Delete models/retriever/outcome/gpt/db/document_index

models/retriever/outcome/gpt/db/document_index/config.yaml

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-_target_: relik.retriever.indexers.inmemory.InMemoryDocumentIndex
-metadata_fields:
-- definition
-separator: ' <def> '
-name_or_path: null

models/retriever/outcome/gpt/db/document_index/documents.jsonl

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-{"text": "overall household expenditure", "id": 0, "metadata": {"definition": "outcome. total amount spend by a household on consumption", "level": 4, "type": "outcome"}}
-{"text": "marriage and teen child bearing as a barrier to education participation", "id": 1, "metadata": {"definition": "outcome. measures of marriage and teenage child bearing in the local context, which may act as a barrier to participation in education.", "level": 4, "type": "outcome"}}
-{"text": "business knowledge", "id": 2, "metadata": {"definition": "outcome. any measure of business practices such as sharing business experiences, asking for business advice and interest in training. this may also include the understanding and ability to apply business concepts in real-life situation such as creating a business plan, understanding how to calculate profit etc.", "level": 4, "type": "outcome"}}
-{"text": "wage levels", "id": 3, "metadata": {"definition": "outcome. measures for wage levels or wage level satisfaction", "level": 4, "type": "outcome"}}
-{"text": "livelihoods and employment behaviours", "id": 4, "metadata": {"definition": "outcome. livelihoods and employment behaviours.", "level": 4, "type": "outcome"}}
-{"text": "investment in productive assets", "id": 5, "metadata": {"definition": "outcome. total amount of investments made on equipment for productive purposes.", "level": 4, "type": "outcome"}}
-{"text": "food security index", "id": 6, "metadata": {"definition": "outcome. composite/index measures of the extent to which households have adequate and reliable access to enough nutritious food to meet basic dietary needs.", "level": 4, "type": "outcome"}}
-{"text": "sense of belonging", "id": 7, "metadata": {"definition": "outcome. a sense of belonging refers to individuals or groups sense of shared national, religious, ethnic or political identity. this may include measure of a sense of divisions or tensions between groups.", "level": 4, "type": "outcome"}}
-{"text": "index of illness related to wash", "id": 8, "metadata": {"definition": "outcome. composite/index measures of other health indicators not otherwise captured related to wash topics.", "level": 4, "type": "outcome"}}
-{"text": "deforestation", "id": 9, "metadata": {"definition": "outcome. rates of deforestation and loss of ecosystems.", "level": 4, "type": "outcome"}}
-{"text": "other crop yield", "id": 10, "metadata": {"definition": "outcome. measure of other crop yield, typically measured as production per a given area (e.g. tonnes per hectare).", "level": 4, "type": "outcome"}}
-{"text": "individual economic well-being", "id": 11, "metadata": {"definition": "outcome. metrics of economic well-being applied to individuals.", "level": 4, "type": "outcome"}}
-{"text": "index of healthcare professional outcomes", "id": 12, "metadata": {"definition": "outcome. composite/index measures of health care professional staff availability, quality, and supervision.", "level": 4, "type": "outcome"}}
-{"text": "profits and revenues", "id": 13, "metadata": {"definition": "outcome. amount of profit or revenues generated by a firm or business over a given period.", "level": 4, "type": "outcome"}}
-{"text": "gendered access to credit", "id": 14, "metadata": {"definition": "outcome. women's access to credit through formal institutions or informal lenders.", "level": 4, "type": "outcome"}}
-{"text": "job seeking", "id": 15, "metadata": {"definition": "outcome. measures of job seeking behaviour", "level": 4, "type": "outcome"}}
-{"text": "attitudes about intimate partner violence", "id": 16, "metadata": {"definition": "outcome. measures of attitudes with respect to intimate partner violence, including identity formation, perception of gender roles, acceptability of sexist attitudes, acceptability of ipv, intimacy and self-efficacy. this indicator is applicable at an individual, family, or community level.", "level": 4, "type": "outcome"}}
-{"text": "index of economic returns due to higher education", "id": 17, "metadata": {"definition": "outcome. composite/index measures of economic returns after higher education.", "level": 4, "type": "outcome"}}
