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Pillars 1D
Context
Politics
Information related to the process and practice of making decisions and exercising power in groups or societies and influencing, governing, or administering public affairs at a local, national, or international level. Politics involves the competition for power and the allocation of resources and values within a societ...
0
Pillars 1D
Context
Demographic
Information related to the scientific study of human populations, including their size, distribution, structure, and dynamics over time, such as birth rates, death rates, migration patterns, etc. Demography aims to understand how populations change over time and how these changes are influenced by various factors, suc...
36
Pillars 1D
Context
Socio-cultural
Information related to the intersection of social and cultural factors that shape individuals, communities, and societies. It encompasses a wide range of aspects related to human behavior, beliefs, values, and customs that are shaped by social and cultural factors. Social factors can include things like social norms, i...
47
Pillars 1D
Context
Environment
Information related to the physical, chemical and biological factors that surround and determine the life, development and survival of all living beings. It encompasses all the natural and human-made conditions and processes, including: Natural condition and processes: Information related to the energy coming from cel...
73
Pillars 1D
Context
Economics
Information related to the production, distribution, and consumption of goods and services. It is concerned with how individuals, businesses, and governments allocate resources to satisfy their needs and wants. Economics is also concerned with studying how markets operate, how prices are determined, and how supply and ...
87
Pillars 1D
Shock-Event
Type and characteristics
Information related to a shock, event or ongoing condition as its type, the date, location, intensity, magnitude etc… The event needs to be new, unusual, worth reporting due to its (potential) humanitarian impact to be placed in this category. Any subsequent development might also be recorded under this category. Gener...
1
Pillars 1D
Shock-Event
Aggravating factors
Information related to underlying, aggravating or exacerbating factors that drive the occurrence, severity or intensity of the shock or event. These factors can be internal or external and may include social, economic, political, technological or environmental factors. Drivers are often the root causes of a problem or ...
9
Pillars 1D
Shock-Event
Mitigating factors
Information related to the measures or action taken to reduce the severity or impact of a shock or event. These factors can be proactive or reactive (implemented before, during or after an event) to minimize its effects on individuals, communities and organizations. They can address either or both the probability/likel...
12
Pillars 1D
Shock-Event
Hazards & threats
Information related to hazards or threats (future event or shock) to systems, individuals, organizations, and communities that could lead to a future deterioration of humanitarian conditions or in the operating environment. A hazard is any source of potential harm or damage, whether it is natural or man-made. Hazards c...
13
Pillars 1D
Displacement
Intentions
Information related to future movement plans of people that are already displaced (i.e., IDPs, migrants, asylum seekers, refugees, others of concern). Intentions can be formulated either in a positive way (e.g., intention to return to the place of origin) or in a negative way (e.g., intention to not stay in a camp, int...
1
Pillars 1D
Displacement
Local integration
Information related to the degree of integration of the displaced people in their displacement location as well as the process of becoming permanent members of their host community. It depends on their ability to enjoy and access the rights and opportunities afforded to the other members of the community, including acc...
2
Pillars 1D
Displacement
Pull factors
Information related to the reasons or circumstances that attract people to move to a particular place or destination. Reasons, conditions or circumstances that provide such benefits that they attract or encourage people to move toward the new location include: the research of peace, safety and security, access to basic...
6
Pillars 1D
Displacement
Push factors
Information related to the reasons or circumstances that force or encourage people to leave their homes, communities, or countries and move to other places. Reasons, conditions and circumstances that impacted people in such a negative way that they forced them to leave their place of origin include conflict, insecurity...
7
Pillars 1D
Displacement
Displacement characteristics
Information related to the type of displaced people, their settings, their number and spatial movements. Type and settings: Information related to the type and characteristics of the displaced persons: IDPs, refugees, returnees, migrants, asylum seekers, others of concern, and the hosts that provide temporary accommo...
8
Pillars 1D
Casualties
Dead
Information related to the number of people confirmed or presumed to have lost their life and missing persons presumed to be no longer alive due to geophysical, meteorological, climatological, technological, and human made disaster (e.g. conflict).
1
Pillars 1D
Casualties
Injured
Information related to the number of people suffering from physical harm, or trauma requiring medical assistance as a direct result of security incidents or geophysical, meteorological, climatological, biological, technological, human made shocks/events.
