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Risk Factor Analysis in Epidemics

This dataset contains information about various diseases, their associated risk factors, the populations affected, modes of transmission, geographic regions impacted, and the severity of their impact. Each entry provides insight into how specific risk factors contribute to the spread and effects of these diseases on different groups of individuals around the world.
  • ID: A unique identifier for each entry in the dataset.
  • Disease: The name of the disease being documented.
  • Risk Factor: Specific factors that increase the likelihood of contracting the disease.
  • Population Affected: Groups of individuals who are most likely to be impacted by the disease.
  • Transmission Type: The method through which the disease is spread (e.g., airborne, vector-borne, sexual).
  • Geographic Region: The primary areas where the disease is prevalent or poses a threat.
  • Impact Level: The severity of the disease's impact on the affected population, categorized as High, Medium, or Moderate.

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Sample Data

ID Disease Risk Factor Population Affected Transmission Type Geographic Region Impact Level
1 COVID-19 Age 65 and older Elderly population Airborne Global High
2 COVID-19 Pre-existing respiratory conditions Individuals with asthma, COPD Airborne Global High
3 HIV/AIDS Unprotected sex Sexually active individuals Sexual Global High
4 Ebola Contact with infected bodily fluids Healthcare workers Direct Africa High
5 Zika Mosquito bites General population in endemic areas Vector-borne Americas Medium
6 Dengue High-density population areas Residents of tropical areas Vector-borne Asia Medium
7 Influenza Chronic health conditions Older adults and chronic patients Airborne Global Moderate
8 Tuberculosis HIV positive individuals HIV/AIDS patients Airborne Global High
9 Malaria Lack of mosquito nets Children under 5 Vector-borne Africa High
10 Cholera Contaminated water supply Communities with poor sanitation Waterborne Global High
11 Hepatitis A Poor hygiene practices Travelers to endemic regions Fecal-oral Global Medium
12 SARS Close contact with infected individuals General population Airborne Global High
13 West Nile Virus Exposure to mosquitoes Adults over 50 Vector-borne North America Low
14 Measles Low vaccination rates Unvaccinated children Airborne Global High
15 Mumps Low vaccination rates Children and teenagers Airborne Global Medium
16 Tetanus Lack of vaccination Unvaccinated population Direct contact Global Medium
17 Strep throat Close contact in crowded places Children and teenagers Airborne Global Medium
18 Typhoid fever Contaminated food and water Travelers to endemic regions Waterborne Global Medium
19 Polio Low vaccination coverage Children in low-income countries Fecal-oral Global High
20 Yellow fever Lack of vaccination in endemic areas Travelers to endemic areas Vector-borne Africa, South America High
21 COVID-19 Obesity Individuals with obesity Airborne Global High
22 COVID-19 Chronic kidney disease Individuals with CKD Airborne Global High
23 HIV/AIDS Intravenous drug use Drug users Bloodborne Global High
24 Ebola Bushmeat handling Local populations in affected areas Direct Africa High
25 Zika Pregnancy Pregnant women Vector-borne Americas High
26 Dengue Seasonal rainfall patterns Residents in high-rainfall areas Vector-borne Asia Medium
27 Influenza Overcrowded living conditions Urban populations Airborne Global Moderate
28 Tuberculosis Poor ventilation in living spaces Urban populations Airborne Global High
29 Malaria Seasonal changes in mosquito populations Children under 5 Vector-borne Africa High
30 Cholera Flooding and poor infrastructure Communities post-disaster Waterborne Global High
31 Hepatitis B Multiple sexual partners Individuals with high-risk behavior Bloodborne Global High
32 SARS Travel to endemic areas Travelers Airborne Global High
33 West Nile Virus Elderly Elderly individuals Vector-borne North America Medium
34 Measles Travelers from areas with outbreaks Unvaccinated travelers Airborne Global High
35 Mumps Inadequate vaccination coverage Children under 12 Airborne Global Medium
36 Tetanus Lack of clean wound treatment Individuals in rural areas Direct contact Global Medium
37 Strep throat Cold weather months General population Airborne Global Medium
38 Typhoid fever Poor sanitation Communities in poverty-stricken areas Waterborne Global High
39 Polio War-torn regions Children in conflict areas Fecal-oral Global High
40 Yellow fever Travel to tropical areas Travelers and residents Vector-borne Africa, South America High
41 COVID-19 Travel history Travelers Airborne Global Medium
42 COVID-19 Socioeconomic status Low-income populations Airborne Global High
43 HIV/AIDS Lack of access to healthcare Marginalized communities Bloodborne Global High
44 Ebola Cultural practices involving funerals Local communities during outbreaks Direct Africa Very High
45 Zika Microcephaly in infants Pregnant women Vector-borne Americas High
46 Dengue Travel to endemic areas Travelers Vector-borne Asia Medium
47 Influenza Vaccination history Non-vaccinated individuals Airborne Global High
48 Tuberculosis Living in overcrowded conditions Urban poor Airborne Global Very High
49 Malaria Environmental changes Rural farming communities Vector-borne Africa High
50 Cholera Lack of access to clean water Remote populations Waterborne Global Very High