-{"text": "total savings", "id": 18, "metadata": {"definition": "outcome. total savings across all forms of value holdings.", "level": 4, "type": "outcome"}}
-{"text": "index of health service quality & standards", "id": 19, "metadata": {"definition": "outcome. composite/index measures of health service quality and standards.", "level": 4, "type": "outcome"}}
-{"text": "community participation in crime reporting/police oversight", "id": 20, "metadata": {"definition": "outcome. measures of community involvement in crime reporting and police oversight.", "level": 4, "type": "outcome"}}
-{"text": "index of mortality", "id": 21, "metadata": {"definition": "outcome. composite/index measure of mortality rates", "level": 4, "type": "outcome"}}
-{"text": "gender representation", "id": 22, "metadata": {"definition": "outcome. measures of representation by gender to improve access to services and increase social mobility, including reservations.", "level": 4, "type": "outcome"}}
-{"text": "index of sanitation attitudes and knowledge", "id": 23, "metadata": {"definition": "outcome. composite/index measures of attitudes towards sanitation practices, and all measures of knowledge about sanitation practices and related topics (such as disease transmission).", "level": 4, "type": "outcome"}}
-{"text": "cattle herd size", "id": 24, "metadata": {"definition": "outcome. overall cattle holdings for a farm/ranch.", "level": 4, "type": "outcome"}}
-{"text": "empowerment", "id": 25, "metadata": {"definition": "outcome. process through which someone acquires the ability to access certain resources, make independent choices based on his/ her own values, and achieve things that correspond to his/her own values and objectives. this can be measured either through the observation of a set of behaviours that demonstrate an increased access to resources, agency and achievements, or through self-reported perception of someone's own empowerment.", "level": 4, "type": "outcome"}}
-{"text": "willingness to help", "id": 26, "metadata": {"definition": "outcome. willingness to help refers to individuals willingness to engage in actions that benefit others based on altruistic motives. such actions might include community service, volunteering or donating to causes that benefit others. this may include specific measures of openness to help other, anxiety about helping others or the refusal to do so.", "level": 4, "type": "outcome"}}
-{"text": "social participation and interaction", "id": 27, "metadata": {"definition": "outcome. socialisation and interaction measures.", "level": 4, "type": "outcome"}}
-{"text": "index of hygiene attitudes and knowledge", "id": 28, "metadata": {"definition": "outcome. composite/index measures of attitudes towards hygiene practices, and all measures of knowledge about hygiene practices and related topics.", "level": 4, "type": "outcome"}}
-{"text": "forest coverage", "id": 29, "metadata": {"definition": "outcome. measures of forested land, including rates of deforestation and decay, forest quality, damage and degradation.", "level": 4, "type": "outcome"}}
-{"text": "sexual and intimate partner violence", "id": 30, "metadata": {"definition": "outcome. measures of sexual and intimate partner violence incidence", "level": 4, "type": "outcome"}}
-{"text": "index of corruption", "id": 31, "metadata": {"definition": "outcome. composite/index measures of corruption.", "level": 4, "type": "outcome"}}
-{"text": "vocational skills", "id": 32, "metadata": {"definition": "outcome. practical skills which allow a person to do tasks specific to a job and master all the aspects of a job.", "level": 4, "type": "outcome"}}
-{"text": "handwashing behaviour - before handling food", "id": 33, "metadata": {"definition": "outcome. all measures of how consistently participants practice the handwashing behaviours that they are taught. only in relation to food preparation activities.", "level": 4, "type": "outcome"}}
-{"text": "index of business knowledge and skills", "id": 34, "metadata": {"definition": "outcome. composite/index measures of business knowledge and skills.", "level": 4, "type": "outcome"}}
-{"text": "tree replacement", "id": 35, "metadata": {"definition": "outcome. measures of amount and quality of tree replacement programs, and recovered timberland.", "level": 4, "type": "outcome"}}
-{"text": "awareness of rights", "id": 36, "metadata": {"definition": "outcome. knowledge and understanding of one's political, civil, and human rights.", "level": 4, "type": "outcome"}}
-{"text": "perceptions of personal and community safety", "id": 37, "metadata": {"definition": "outcome. this includes measures of perceived safety in the home, safety in the community and freedom of movement.", "level": 4, "type": "outcome"}}