2
Pillars 1D
Casualties
Missing
Information related to the number of people whose whereabouts are unknown to his/her relatives and/or who, based on reliable information, have been reported missing in accordance with the national legislation following a geophysical, meteorological, climatological, technological or human made disaster (e.g. conflict).
3
Pillars 1D
Information And Communication
Communication sources and means
Information related to the different methods and technology used and preferred by which people access/receive/create/send/exchange information, in between population groups or with humanitarian actors. It includes:
1
Pillars 1D
Information And Communication
Information challenges and barriers
Information related to the existing challenges, barriers and obstacles that impede the free flow, access, or availability of information. It includes the communication challenges encountered by humanitarian actors to communicate with the people affected/people in need/beneficiaries, as well as challenges faced by peopl...
4
Pillars 1D
Information And Communication
Knowledge and info gaps (Hum)
Information related to the humanitarian actor’s knowledge about the humanitarian conditions of the affected population OR information related to a lack of information, or a partial/insufficient information about the humanitarian conditions which impedes the humanitarian actors to properly understand the situation, and ...
11
Pillars 1D
Information And Communication
Knowledge and info gaps (Pop)
Information related to the population knowledge (or lack of knowledge) regarding the existence of cross sectoral goods and services and where/how to access them OR information related to the type and nature of information required/needed to improve their humanitarian conditions. The lack of knowledge / information need...
12
Pillars 1D
Humanitarian Access
People facing humanitarian access constraints/Humanitarian access gaps
Information related to the number of people facing humanitarian access constraints and the geographical areas where access is limited. Only record information that provides a general classification of humanitarian access constraints or a number, a quantity or a percentage of people or geographical areas facing humanita...
1
Pillars 1D
Humanitarian Access
Security constraints
Information related to the security constraints or their evolution (positive or negative) in the operating environment that hinder humanitarian actors/aid or people affected/in need/beneficiaries to access each other’s and is not directly targeted at relief actors, people affected/people in need/beneficiaries. It encom...
2
Pillars 1D
Humanitarian Access
Physical constraints
Information related to the physical constraints or their evolution (positive or negative) in the operating environment that hinder humanitarian actors/aid or people affected/in need/beneficiaries to access each other’s and is not directly targeted at relief actors, people affected/people in need/beneficiaries. It enco...
6
Pillars 1D
Humanitarian Access
Population to relief
Information related to the ability of people affected/in need/beneficiaries to access quality aid when needed. It encompasses the status or evolution (positive or negative) of access, whether people affected, in need or beneficiaries can access sufficient, relevant, timely and predictable assistance when needed and the...
10
Pillars 1D
Humanitarian Access
Relief to population
Information related to the ability of humanitarian aid and actors to reach people affected/in need/beneficiaries and assess, plan, implement, deliver, and monitor aid with humanity, impartiality, independence, and neutrality. It encompasses the status or evolution (positive or negative) of access of international or na...
14
Pillars 2D
Impact
Drivers
Information related to the factors that lead, drive, cause, triggered, aggravated or even mitigated a particular impact in a given sector. Drivers can both exacerbate or reduce impact or make it more difficult/easy to address. It can be: - A driver. Information related to the root causes of an impact on people or syste...
1
Pillars 2D
Impact
Impact on people
Information related to the direct/indirect effects that a particular shock/event or its consequences (change in the economy, political instability, shock, displacement, humanitarian access limitation, etc.) have on individuals or groups of individuals. Those direct/indirect effects generally include: Damages to the hou...
2
Pillars 2D
Impact
Impact on systems, services and networks
Information related to the direct/indirect effects that a particular shock/event or its consequences (change in the economy, political instability, shock, displacement, humanitarian access limitation, etc.) have on public systems, services, and networks. Those services, systems and networks can be provided by the publi...
3
Pillars 2D
Impact
Number of people affected
Information related to the type and number of people impacted or affected by the crisis in one or several sectors. People Affected includes all those whose lives have been impacted as a direct result of the shock/event. Characteristics of the category People Affected must include: - Being in close geographical proximi...
4
Pillars 2D
Humanitarian Conditions
Living standards
Information related to the ability of people to meet their basic needs (basic goods and services such as water, education, protection, shelter, food, electricity, etc.) at a household level. It includes the ability to access, obtain, have available and use quality basic goods and services.