51 Hepatitis A Travel to endemic countries Travelers Fecal-oral Global Medium
52 SARS High population density Urban areas Airborne Global High
53 West Nile Virus Poor drainage systems Urban areas with stagnant water Vector-borne North America Low
54 Measles Immune-compromised individuals Immunocompromised Airborne Global High
55 Mumps Close-knit communities Communities with low vaccination rates Airborne Global Medium
56 Tetanus Unvaccinated due to cost Low-income populations Direct contact Global Medium
57 Strep throat Seasonal allergies Allergy sufferers Airborne Global Medium
58 Typhoid fever Use of untreated water sources Communities reliant on untreated water Waterborne Global High
59 Polio Refugee populations Children and adults in refugee camps Fecal-oral Global High
60 Yellow fever Urbanization in endemic areas Urban populations in Africa/South America Vector-borne High NaN
61 COVID-19 Lack of vaccination Unvaccinated spots Airborne Global High
62 COVID-19 Presence of underlying health issues High-risk individuals Airborne Global High
63 HIV/AIDS Social stigma Isolated individuals and communities Bloodborne Global Medium
64 Ebola Healthcare facility conditions Hospitals in outbreak zones Direct Africa High
65 Zika High temperatures Infected mosquitoes in warm climates Vector-borne Americas High
66 Dengue Housing conditions Residents in inadequate housing Vector-borne Asia Medium
67 Influenza Elderly care facilities Elderly populations Airborne Global High
68 Tuberculosis Low socioeconomic conditions Impoverished communities Airborne Global High
69 Malaria Environmental management Agriculture workers Vector-borne Africa High
70 Cholera Rapid urbanization Cities in developing regions Waterborne Global Very High
71 Hepatitis B Infant vaccination history Infants in unvaccinated populations Bloodborne Global High
72 SARS Animal markets People frequenting animal markets Airborne Global High
73 West Nile Virus Seasonal weather patterns General population in seasonal areas Vector-borne North America Medium
74 Measles International travel Travelers without vaccinations Airborne Global High
75 Mumps Close-contact sports Teenagers and young adults Airborne Global Medium
76 Tetanus Injury in rural areas Individuals in remote areas Direct contact Global Medium
77 Strep throat School settings Children in schools Airborne Global Medium
78 Typhoid fever Food handling practices Food handlers in endemic areas Waterborne Global High
79 Polio Areas with weak health systems Children in conflict zones Fecal-oral Global High
80 Yellow fever Climate change effects Residents in impacted areas Vector-borne Africa, South America High
81 COVID-19 Non-compliance with health guidelines General population Airborne Global High
82 COVID-19 Chronic liver disease Individuals with liver disease Airborne Global High
83 HIV/AIDS Lack of education on safe practices At-risk populations Bloodborne Global High
84 Ebola Inadequate outbreak response Healthcare systems in outbreak areas Direct Africa Very High
85 Zika Inadequate vector control measures Communities without control measures Vector-borne Americas High
86 Dengue Education on prevention Communities without awareness Vector-borne Asia Medium
87 Influenza Chronic heart disease Individuals with heart conditions Airborne Global High
88 Tuberculosis High prevalence of HIV Individuals co-infected with HIV Airborne Global High
89 Malaria Poor access to healthcare Rural communities Vector-borne Africa High
90 Cholera Proximity to outbreaks Communities near outbreaks Waterborne Global High
91 Hepatitis A Contaminated street food Travelers to urban areas Fecal-oral Global Medium
92 SARS High contact professions Healthcare and emergency response Airborne Global High
93 West Nile Virus Community awareness and education Local residents Vector-borne North America Low
94 Measles Global vaccine hesitancy Travelers to low vaccine areas Airborne Global High
95 Mumps Events with close interaction Attendees of festivals and gatherings Airborne Global Medium
96 Tetanus Inadequate first aid knowledge General public Direct contact Global Medium
97 Strep throat Cold weather exposure Individuals in colder climates Airborne Global Medium
98 Typhoid fever Education about food safety Communications in food safety Waterborne Global High
99 Polio Access to immunization campaigns Children in underserved areas Fecal-oral Global High
100 Yellow fever Lack of disease awareness Potential travelers to endemic areas Vector-borne Africa, South America High
101 COVID-19 Cultural practices around gatherings Communities with strong cultural ties Airborne Global High
102 COVID-19 Pre existing heart conditions Patients with heart disease Airborne Global High
103 HIV/AIDS Sexual orientation stigma LGBTQ+ communities Bloodborne Global High
104 Ebola Illegal wildlife trade Individuals involved in wildlife markets Direct Africa High
105 Zika Uncontrolled urban development Rapidly urbanizing areas Vector-borne Americas High
106 Dengue Unsustainable agriculture practices Farmers in susceptible areas Vector-borne Asia Medium
107 Influenza Navigational education for vulnerable Families with children in school Airborne Global High
108 Tuberculosis Access to public health programs Impoverished urban communities Airborne Global Very High
109 Malaria Ineffective public health initiatives Community health programs lacking Vector-borne Africa High
