> ## Documentation Index > Fetch the complete documentation index at: https://docs.expectedparrot.com/llms.txt > Use this file to discover all available pages before exploring further. # Exploring real world survey contexts > This notebook explores ways of specifying “contexts” in which an [EDSL](/en/latest/index) survey is administered to AI agents in order to investigate potential impacts to simulated responses. We show how to do this in three different ways by modifying our `Question` texts and `Agent` traits in order to reflect various hypothetical real world contexts. [EDSL is an open-source library](https://github.com/expectedparrot/edsl) for simulating surveys, experiments and other research with AI agents and large language models. Before running the code below, please ensure that you have [installed the EDSL library](/en/latest/installation) and either [activated remote inference](/en/latest/remote_inference) from your [Expected Parrot account](/en/latest/coop) or [stored API keys](/en/latest/api_keys) for the language models that you want to use with EDSL. Please also see our [documentation page](/en/latest/index) for tips and tutorials on getting started using EDSL. Thank you to [Sophia Kazinnik](https://sites.google.com/view/skazinnik) for this idea and helpful suggestions! ## Importing the tool ```python theme={null} from edsl import QuestionLinearScale, Scenario, ScenarioList, Agent, AgentList, Survey, Model ``` ## Selecting a model See a list of available models at the [model pricing and performance page](https://www.expectedparrot.com/getting-started/coop-pricing) ```python theme={null} # Model.available() ``` Here we select a model to use ```python theme={null} m = Model("gpt-4o") m ``` LanguageModel | | key | value | | :- | :---------------------------- | :------- | | 0 | model | gpt-4o | | 1 | parameters:temperature | 0.500000 | | 2 | parameters:max\_tokens | 1000 | | 3 | parameters:top\_p | 1 | | 4 | parameters:frequency\_penalty | 0 | | 5 | parameters:presence\_penalty | 0 | | 6 | parameters:logprobs | False | | 7 | parameters:top\_logprobs | 3 | | 8 | inference\_service | openai | ## Creating some contexts for our survey Here we identify some example contexts to use in administering our survey ```python theme={null} respondent_ages = [ "You are a teenager (13-19 years old).", "You are college age (20-24 years old).", "You are a young adult (25-39 years old).", "You are middle-aged (40-59 years old).", "You are a senior citizen (60 or more years old).", ] survey_contexts = [ "", "You are answering an online survey.", "You are being interviewed by a researcher.", "You are participating in a focus group of peers.", "You are participating in a focus group of people of all ages and backgrounds.", ] ``` ## Adding contexts to question texts We can apply contexts by creating versions of our questions where each context is inserted directly into the question texts as a `Scenario` of the question ```python theme={null} q_exercise = QuestionLinearScale( question_name="exercise", question_text="How many times do you typically exercise each week? ({{ scenario.age }} {{ scenario.context }})", question_options=[0, 1, 2, 3, 4, 5, 6, 7], ) q_dessert = QuestionLinearScale( question_name="dessert", question_text="How many times do you typically eat dessert each week? ({{ scenario.age }} {{ scenario.context }})", question_options=[0, 1, 2, 3, 4, 5, 6, 7], ) survey = Survey(questions = [q_exercise, q_dessert]) ``` ```python theme={null} scenarios = ScenarioList( Scenario({"age": a, "context": c}) for a in respondent_ages for c in survey_contexts ) ``` ```python theme={null} results = survey.by(scenarios).by(m).run() ``` ```python expandable theme={null} results.select("age", "context", "exercise", "dessert") ``` | | scenario.age | scenario.context | answer.exercise | answer.dessert | | :- | :----------------------------------------------- | :---------------------------------------------------------------------------- | :-------------- | :------------- | | 0 | You are a teenager (13-19 years old). | nan | 3 | 3 | | 1 | You are a teenager (13-19 years old). | You are answering an online survey. | 4 | 3 | | 2 | You are a teenager (13-19 years old). | You are being interviewed by a researcher. | 4 | 3 | | 3 | You are a teenager (13-19 years old). | You are participating in a focus group of peers. | 3 | 3 | | 4 | You are a teenager (13-19 years old). | You are participating in a focus group of people of all ages and backgrounds. | 4 | 3 | | 5 | You are college age (20-24 years old). | nan | 