1
Pillars 2D
Humanitarian Conditions
Coping mechanisms
Capacity to respond and to recover from a stressful situation or event. Coping strategies or mechanisms are actions undertaken by people whose wellbeing, living standards survival or livelihood are compromised or threatened. The more a person is facing deprivations, the more he/she will tend to adopt coping mechanisms ...
5
Pillars 2D
Humanitarian Conditions
Physical and mental well being
Information related to the ability of people to carry daily activities without external assistance. It includes the physical, emotional and psychological health state of the people. It mostly refers to: diseases (chronicle, infectious, non-communicable, vector-borne, endemic, etc.), physical trauma (injuries) abili...
6
Pillars 2D
Humanitarian Conditions
Number of people in need
Information related to the number of people currently facing unmet needs and details about the severity of their needs. People in Need are a sub-set of the Population Affected and are defined as those members whose physical security, basic rights, dignity, living conditions or livelihoods are threatened or have been di...
7
Pillars 2D
Priority Needs
Expressed by population
Information related to the needs/concerns/problems/gaps/deficiencies that the affected population consider to be the most urgent and critical to address in the short, medium, and longer term. It includes the ‘‘information needs’’ about how and where to access basic goods and services in a well identified sector. It enc...
1
Pillars 2D
Priority Needs
Expressed by humanitarian staff
Information related to the needs/concerns/problems/gaps/deficiencies of the affected population that the humanitarian staff consider to be the most urgent and critical to address in the short, medium, and longer term. It encompasses the priority needs expressed by international organization’s staff (INGOs, UNs, etc.),...
2
Pillars 2D
Priority Interventions
Expressed by population
Information related to the actions/measures/projects/programmes/interventions that the people affected/in need consider to be the most important, relevant, and critical to address their priority needs in the short, medium or longer term. As affected populations are best placed to identify their own priorities, it encom...
1
Pillars 2D
Priority Interventions
Expressed by humanitarian staff
Information related to the actions/measures/projects/programmes/interventions that the humanitarian staff consider to be the most important, relevant, and critical to address the priority needs of the people affected/in need in the short, medium or longer term. It includes the priority interventions expressed by the in...
2
Pillars 2D
Capacities & Response
International organizations
Information related to International Organizations’ ability (strengths, capacities, skills, resources, budget, locations, contingency stocks, etc.) to respond to a crisis or emergency situation and to the set of actions (activities/project/programs/interventions) implemented by those organizations to address the needs ...
1
Pillars 2D
Capacities & Response
Government and local authorities
Information related to the government/local authorities’ ability (strengths, capacities, skills, resources, budget, locations, contingency stocks, etc.) to respond to a crisis or emergency situation and to the set of actions (activities/project/programs/interventions) implemented by the government and local authorities...
2
Pillars 2D
Capacities & Response
National and local organizations
Information related to the national and local organization's ability (strengths, capacities, skills, resources, budget, locations, contingency stocks, etc.) to respond to a crisis or emergency situation and to the set of actions (activities/project/programs/interventions) implemented by the national and local organizat...
3
Pillars 2D
Capacities & Response
Red Cross Red Crescent
Information related to the Red Cross and Red Crescent's ability (strengths, capacities, skills, resources, budget, locations, contingency stocks, etc.) to respond to a crisis or emergency situation and to the set of actions (activities/project/programs/interventions) implemented by the Red Cross and Red Crescent’s to a...
4
Pillars 2D
Capacities & Response
Humanitarian coordination
Information related to the governmental and humanitarian coordination structures’ and mechanisms in place to respond to a crisis or emergency situation and to the set of procedures and regulations (laws, decret, etc.) in place to ensure coordinated, coherent and principled approaches to the response and seek to improve...
5
Pillars 2D
Capacities & Response
People reached and response gaps
Information related to the number of individuals or communities that have received or benefited from humanitarian assistance or services (provision of goods, services, cash or a mix of those). Response gaps refer to areas or populations that have not received sufficient or adequate assistance from humanitarian organiza...
6
Sectors
Food Security
NFI
Information related to the essential household items required to safely store, process and use food in a safe and dignified way. Basic NFI for food security include: a. Eating and Cooking utensils such as a kitchen set: All plastic items should be of food grade plastic and all metallic utensils should be of stainless ...
