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Datasets

Core data exports

acute_risks
Acute Risks Dataset
chronic_risks()
Chronic Risks Dataset
risk_sources
Risk Sources Registry

Data Loaders

Load parquet datasets

load_acute_risks()
Load Acute Risks Dataset
load_chronic_risks()
Load Chronic Risks Dataset
load_sources()
Load Risk Sources Registry

Atomic Risk Schema

Component-level risk data and decomposition

atomic_risks()
Atomic Risk Components
risk_components()
View Risk Components for an Activity
risk_for_duration()
Calculate Risk for Custom Duration
common_risks()
Acute Risks in Micromorts

Risk Equivalence

Cross-activity risk comparison

risk_equivalence()
Risk Equivalence Table
risk_exchange_matrix()
Risk Exchange Matrix

Radiation Profiles

Occupational, passenger, and environmental radiation comparison

radiation_profiles()
Radiation Exposure Profiles
patient_radiation_comparison()
Patient vs Occupational Radiation Comparison

Legacy Data Functions

Original data functions (retained for compatibility)

demographic_factors()
Demographic Life Expectancy Factors
covid_vaccine_rr()
COVID-19 Vaccine Relative Risks
risk_data_sources()
Data Sources for Micromort and Microlife Research

Regional Life Expectancy

Geographic variation in mortality risk

regional_life_expectancy()
Regional Life Expectancy in Western Europe
vanguard_regions()
Vanguard Regions with Highest Life Expectancy
laggard_regions()
Laggard Regions with Stalled Life Expectancy Gains
regional_mortality_multiplier()
Regional Mortality Multiplier

Conditional Risk Analysis

Compare hedged vs unhedged risk scenarios

cancer_risks()
Cancer Risks by Type, Sex, and Age
vaccination_risks()
Vaccination Risk Reduction
conditional_risk()
Conditional Risk Comparison (Hedged vs Unhedged)
hedged_portfolio()
Hedged Portfolio Risk Summary

Conversion Functions

Convert between risk units

as_micromort()
Convert Probability to Micromorts
as_microlife()
Convert Minutes to Microlives
as_probability()
Convert Micromorts to Probability
lle()
Loss of Life Expectancy (LLE)
value_of_micromort()
Value of a Statistical Life (VSL) to Micromort Value

Analysis Functions

Risk analysis and modeling

compare_interventions()
Compare Lifestyle Interventions
lifestyle_tradeoff()
Calculate Lifestyle Tradeoff
daily_hazard_rate()
Daily Hazard Rate by Age
annual_risk_budget()
Annual Risk Budget

Visualization

Risk visualization

prepare_risks_plot()
Prepare Risk Data for Plotting
plot_risks()
Plot Risk Comparison
plot_risks_interactive()
Interactive Risk Plot
plot_risk_components()
Plot Risk Components as Stacked Bar
theme_micromort_dark()
Dark Theme for Micromort Risk Plots

Interactive Tools

API, dashboard, and quiz

launch_api()
Launch Micromort REST API
launch_dashboard()
Launch Risk Explorer Dashboard
launch_quiz()
Launch Interactive "Which Is Riskier?" Quiz
quiz_pairs()
Generate Quiz Pairs for "Which Is Riskier?" Game
activity_descriptions()
Activity Descriptions and Help URLs
launch_chronic_quiz()
Launch Interactive "Which Daily Habit Has a Bigger Effect?" Quiz
chronic_quiz_pairs()
Generate Quiz Pairs for "Which Daily Habit Has a Bigger Effect?" Game
factor_descriptions()
Chronic Factor Descriptions and Help URLs
format_activity_name()
Format Activity Name with Line Break Before Parenthetical
ranking_quiz_questions()
Generate Ranking Quiz Questions
ranking_tag_mapping()
Tag-to-Category Mapping for Ranking Quiz
kendall_tau_score()
Kendall Tau Score for Ranking Quiz