-{"text": "tax compliance", "id": 38, "metadata": {"definition": "outcome. measures of tax compliance. these include measures of tax evasion and the amount of taxes paid.", "level": 4, "type": "outcome"}}
-{"text": "diarrhoea-related mortality", "id": 39, "metadata": {"definition": "outcome. any measure of the number of deaths from diarrhoeal diseases.", "level": 4, "type": "outcome"}}
-{"text": "human rights", "id": 40, "metadata": {"definition": "outcome. extent to which a firm respects or violates human rights through its activity. this can be measured through an impact assessment of the effect of a firm on populations affected by its activity.", "level": 4, "type": "outcome"}}
-{"text": "quality of life/life satisfaction", "id": 41, "metadata": {"definition": "outcome. extent to which an individual is satisfied with his/ her life, based on a complex assessment of different life factors such as education, career, income, relationships etc. there are different ways of measuring life satisfaction, such as for example an out of 10 scale.", "level": 4, "type": "outcome"}}
-{"text": "police visibility", "id": 42, "metadata": {"definition": "outcome. measures of police involvement in the community.", "level": 4, "type": "outcome"}}
-{"text": "access to public education", "id": 43, "metadata": {"definition": "outcome. any measure of the availability and capacity of public education services, including opening hours, waiting times and equitable access to services and resources made available by service providers.", "level": 4, "type": "outcome"}}
-{"text": "acceptance of diversity", "id": 44, "metadata": {"definition": "outcome. acceptance of diversity refers to the extent to which individuals or groups recognise others rights to belong, be trusted, and/or be helped, even where there are differences in values, identities or lifestyles. acceptance of diversity may refer to people within ones own group as well as across groups. this may include measurements on attitudes towards diversity, pluralism or social and cultural tolerance.", "level": 4, "type": "outcome"}}
-{"text": "index of social cohesion", "id": 45, "metadata": {"definition": "outcome. composite/index of measures of social cohesion within a community.", "level": 4, "type": "outcome"}}
-{"text": "migration", "id": 46, "metadata": {"definition": "outcome. any measure of the amount of migration in our out of the area (usually a headcount).", "level": 4, "type": "outcome"}}
-{"text": "sales", "id": 47, "metadata": {"definition": "outcome. volume of goods or services sold by a firm.", "level": 4, "type": "outcome"}}
-{"text": "starting a business", "id": 48, "metadata": {"definition": "outcome. descriptive metrics for the process of starting a business; e.g. procedures (number), time (days), cost (% of income), minimum capital (% of income), etc.", "level": 4, "type": "outcome"}}
-{"text": "index of latrine or toilet use", "id": 49, "metadata": {"definition": "outcome. composite/index measures of the latrine or toilet use.", "level": 4, "type": "outcome"}}
-{"text": "government expenditure", "id": 50, "metadata": {"definition": "outcome. total amount spent by the government", "level": 4, "type": "outcome"}}
-{"text": "index of faecal waste disposal", "id": 51, "metadata": {"definition": "outcome. composite/index measures of waste disposal methods.", "level": 4, "type": "outcome"}}
-{"text": "individual knowledge", "id": 52, "metadata": {"definition": "outcome. individual knowledge.", "level": 4, "type": "outcome"}}
-{"text": "regular latrine or toilet use", "id": 53, "metadata": {"definition": "outcome. all measures of how regularly participants use latrine or toilets.", "level": 4, "type": "outcome"}}
-{"text": "sanitation-related mortality", "id": 54, "metadata": {"definition": "outcome. any measure of the number deaths from sanitation-related diseases.", "level": 4, "type": "outcome"}}
-{"text": "formal employment due to higher education", "id": 55, "metadata": {"definition": "outcome. attainment of formal employment due to higher education.", "level": 4, "type": "outcome"}}
-{"text": "open defecation", "id": 56, "metadata": {"definition": "outcome. all measures of how consistently participants openly defecate, or what proportion of participants who no longer openly defecate at all.", "level": 4, "type": "outcome"}}