1
Sectors
Food Security
Food
Information related to the food system (markets, supply, etc.), the dietary diversity/nutritional importance of food being consumed and the extent to which it allows to meet individual or households energy requirements.
2
Sectors
WASH
Water supply
Information related to the measures necessary to provide sufficient quantities of safe water to meet the drinking and domestic needs, without causing a risk to health. It encompasses all the steps from source exploitation, intake, abstraction and treatment to distribution methods, the user safety at the point of use an...
1
Sectors
WASH
Excreta management /sanitation
Information related to the entire sanitation service chain (from the toilet via collection and conveyance to the final treatment and safe disposal and/or reuse), to safely contained excreta to avoid contamination of the natural, living, learning, working and communal environments. It encompasses all the steps in which ...
33
Sectors
WASH
Solid waste management
Information related to the process of generation to collection, transport, treatment, and disposal of solid waste to avoid pollution of the natural, living, learning, working and communal environments. It also includes all behaviours which ensure that solid waste is safely contained, collected and potentially treated a...
63
Sectors
WASH
Hygiene facilities and products
Information related to the facilities necessary to perform personal hygiene to maintain the cleanliness of the body and clothing and preserve the overall health and wellbeing. It includes the safe usage of showers/bathing, handwashing facilities and laundry areas and the behaviours related to safe wastewater management...
74
Sectors
WASH
WASH in schools
Information related to all measures required to maintain a healthy and dignified learning environment. The water scheme established and its operation and maintenance to ensure sufficient quantity of safe water to the students and staffs; The excreta management scheme and its operation and maintenance to safely contai...
114
Sectors
WASH
WASH in health care facilities
Information related to all measures required to maintain minimum WASH infection prevention and control standards. It includes: The water scheme established and its operation and maintenance to ensure sufficient quantity of safe water to the patients, visitors and staffs; The excreta management scheme and its operatio...
116
Sectors
WASH
Vector control
Information related to the presence of breeding and feeding sites of potential vectors of communicable diseases and the measures required to prevent them and protect individuals from significant risks to health and well-being. Vectors include: mosquitoes, fleas, lice, rodents, snakes, ticks and sandflies.
118
Sectors
Health
Health care
Information related to the overall health system status and performance, including availability, access, coverage, utilisation and quality (or effectiveness) of health resources and services for the crisis-affected population.
1
Sectors
Health
Health status
Information related to people’s physical and mental health conditions, whether they have been affected or worsened due to the ongoing humanitarian crisis (natural disasters, conflict, displacement, and other emergencies). This includes the state of health of a person or population with reference to morbidity, impairmen...
7
Sectors
Protection
Human, civil and political rights
Information related to the respect or the violation of the rights that guarantee equal social opportunities and equal protection under the laws regardless of race, gender, ethnicity, religion or other personal characteristics and status including being displaced or belonging to a minority group. Human, civil and politi...
1
Sectors
Protection
Freedom of movement
Information related to all restrictions and barriers to freedom of movement, including forced displacement, siege, movement restrictions imposed by government/authority, mine/UXOs/IED inhibiting the movement of populations, or any other situation when a person does not have free choice related to movements. Freedom of ...
2
Sectors
Protection
Sexual and Gender-Based Violence (SGBV)
Information related to any harmful (or threat of harmful) act perpetrated against a person’s will and based on socially ascribed (i.e., gender) differences between males and females. It includes any act (or threats of acts) that results in, or is likely to result in, physical, sexual or emotional/psychological harm or ...
3
Sectors
Protection
Physical safety and security
Information related to the exposure of individual to violence, threats, harassment such as: abduction/kidnapping (enforced disappearance, unlawful arrest, arbitrary arrest or arbitrary detention), attacks against civilians, attacks against civilians objects, forced family separation, discrimination, stigmatization, hat...
4
Sectors
Protection
Justice and rule of law
Information related to the fair and impartial treatment of individuals, based on the principles of equality, fairness, and ethics. The concept of Justice involves the idea that individuals should be treated equally and fairly, without discrimination or prejudice, and that they should be held accountable for their actio...
5
Sectors
Protection
Housing, Land and Property (HLP)
Information related to the right to adequate housing and safe living environment that support the dignity and the recovery of people affected by crisis and enable essential household and livelihood activities in and around the home. This includes the full spectrum of violations of rights to HLP held according to statut...