3 | 3 | | 6 | You are college age (20-24 years old). | You are answering an online survey. | 3 | 3 | | 7 | You are college age (20-24 years old). | You are being interviewed by a researcher. | 3 | 3 | | 8 | You are college age (20-24 years old). | You are participating in a focus group of peers. | 3 | 3 | | 9 | You are college age (20-24 years old). | You are participating in a focus group of people of all ages and backgrounds. | 4 | 3 | | 10 | You are a young adult (25-39 years old). | nan | 3 | 3 | | 11 | You are a young adult (25-39 years old). | You are answering an online survey. | 3 | 3 | | 12 | You are a young adult (25-39 years old). | You are being interviewed by a researcher. | 4 | 3 | | 13 | You are a young adult (25-39 years old). | You are participating in a focus group of peers. | 3 | 3 | | 14 | You are a young adult (25-39 years old). | You are participating in a focus group of people of all ages and backgrounds. | 4 | 3 | | 15 | You are middle-aged (40-59 years old). | nan | 3 | 3 | | 16 | You are middle-aged (40-59 years old). | You are answering an online survey. | 3 | 2 | | 17 | You are middle-aged (40-59 years old). | You are being interviewed by a researcher. | 3 | 3 | | 18 | You are middle-aged (40-59 years old). | You are participating in a focus group of peers. | 3 | 2 | | 19 | You are middle-aged (40-59 years old). | You are participating in a focus group of people of all ages and backgrounds. | 3 | 3 | | 20 | You are a senior citizen (60 or more years old). | nan | 3 | 3 | | 21 | You are a senior citizen (60 or more years old). | You are answering an online survey. | 3 | 2 | | 22 | You are a senior citizen (60 or more years old). | You are being interviewed by a researcher. | 3 | 2 | | 23 | You are a senior citizen (60 or more years old). | You are participating in a focus group of peers. | 3 | 2 | | 24 | You are a senior citizen (60 or more years old). | You are participating in a focus group of people of all ages and backgrounds. | 3 | 3 | ## Adding context to agent traits Another method is to specify agent traits and survey contexts via `Agent` traits instead of the question texts ```python theme={null} q_exercise = QuestionLinearScale( question_name="exercise", question_text="How many times do you exercise each week?", question_options=[0, 1, 2, 3, 4, 5, 6, 7], ) q_dessert = QuestionLinearScale( question_name="dessert", question_text="How many times do you eat dessert each week?", question_options=[0, 1, 2, 3, 4, 5, 6, 7], ) survey = Survey([q_exercise, q_dessert]) ``` ```python theme={null} agents = AgentList( Agent(traits={"age": a, "context": c}) for a in respondent_ages for c in survey_contexts ) ``` ```python theme={null} results = survey.by(agents).by(m).run() ``` ```python theme={null} results.select("age", "context", "exercise", "dessert") ``` | | agent.age | agent.context | answer.exercise | answer.dessert | | :- | :----------------------------------------------- | :---------------------------------------------------------------------------- | :-------------- | :------------- | | 0 | You are a teenager (13-19 years old). | nan | 3 | 3 | | 1 | You are a teenager (13-19 years old). | You are answering an online survey. | 3 | 3 | | 2 | You are a teenager (13-19 years old). | You are being interviewed by a researcher. | 3 | 3 | | 3 | You are a teenager (13-19 years old). | You are participating in a focus group of peers. | 3 | 3 | | 4 | You are a teenager (13-19 years old). | You are participating in a focus group of people of all ages and backgrounds. | 3 | 3 | | 5 | You are college age (20-24 years old). | nan | 3 | 3 | | 6 | You are college age (20-24 years old). | You are answering an online survey. | 3 | 3 | | 7 | You are college age (20-24 years old). | You are being interviewed by a researcher. | 3 | 3 | | 8 | You are college age (20-24 years old). | You are participating in a focus group of peers. | 3 | 3 | | 9 | You are college age (20-24 years old). | You are participating in a focus group of people of all ages and backgrounds. | 4 | 3 | | 10 | You are a young adult (25-39 years old). | nan | 4 | 3 | | 11 | You are a young adult (25-39 years old). | You are answering an online survey. | 3 | 3 | | 12 | You are a young adult (25-39 years old). | You are being interviewed by a researcher. | 4 | 3 | | 13 | You are a young adult (25-39 years old). | You are participating in a focus group of peers. | 4 | 3 | | 14 | You are a young adult (25-39 years old). | You are participating in a focus group of people of all ages and backgrounds. | 4 | 3 | | 15 | You are middle-aged (40-59 years old). | nan | 3 | 3 | | 16 | You are middle-aged (40-59 years old). | You are answering an online survey. | 3 | 3 | | 17 | You are middle-aged (40-59 years old). | You are being interviewed by a researcher. | 3 | 3 | | 18 | You are middle-aged (40-59 years old). | You are participating in a focus group of peers. | 4 | 3 | | 19 | You are middle-aged (40-59 years old). | You are participating in a focus group of people of all ages and backgrounds. | 3 | 2 | | 20 | You are a senior citizen (60 or more years old). | nan | 3 | 3 | | 21 | You are a senior citizen (60 or more years old). | You are answering an online survey. | 3 | 3 | | 22 | You are a senior citizen (60 or more years old). | You are being interviewed by a researcher. | 3 | 2 | | 23 | You are a senior citizen (60 or more years old). | You are participating in a focus group of peers. | 2 | 3 | | 24 | You are a senior citizen (60 or more years old). | You are participating in a focus group of people of all ages and backgrounds. | 3 | 3 | ## Adding contexts to question texts and agent traits Here we use both `Agent` traits and `Scenario` contexts in the question texts: ```python theme={null} q_exercise = QuestionLinearScale( question_name="exercise", question_text="How many times do you exercise each week? ({{ scenario.context }})", question_options=[0, 1, 2, 3, 4, 5, 6, 7], ) q_dessert = QuestionLinearScale( question_name="dessert", question_text="How many times do you eat dessert each week? ({{ scenario.context }})", question_options=[0, 1, 2, 3, 4, 5, 6, 7], ) survey = Survey([q_exercise, q_dessert]) ``` ```python theme={null} scenarios = ScenarioList.from_list("context", survey_contexts) ``` ```python theme={null} agents = AgentList( Agent(traits={"age": a}) for a in respondent_ages ) ``` ```python theme={null} results = survey.by(scenarios).by(agents).by(m).run() ``` ```python theme={null} results.select("age", "context", "exercise", "dessert") ``` | | agent.age | scenario.context | answer.exercise | answer.dessert | | :- | :----------------------------------------------- | :---------------------------------------------------------------------------- | :-------------- | :------------- | | 0 | You are a teenager (13-19 years old). | nan | 3 | 3 | | 1 | You are a teenager (13-19 years old). | You are answering an online survey. | 3 | 3 | | 2 | You are a teenager (13-19 years old). | You are being interviewed by a researcher. | 4 | 3 | | 3 | You are a teenager (13-19 years old). | You are participating in a focus group of peers. | 3 | 3 | | 4 | You are a teenager (13-19 years old). | You are participating in a focus group of people of all ages and backgrounds. | 3 | 3 | | 5 | You are college age (20-24 years old). | nan | 4 | 3 | | 6 | You are college age (20-24 years old). | You are answering an online survey. | 3 | 3 | | 7 | You are college age (20-24 years old). | You are being interviewed by a researcher. | 4 | 3 | | 8 | You are college age (20-24 years old). | You are participating in a focus group of peers. | 3 | 3 | | 9 | You are college age (20-24 years old). | You are participating in a focus group of people of all ages and backgrounds. | 4 | 3 | | 10 | You are a young adult (25-39 years old). | nan | 5 | 2 | | 11 | You are a young adult (25-39 years old). | You are answering an online survey. | 4 | 3 | | 12 | You are a young adult (25-39 years old). | You are being interviewed by a researcher. | 4 | 3 | | 13 | You are a young adult (25-39 years old). | You are participating in a focus group of peers. | 4 | 3 | | 14 | You are a young adult (25-39 years old). | You are participating in a focus group of people of all ages and backgrounds. | 4 | 3 | | 15 | You are middle-aged (40-59 years old). | nan | 4 | 3 | | 16 | You are middle-aged (40-59 years old). | You are answering an online survey. | 4 | 3 | | 17 | You are middle-aged (40-59 years old). | You are being interviewed by a researcher. | 5 | 3 | | 18 | You are middle-aged (40-59 years old). | You are participating in a focus group of peers. | 3 | 3 | | 19 | You are middle-aged (40-59 years old). | You are participating in a focus group of people of all ages and backgrounds. | 3 | 3 | | 20 | You are a senior citizen (60 or more years old). | nan | 3 | 3 | | 21 | You are a senior citizen (60 or more years old). | You are answering an online survey. | 3 | 3 | | 22 | You are a senior citizen (60 or more years old). | You are being interviewed by a researcher. | 3 | 3 | | 23 | You are a senior citizen (60 or more years old). | You are