-{"text": "willingness to participate (social)", "id": 57, "metadata": {"definition": "outcome. this concept refers to individuals willingness to participate in civil society. this includes measures of individuals', or perceptions of others' willingness to participate within their communities, such as in community decision-making or conflict transformation procedures, or in civil society more broadly such as through membership with various social, religious, or economic groups / cooperatives / associations. this may include specific measures of openness to participate, anxiety about participation or the refusal to participate. to differentiate from the corresponding outcome within civic engagement, it does not include active measures of participation in community groups.", "level": 4, "type": "outcome"}}
-{"text": "safe disposal of waste", "id": 58, "metadata": {"definition": "outcome. all measures of the number, or proportion, of participants who consistently participants practice the safe disposal of faeces.", "level": 4, "type": "outcome"}}
-{"text": "new latrine or toilet construction", "id": 59, "metadata": {"definition": "outcome. number of new latrine or toilets constructed over a given period.", "level": 4, "type": "outcome"}}
-{"text": "household expenditure on health", "id": 60, "metadata": {"definition": "outcome. amount or portion spent by the household on costs related to health services, including catastrophic care", "level": 4, "type": "outcome"}}
-{"text": "adoption of good business practices from higher education", "id": 61, "metadata": {"definition": "outcome. measures of the adoption of business practices associated with good business outcomes. these practices may include regular bookkeeping, clear recordkeeping, good planning, and other practices that are taught during business trainings. we included studies that measured the adoption of these and other good business practices.", "level": 4, "type": "outcome"}}
-{"text": "income from agriculture", "id": 62, "metadata": {"definition": "outcome. income stemming from all forms of agricultural production.", "level": 4, "type": "outcome"}}
-{"text": "healthcare staff absenteeism", "id": 63, "metadata": {"definition": "outcome. any measure of health staff absenteeism.", "level": 4, "type": "outcome"}}
-{"text": "social norms around sanitation", "id": 64, "metadata": {"definition": "outcome. all measures of the perceived social norms around sanitation practices.", "level": 4, "type": "outcome"}}
-{"text": "household economic well-being", "id": 65, "metadata": {"definition": "outcome. metrics of economic well-being applied to household.", "level": 4, "type": "outcome"}}
-{"text": "informal employment", "id": 66, "metadata": {"definition": "outcome. share of the working force that participates in the informal sector.", "level": 4, "type": "outcome"}}
-{"text": "food consumption", "id": 67, "metadata": {"definition": "outcome. any measure of nutritional intake including caloric intake, meal frequency, minimum meal intake/acceptable diet, consumption of iron-rich or iron-fortified foods, vitamin supplementation, fruit and vegetable intake, micronutrient intake", "level": 4, "type": "outcome"}}
-{"text": "community monitoring", "id": 68, "metadata": {"definition": "outcome. participation in community monitoring of public resources and projects.", "level": 4, "type": "outcome"}}
-{"text": "index of social attitudes, behaviours, or norms.", "id": 69, "metadata": {"definition": "outcome. composite/index of measures of social attitudes, behaviours, or norms.", "level": 4, "type": "outcome"}}
-{"text": "women's employment after higher education", "id": 70, "metadata": {"definition": "outcome. womens employment status and type of occupation, including whether women were employed, the status of their employment (full-time/part-time, permanent/temporary, formal/informal), and the type of occupation in which they were employed.", "level": 4, "type": "outcome"}}
-{"text": "access to healthcare", "id": 71, "metadata": {"definition": "outcome. measures of access, physical and financial, to healthcare services.", "level": 4, "type": "outcome"}}
-{"text": "index of sexual & reproductive health", "id": 72, "metadata": {"definition": "outcome. composite/index measures of sexual and reproductive health outcomes and services.", "level": 4, "type": "outcome"}}
-{"text": "wealth and assets", "id": 73, "metadata": {"definition": "outcome. total amount of wealth and asset ownership.", "level": 4, "type": "outcome"}}
-{"text": "customer satisfaction", "id": 74, "metadata": {"definition": "outcome. customer satisfaction measures for a product or service.", "level": 4, "type": "outcome"}}
-{"text": "time collecting firewood", "id": 75, "metadata": {"definition": "outcome. overall or share of time allocated to collecting firewood", "level": 4, "type": "outcome"}}