6
Sectors
Protection
Mine, UXOs and IEDs
Information related to the harm (death or injury) or exposure to harm caused by Explosive Ordnance (EO) hazards and hazardous areas. This includes mines, cluster munitions, unexploded ordnance, abandoned ordnance, booby traps, improvised explosive devices and other devices (as defined by the Convention on Certain Conve...
7
Sectors
Protection
Child protection
Information related to any form of physical or psychological/emotional violence, injury or abuse, neglect or negligent treatment, maltreatment or exploitation, including sexual abuse, against children (person under the age of 18 years). It includes: - Child trafficking, abduction or sale. Information related to the s...
8
Sectors
Protection
Documentation
Information related to all measures, acts and practices that prevent people from accessing documentation. It includes the information related to the status of the persons (e.g., statelessness) and the status of the documents, such as being lost (it can be difficult or impossible to reconstruct the information they cont...
9
Sectors
Education
Provision
Information related to the formal and non-formal education services and how these education services are structured, including what age groups are expected to access formal education services. Non-formal education services normally target learners who have missed schooling or have completed education in other countries...
1
Sectors
Education
Learning environment
Information related to the physical conditions, resources available and facilities that surround and influence the learning process and support learners safety and well-being. A school's basic facilities and services include classrooms (learning spaces), clean water, separate toilets, electricity, heating/ventilation, ...
2
Sectors
Education
Teaching and learning
Information related to the processes central to the educational experience. Teaching can be defined as a deliberate and systematic process of passing/transmitting/imparting knowledge and/or skills to learners. It involves the use of various instructional methods to convey information to learners and providing learner...
3
Sectors
Education
Teachers and other education personnel
Information related to the set of individuals who work in educational institutions or in support of the education sector and are involved in the teaching and learning process. This includes the administration, maintenance and management of education institutions and education sector planning, as well as information on ...
4
Sectors
Education
Education policy
Information related to a set of laws, regulations, guidelines, frameworks and practices that govern/organise the education system of a country, region or institution. They are related to the organisation, funding, delivery and evaluation of the education system at national, state/provincial or local level and can be i...
5
Sectors
Livelihoods
Natural capital
Information related to the stock of natural resources, ecosystems, and environmental services that support livelihood needs and purposes, such as water supply, food production, energy generation, etc. For people living mainly in rural areas, who derive all or part of their production of food and income from resource-b...
2
Sectors
Livelihoods
Human capital
Information related to the people’s capacity to work, and the knowledge and skills they have acquired through their own education, experience and observation and/or acquired over generations. Together they enable people to pursue different livelihood strategies and achieve their livelihood objectives. At a household le...
6
Sectors
Livelihoods
Social capital
Information related to the social resources upon which people draw in pursuit of their livelihood objectives: networks and connectedness, either vertical (patron/client) or horizontal (between individuals with shared interests), that increase people’s trust and ability to share resources and work together membership of...
16
Sectors
Livelihoods
Physical capital
Information related to any physical item owned by an individual, household or group or accessed through rental or ‘fee for service’ markets.
18
Sectors
Livelihoods
Financial capital
Information related to the financial resources that people use to achieve their livelihood objectives. It includes the savings, the inflows of money (i.e., Incomes), the way the HHs receive their income (i.e., Transaction modality), the coverage of the expenditures by the income (i.e., Income sufficiency), the outflows...
22
Sectors
Livelihoods
Occupation
Information related to the activities through which an individual/HHs use the five capitals in order to sustain their daily lives, earn a living/income and support their basic needs and well-being. Typical example: Income generating activity, livelihood activities, economic activities (when it is about the persons ac...
53
Sectors
Nutrition
Nutrition status
Information related to the overall health and well-being of an individual or population in terms of their nutritional intake and related health outcomes. It is typically assessed through the measurement and evaluation of a range of indicators related to nutrition as the Severe Acute Malnutrition (SAM), Moderate Acute M...
1
Sectors
Nutrition
Nutrition services
Information related to nutritional services availability, access and general performance and the range of activities, interventions and services aimed at maintaining and improving the nutritional status and health outcomes of individuals and populations. These services are generally delivered by a variety of healthcare...