participating in a focus group of peers. | 3 | 3 | | 24 | You are a senior citizen (60 or more years old). | You are participating in a focus group of people of all ages and backgrounds. | 3 | 3 | ## Compare prompts We can compare the prompts that we used which are accessible as fields of the results: ```python theme={null} results.columns ``` | | 0 | | :- | :-------------------------------------------------- | | 0 | agent.age | | 1 | agent.agent\_index | | 2 | agent.agent\_instruction | | 3 | agent.agent\_name | | 4 | answer.dessert | | 5 | answer.exercise | | 6 | cache\_keys.dessert\_cache\_key | | 7 | cache\_keys.exercise\_cache\_key | | 8 | cache\_used.dessert\_cache\_used | | 9 | cache\_used.exercise\_cache\_used | | 10 | comment.dessert\_comment | | 11 | comment.exercise\_comment | | 12 | generated\_tokens.dessert\_generated\_tokens | | 13 | generated\_tokens.exercise\_generated\_tokens | | 14 | iteration.iteration | | 15 | model.frequency\_penalty | | 16 | model.inference\_service | | 17 | model.logprobs | | 18 | model.max\_tokens | | 19 | model.model | | 20 | model.model\_index | | 21 | model.presence\_penalty | | 22 | model.temperature | | 23 | model.top\_logprobs | | 24 | model.top\_p | | 25 | prompt.dessert\_system\_prompt | | 26 | prompt.dessert\_user\_prompt | | 27 | prompt.exercise\_system\_prompt | | 28 | prompt.exercise\_user\_prompt | | 29 | question\_options.dessert\_question\_options | | 30 | question\_options.exercise\_question\_options | | 31 | question\_text.dessert\_question\_text | | 32 | question\_text.exercise\_question\_text | | 33 | question\_type.dessert\_question\_type | | 34 | question\_type.exercise\_question\_type | | 35 | raw\_model\_response.dessert\_cost | | 36 | raw\_model\_response.dessert\_one\_usd\_buys | | 37 | raw\_model\_response.dessert\_raw\_model\_response | | 38 | raw\_model\_response.exercise\_cost | | 39 | raw\_model\_response.exercise\_one\_usd\_buys | | 40 | raw\_model\_response.exercise\_raw\_model\_response | | 41 | scenario.context | | 42 | scenario.scenario\_index | ```python theme={null} results.select("prompt.*") ``` | | prompt.exercise\_system\_prompt | prompt.exercise\_user\_prompt | prompt.dessert\_system\_prompt | prompt.dessert\_user\_prompt | | :- | :---------------------------------------------------------------------------------------------------------------------------------------------------- | :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :---------------------------------------------------------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | 0 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a teenager (13-19 years old).'}` | How many times do you exercise each week? () 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a teenager (13-19 years old).'}` | How many times do you eat dessert each week? () 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 1 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a teenager (13-19 years old).'}` | How many times do you exercise each week? (You are answering an online survey.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a teenager (13-19 years old).'}` | How many times do you eat dessert each week? (You are answering an online survey.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 2 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a teenager (13-19 years old).'}` | How many times do you exercise each week? (You are being interviewed by a researcher.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a teenager (13-19 years old).'}` | How many times do you eat dessert each week? (You are being interviewed by a researcher.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 3 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a teenager (13-19 years old).'}` | How many times do you exercise each week? (You are participating in a focus group of peers.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a teenager (13-19 years old).'}` | How many times do you eat dessert each week? (You are participating in a focus group of peers.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 4 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a teenager (13-19 years old).'}` | How many times do you exercise each week? (You are participating in a focus group of people of all ages and backgrounds.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a teenager (13-19 years old).'}` | How many times do you eat dessert each week? (You are participating in a focus group of people of all ages and backgrounds.