-{"text": "psychological empowerment", "id": 76, "metadata": {"definition": "outcome. psychological process contributing to increasing someone's ability to access resources, make independent choices based on his/her own values, and achieve things that correspond to his/her own values and objectives. this can be measured through an indicator combining a set of psychological outcomes such as self-confidence, self-worth, belief about the ability and right to influence decisions and have control over his/her own life etc.", "level": 4, "type": "outcome"}}
-{"text": "perception of politicians' responsiveness", "id": 77, "metadata": {"definition": "outcome. public perception of politicians' responsiveness to constituents concerns and accessibility. this can include constituencies' feelings of being heard by leaders.", "level": 4, "type": "outcome"}}
-{"text": "attitudes toward open defecation", "id": 78, "metadata": {"definition": "outcome. attitudes toward open defecation, including levels of acceptance.", "level": 4, "type": "outcome"}}
-{"text": "customer retention", "id": 79, "metadata": {"definition": "outcome. measures of customer retention, including returning or continuous customers.", "level": 4, "type": "outcome"}}
-{"text": "drop-out rate from educational establishments", "id": 80, "metadata": {"definition": "outcome. drop-out rate.", "level": 4, "type": "outcome"}}
-{"text": "household expenditure on food", "id": 81, "metadata": {"definition": "outcome. amount or portion of expenditure on by the household.", "level": 4, "type": "outcome"}}
-{"text": "perception of public service delivery", "id": 82, "metadata": {"definition": "outcome. public perception of service quality and accessibility.", "level": 4, "type": "outcome"}}
-{"text": "index of healthcare utilisation", "id": 83, "metadata": {"definition": "outcome. composite/index measures of health system/service utilisation.", "level": 4, "type": "outcome"}}
-{"text": "handwashing behaviour", "id": 84, "metadata": {"definition": "outcome. all measures of how consistently participants practice the handwashing behaviours that they are taught.", "level": 4, "type": "outcome"}}
-{"text": "social norms regarding violence", "id": 85, "metadata": {"definition": "outcome. this includes norms and behaviours surrounding violence, including support for political violence or armed groups, and attitudes towards the use of violence", "level": 4, "type": "outcome"}}
-{"text": "women's earning/income after higher education", "id": 86, "metadata": {"definition": "outcome. measures of income women earned through paid work, defined as earnings, wages, or salaries. measures of earnings or wages through administrative data, as well as self-reported data where women had been asked about their earnings, wages, or salaries.", "level": 4, "type": "outcome"}}
-{"text": "knowledge of handwashing practices", "id": 87, "metadata": {"definition": "outcome. knowledge of handwashing practices.", "level": 4, "type": "outcome"}}
-{"text": "social trust", "id": 88, "metadata": {"definition": "outcome. any measure of trust between communities, their members, and across different social groups. it may include specific measures of respondents' perception of others', trust towards each other and tolerance.", "level": 4, "type": "outcome"}}
-{"text": "acute respiratory infections (aris)", "id": 89, "metadata": {"definition": "outcome. any measure of acute illness in the upper respiratory tract, trachea, bronchi, bronchioles, alveoli, pleura, pleural cavity, and the muscles associated with breathing", "level": 4, "type": "outcome"}}
-{"text": "risk of violence", "id": 90, "metadata": {"definition": "outcome. risk perceived or objectively measured through a collection of facilitating/protecting factors, of experiencing any kind of violence.", "level": 4, "type": "outcome"}}
-{"text": "wash all-cause mortality", "id": 91, "metadata": {"definition": "outcome. any measure of the number of deaths from any cause.", "level": 4, "type": "outcome"}}
-{"text": "civic knowledge and understanding", "id": 92, "metadata": {"definition": "outcome. any measure of citizens' understanding and knowledge of political processes, public service availability and rights.", "level": 4, "type": "outcome"}}
-{"text": "food insecurity prevalence", "id": 93, "metadata": {"definition": "outcome. measures of food insecurity in surrounding communities and within the household.", "level": 4, "type": "outcome"}}