2
Sectors
Agriculture
Agricultural inputs
Information related to the materials, products, and services that are used to support agricultural production. These inputs are essential for farmers to optimize their crop yields and ensure the sustainability of their farming practices. Agricultural inputs can include: Seeds: The genetic material used to grow crops, ...
1
Sectors
Agriculture
Production
Information related to the process of growing crops, raising livestock, and other activities that lead to the generation of agricultural products. It involves the use of land, water, and other natural resources to produce food, fibre, and other products that are used by people. The production process begins with the pr...
2
Sectors
Agriculture
Agricultural infrastructure
Information related to physical structures, facilities, and systems that support agricultural production and marketing. It includes both public and private infrastructure that is critical to the efficient and effective functioning of the agricultural sector. Agricultural infrastructure can include: Irrigation systems:...
3
Sectors
Agriculture
Natural resource management
Information related to the capacity of agricultural systems and communities to adapt to changing climate conditions and mitigate the negative impacts of agriculture on the environment while maintaining or increasing agricultural productivity, enhancing food security, and reducing vulnerability to climate-related risks...
4
Sectors
Logistics
Transport
Information related to the physical and organizational structures and facilities that support the movement of goods from one place to another, such as: Road transport: Information related to the use of motor vehicles, such as cars, buses, trucks, and motorcycles, to transport goods on roads and highways. Road transpor...
1
Sectors
Logistics
Information and communication technologies (ICT)
Information related to the technologies that enable the processing, storage, and exchange of digital information and communication through various electronic devices, networks, and systems. ICT includes a wide range of technologies and infrastructure such as: networks, servers, software, and devices that are necessary ...
2
Sectors
Logistics
Energy
Information related to the physical systems and networks used to produce, store, transport, and distribute energy resources. It includes a wide range of facilities and equipment, such as: a.Oil and gas production, treatment, and storage, b. Electricity generation: Information related to the production of electrical po...
3
Sectors
Logistics
Cold Chain
Information relatted to temperature-controlled supply chain that is used to maintain and transport products at a consistent, cold temperature from the point of origin to the final destination. This process is essential for preserving the quality, safety, and efficacy of perishable goods, including food items, pharmaceu...
4
Sectors
Logistics
Storage/Handling
-
5
Sectors
Shelter
Dwelling envelope
Information related to: The type of dwelling (tent, building, single family house, semidetached house, apartment building (loft, studio, etc.), collective center, tents/makeshift, homeless on the street, etc. The kind of materials the building/structure is made of (vernacular local building materials, cement/concret...
1
Sectors
Shelter
Domestic living space
Information related to the living space, including privacy/space, safety, household items, being functional, and allowing dignity. Privacy/space. The living space to perform basic domestic activities, such as: Family life (e.g., number of people living in the shelter, number of people per room, number of separated roo...
2
Sectors
Shelter
Non-food household items
Information related with the non-food domestic assets, such as: Sleeping, blanket and bedding (floor mat, mattress, sheeting), Other furniture (table, chairs, etc.) Assets to prevent hypothermia or heat strokes, Lightning Personal clothing, sets of clothing per person, size and type appropriate to culture, season, ...
3
Sectors
Shelter
HLP
Information related to the relationship and issues among groups or individuals with respect to housing, land, and properties, established through statutory law or customary, informal, or religious arrangements. It includes the way in which House/Land/Property is held, used, and transferred among individuals or entities...
4
Sectors
Shelter
Settlement
Information related to the different scenarios of settlement, such as: For non-displaced population: Owner occupying accommodation or land (houses, apartment, land), Rental accommodation or land, Informally occupied accommodation or land (empty houses, apartments, vacant land). For displaced populations: Disperse...
5

Humanitarian Extract Classificator Dataset

This dataset contains definitions and questions for humanitarian classification across various sectors.

Dataset Structure

The dataset contains the following fields:

  • task: The main humanitarian task (e.g., Sectors, Pillars 1D, Pillars 2D)
  • level1: The specific level1 within the task
  • level2: The specific level2 within the level1
  • Definition: The definition of the level2 concept

Usage

You can load this dataset using the Hugging Face datasets library:

from datasets import load_dataset
dataset = load_dataset("Sfekih/humanitarian_problems_questions")
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