The data has been split into a test and training set.

Notes on the data: The text contains some HTML mark-up. Dealing with this “dirtiness” of the text is part of the challenge. All the text is in English. The training data was manually classified by Devex analysts and subject-matter experts.

Variables in devex_train.csv

• ID: Unique ID of text to be classified
• Type: The type or source of the text. (Contract=Names of contracts, News=Titles of news articles, Organization=Text about an organization, Open Opp=Description of an opportunity)
• Text: text to be classified
• Label_1 through Label_12: These columns are populated starting at Label_1 increasing incrementally until all relevent classifications are populated, to a maximum of 12 Labels. The remaining Labels are left blank.

The 27 possible SDG 3 indicators are (In the dataset, you will use only the indicator's code, e.g. "3.1.1"):

1. 3.1.1 - Maternal mortality ratio
2. 3.1.2 - Proportion of births attended by skilled health personnel
3. 3.2.1 - Under-5 mortality rate
4. 3.2.2 - Neonatal mortality rate
5. 3.3.1 - Number of new HIV infections per 1 000 uninfected population, by sex, age and key populations
6. 3.3.2 - Tuberculosis incidence per 100 000 population
7. 3.3.3 - Malaria incidence per 1 000 population
8. 3.3.4 - Hepatitis B incidence per 100 000 population
9. 3.3.5 - Number of people requiring interventions against neglected tropical diseases
10. 3.4.1 - Mortality rate attributed to cardiovascular disease, cancer, diabetes or chronic respiratory disease
11. 3.4.2 - Suicide mortality rate
12. 3.5.1 - Coverage of treatment interventions (pharmacological, psychosocial and rehabilitation and aftercare services) for substance use disorders
13. 3.5.2 - Harmful use of alcohol, defined according to the national context as alcohol per capita consumption (aged 15 years and older) within a calendar year in litres of pure alcohol
14. 3.6.1 - Death rate due to road traffic injuries
15. 3.7.1 - Proportion of women of reproductive age (aged 15–49 years) who have their need for family planning satisfied with modern methods
16. 3.7.2 - Adolescent birth rate (aged 10–14 years; aged 15–19 years) per 1 000 women in that age group
17. 3.8.1 - Coverage of essential health services (defined as the average coverage of essential services based on tracer interventions that include reproductive, maternal, newborn and child health, infectious diseases, non-communicable diseases and service capacity and access, among the general and the most disadvantaged population)
18. 3.8.2 - Proportion of population with large household expenditures on health as a share of total household expenditure or income
19. 3.9.1 - Mortality rate attributed to household and ambient air pollution
20. 3.9.2 - Mortality rate attributed to unsafe water, unsafe sanitation and lack of hygiene (exposure to unsafe Water, Sanitation and Hygiene for All (WASH) services)
21. 3.9.3 - Mortality rate attributed to unintentional poisoning
22. 3.a.1 - Age-standardized prevalence of current tobacco use among persons aged 15 years and older
23. 3.b.1 - Proportion of the target population covered by all vaccines included in their national programme
24. 3.b.2 - Total net official development assistance to medical research and basic health sector
25. 3.b.3 - Proportion of health facilities that have a core set of relevant essential medicines available and affordable on a sustainable basis
26. 3.c.1 - Health worker density and distribution
27. 3.d.1 - International Health Regulations (IHR) capacity and health emergency preparedness