-{"text": "economic empowerment", "id": 94, "metadata": {"definition": "outcome. process through which someone acquires the ability to access economic resources, make independent choices based on his/her own values, and achieve things that correspond to his/her own values and objectives. this can be measured through an indicator combining a set of economic outcomes such as the person's control over his/her own income, decision making power over family finances etc.", "level": 4, "type": "outcome"}}
-{"text": "adoption of recommended organic fertiliser practices", "id": 95, "metadata": {"definition": "outcome. adoption of recommended practices for using organic fertilisers like manure or urea", "level": 4, "type": "outcome"}}
-{"text": "diarrhoeal disease", "id": 96, "metadata": {"definition": "outcome. all measures of diarrhoeal disease. all reasonable definitions of diarrhoea accepted (frequent, loose-watery stool). this is typically presented as number of incidences over a given period.", "level": 4, "type": "outcome"}}
-{"text": "employee motivation", "id": 97, "metadata": {"definition": "outcome. any measure of employee motivation or the firm's ability to motivate employees.", "level": 4, "type": "outcome"}}
-{"text": "employment share", "id": 98, "metadata": {"definition": "outcome. portion of the labour force in a particular sector.", "level": 4, "type": "outcome"}}
-{"text": "index of empowerment", "id": 99, "metadata": {"definition": "outcome. composite/index measures of social or economic empowerment", "level": 4, "type": "outcome"}}
-{"text": "participation and inclusion", "id": 100, "metadata": {"definition": "outcome. measures of participation and inclusion in social, business, and political activities.", "level": 4, "type": "outcome"}}
-{"text": "resilience", "id": 101, "metadata": {"definition": "outcome. resilience is the ability to manage risks and recover from shocks, economically and psychologically, and can be measured either through observing a set of behaviours which demonstrate resilience or it can be a self-reported perception of resilience. the set of behaviours which demonstrates resilience are for example the diversification of business activity to manage risk, the strategies adopted to cope with unpredictable events such as a drought or an increase in input prices, or even mental health state after a loss.", "level": 4, "type": "outcome"}}
-{"text": "self-employment earnings due to higher education", "id": 102, "metadata": {"definition": "outcome. self-employment earnings due to higher education.", "level": 4, "type": "outcome"}}
-{"text": "business formalisation", "id": 103, "metadata": {"definition": "outcome. rate or number of businesses formally registered and tracked by government.", "level": 4, "type": "outcome"}}
-{"text": "labour force participation", "id": 104, "metadata": {"definition": "outcome. portion of the population participating in the labour force.", "level": 4, "type": "outcome"}}
-{"text": "index of forestry production", "id": 105, "metadata": {"definition": "outcome. composite/index measures of forest production.", "level": 4, "type": "outcome"}}
-{"text": "regular cleaning", "id": 106, "metadata": {"definition": "outcome. measures of regular cleaning and maintenance behaviour.", "level": 4, "type": "outcome"}}
-{"text": "overall paid employment due to higher education", "id": 107, "metadata": {"definition": "outcome. overall paid employment after higher education", "level": 4, "type": "outcome"}}
-{"text": "index of household wealth or assets", "id": 108, "metadata": {"definition": "outcome. composite/index measures of household saving and asset accumulation.", "level": 4, "type": "outcome"}}
-{"text": "index of confidence in public institutions", "id": 109, "metadata": {"definition": "outcome. composite/index measures of public confidence in public institutions", "level": 4, "type": "outcome"}}
-{"text": "perception of corruption", "id": 110, "metadata": {"definition": "outcome. public perception of corruption levels of public servants and elected representatives.", "level": 4, "type": "outcome"}}
-{"text": "sociocultural knowledge and awareness", "id": 111, "metadata": {"definition": "outcome. this includes measures of knowledge about current or historical socio-political contexts or cultural awareness, particularly of other cultures. this also includes measures of knowledge of concepts such as violence, peace and mediation.", "level": 4, "type": "outcome"}}
-{"text": "employment hours", "id": 112, "metadata": {"definition": "outcome. number of hours worked in specific time frame, usually either in a week or a month.", "level": 4, "type": "outcome"}}

models/retriever/outcome/gpt/db/document_index/embeddings.pt

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