110 Cholera Nutritional deficiencies Populations with poor diet—lack of nutrients Waterborne Global High
111 Hepatitis B Non-sterile needles Drug users and individuals receiving tattoos Bloodborne Global High
112 SARS Migrant workers with no health coverage Migrant communities Airborne Global High
113 West Nile Virus Migratory bird patterns People living near wetlands Vector-borne North America Medium
114 Measles International school policies Unvaccinated school-age children Airborne Global High
115 Mumps Traveling during outbreaks Travelers to affected regions Airborne Global Medium
116 Tetanus Emergency response capability Rescue workers in disaster areas Direct contact Global Medium
117 Strep throat Avoidance of medical treatment People with emergency hesitancy Airborne Global Medium
118 Typhoid fever Availability of vaccination programs Travelers to high-risk countries Waterborne Global High
119 Polio 1940's medical practices influenced health policy Marginalized communities Fecal-oral Global High
120 Yellow fever Challenges of urban healthcare Individuals in urban areas with healthcare gaps Vector-borne Africa, South America High
121 COVID-19 Populations with low health literacy Low-education communities Airborne Global High
122 COVID-19 Rural healthcare access issues Populations in rural settings Airborne Global High
123 HIV/AIDS Isolation and mental health issues Individuals facing mental health challenges Bloodborne Global Medium
124 Ebola Ecosystem changes due to climate Communities relying on natural resources Direct Africa Very High
125 Zika Health advice and communication failures Communities without access to public health resources Vector-borne Americas High
126 Dengue Risk of viral outbreaks in urban settings Urban populations with vulnerable housing Vector-borne Asia Medium
127 Influenza Lack of awareness about seasonal flu General population Airborne Global High
128 Tuberculosis Neglect of preventive health services Marginalized groups in cities Airborne Global High
129 Malaria Forest dwellers and their agriculture Agricultural workers in forest regions Vector-borne Africa High
130 Cholera Industrial pollution of water sources Communities near industrial sites Waterborne Global High
131 Hepatitis A Tourism in low hygiene areas Travelers to underdeveloped destinations Fecal-oral Global Medium
132 SARS Connections to wildlife trade Individuals selling wildlife Airborne Global High
133 West Nile Virus Urban parks and green areas City dwellers Vector-borne North America Medium
134 Measles Public gatherings without vaccination checks Crowded events Airborne Global High
135 Mumps Tech communities and events with close interactions Tech event attendees Airborne Global Medium
136 Tetanus Cultural practices not emphasizing wound care Communities with traditional practices Direct contact Global Medium
137 Strep throat Sports events School aged children Airborne Global Medium
138 Typhoid fever Poor access to health equity programs Low-income regions Waterborne Global High
139 Polio Infrastructure collapse due to conflict Children in war zones Fecal-oral Global High
140 Yellow fever Inadequate mosquito control efforts Urban centers in Africa/South America Vector-borne High NaN
141 COVID-19 Awareness of new variants Populations resisting vaccination after emergence of variants Airborne Global High
142 COVID-19 Long-term care facilities Residents in long-term care settings Airborne Global High
143 HIV/AIDS Economic disparities Communities with low economic mobility Bloodborne Global High
144 Ebola Wildlife conservation practices Local communities managing wildlife Direct Africa High
145 Zika Education on risks of pregnancy Practicing couples in endemic areas Vector-borne Americas High
146 Dengue Public perception of vector control Community attitudes toward mosquitoes Vector-borne Asia Medium
147 Influenza Seasonal outbreaks in high-density housing Occupants of urban housing Airborne Global High
148 Tuberculosis Judgment about treatment compliance Social pressure in communities Airborne Global Very High
149 Malaria Climate impacts on disease spread Populations in newly affected areas Vector-borne Africa High
150 Cholera Natural disasters exacerbating contamination Areas prone to flooding Waterborne Global High
151 Hepatitis B Socioeconomic factors affecting healthcare access Low-income individuals Bloodborne Global High
152 SARS Long-haul truck drivers in affected areas Truck drivers Airborne Global High
153 West Nile Virus Changes in weather patterns affecting breeding grounds People living in prone areas Vector-borne North America Medium
154 Measles Refusal of vaccines due to misinformation Parents influenced by anti-vaccine rhetoric Airborne Global High
155 Mumps Community events leading to outbreaks Attendees of large gatherings Airborne Global Medium
156 Tetanus Economic status affecting wound care access Low-income areas Direct contact Global Medium
157 Strep throat Airborne diseases during cold weather Individuals in colder demographics Airborne Global Medium
158 Typhoid fever Lack of isolation from contaminated sources Households reliant on shared water Waterborne Global High
159 Polio Political instability affecting vaccination campaigns Children in politically unstable regions Fecal-oral Global High
160 Yellow fever Travel to and from urban centers Travelers between urban and rural settings Vector-borne High NaN
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