sudan have increased by over 1 million to 4.2 million people. The number of people targeted for GBV services has increased to 1.3 million, with an increase of over 900 per cent of people targeted in states that are heavily impacted but still accessible. The number of people in need of GBV services in 2024 is expected to increase to 6.9 million Status of the Sudanese Women: Women and girls are negatively affected by the on-going fighting and also affected by local unrest between tribes and extended families. Women and girls became more vulnerable to rights violation such as house raids, rape, kidnapping, slavery and assassination. Reports of child recruitments have also surfaced (OCHA Sudan, 2023)Coupled with the lack of protection in most areas of the IDPs; and the lack of awareness of the importance of speaking out fearing of stigma and revenges. In this situations, there is increasing threat of domestic violence, gender based violence (GVB) and sexual gender based violence (SGVB). In displacement settings, threats and risks of GBV against women and girls persist particularly sexual violence, sexual exploitation, harassment and early and forced marriage. Anecdotally all forms of GBV such as physical violence, psychological violence, denial of resources, and others, remain prevalent. In most cases, some GBV survivors experience multiple forms of GBV.

There are structural and cultural constraints in decision-making mechanisms that impede equal representation between men and women; with regard to emergencies response. During focus group discussions with IDPs young women in different gathering points to discuss their needs and priorities, we witnessed agitation, eagerness and willingness to respond to this catastrophic situation and to combat this trend of violations; also witnessed urgent need for support with life-saving items. This project will be an opportunity to adopt the vulnerable IDPs communities’ protection, build their capacity to resilience and respond to some of their urgent human needs; and help to sustain their livelihood activities. According to Gender-based Violence (GBV) Sub-cluster Response (April – 15 October 2023), Since 15 April, the number of people in need (PIN) of gender-based violence (GBV) services in Sudan have increased by over 1 million to 4.2 million people. The number of people in need of GBV services in 2024 is expected to increase to 6.9 million. Status of the Sudanese Women: Women and girls are negatively affected by the on-going fighting and also affected by local unrest between tribes and extended families. Women and girls became more vulnerable to rights violation such as house raids, rape, kidnapping, slavery and assassination and increasing gender based violence (GVB) and sexual gender based violence (SGVB), (OCHA Sudan, 2023). In displacement settings, threats and risks of GBV against women and girls persist particularly sexual violence, sexual exploitation, harassment and early and forced marriage. Anecdotally all forms of GBV such as physical violence, psychological violence, denial of resources, and others, remain prevalent. In most cases, some GBV survivors experience multiple forms of GBV. While the spread of the conflict has brought horror and violence, one of the positive things it has brought; is that the power of women could clearly witnessed. Women were collectively responded to fill the gaps on services and urgent needs of the community. They took the initiative and decided about many aspects in their situation, including political issues and started to debate with the stakeholders on creating emergency response protection polices and documenting all the violent actions against women and girls in their areas. The women-lead organisations started immediately to mediate and to reconcile the | | partners | object | 48.2% | Un common , Alsawaid Alkhadara Organization -AAO, Solidarity International Premiere Urgence International Mercy Corps | | startdate | datetime64[ns] | 0.0% | | | enddate | datetime64[ns] | 0.0% | | | globalclusters | object | 0.0% | Water Sanitation Hygiene, Food Security, Health | | locations | object | 0.0% | SDN | | organizations | object | 0.0% | International Organization for Migration, Humanity for Development and Prosperity Organization, Islamic Relief Worldwide | | plans | object | 0.0% | Sudan Humanitarian Needs and Response Plan 2024 | | response_plan_code | object | 0.0% | HSDN24 | | esa_source | object | 0.0% | HDX | | esa_processed | object | 0.0% | |

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Numeric Summary

Column	Min	Max	Mean	Median
currentrequestedfunds	88000.0	414799765.0	12108155.7878	2654817.0

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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.

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Limitations

• Data originates from OCHA Humanitarian Programme Cycle Tools (HPC Tools) 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: partners.
• Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.

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Citation

@dataset{hdx_africa_hrp_projects_sdn,
  title     = {Sudan: Response Plan projects},
  author    = {OCHA Humanitarian Programme Cycle Tools (HPC Tools)},
  year      = {2026},
  url       = {https://data.humdata.org/dataset/hrp-projects-sdn},
  note      = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}

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Electric Sheep Africa — Africa's ML dataset infrastructure. Lagos, Nigeria.