# Create a sample survey data frame
survey_df <- data.frame(
person_id = c(1, 2, 3, 4, 5),
question_concept_id = c(40192529, 40192529, 40192529, 40192529, 40192529),
answer = c("Very well", "Well", "Not well", "Not at all", "Skip")
)
# Compute English proficiency levels
english_level_scores <- calc_english_level(survey_df)
head(english_level_scores)
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