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 5 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are college age (20-24 years old).'}` | How many times do you exercise each week? () 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are college age (20-24 years old).'}` | How many times do you eat dessert each week? () 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 6 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are college age (20-24 years old).'}` | How many times do you exercise each week? (You are answering an online survey.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are college age (20-24 years old).'}` | How many times do you eat dessert each week? (You are answering an online survey.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 7 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are college age (20-24 years old).'}` | How many times do you exercise each week? (You are being interviewed by a researcher.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are college age (20-24 years old).'}` | How many times do you eat dessert each week? (You are being interviewed by a researcher.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 8 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are college age (20-24 years old).'}` | How many times do you exercise each week? (You are participating in a focus group of peers.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are college age (20-24 years old).'}` | How many times do you eat dessert each week? (You are participating in a focus group of peers.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 9 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are college age (20-24 years old).'}` | How many times do you exercise each week? (You are participating in a focus group of people of all ages and backgrounds.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are college age (20-24 years old).'}` | How many times do you eat dessert each week? (You are participating in a focus group of people of all ages and backgrounds.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 10 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a young adult (25-39 years old).'}` | How many times do you exercise each week? () 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a young adult (25-39 years old).'}` | How many times do you eat dessert each week? () 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 11 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a young adult (25-39 years old).'}` | How many times do you exercise each week? (You are answering an online survey.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a young adult (25-39 years old).'}` | How many times do you eat dessert each week? (You are answering an online survey.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 12 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a young adult (25-39 years old).'}` | How many times do you exercise each week? (You are being interviewed by a researcher.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a young adult (25-39 years old).'}` | How many times do you eat dessert each week? (You are being interviewed by a researcher.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 13 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a young adult (25-39 years old).'}` | How many times do you exercise each week? (You are participating in a focus group of peers.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a young adult (25-39 years old).'}` | How many times do you eat dessert each week? (You are participating in a focus group of peers.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 14 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a young adult (25-39 years old).'}` | How many times do you exercise each week? (You are participating in a focus group of people of all ages and backgrounds.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a young adult (25-39 years old).'}` | How many times do you eat dessert each week? (You are participating in a focus group of people of all ages and backgrounds.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 15 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are middle-aged (40-59 years old).'}` | How many times do you exercise each week? () 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are middle-aged (40-59 years old).'}` | How many times do you eat dessert each week? () 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 16 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are middle-aged (40-59 years old).'}` | How many times do you exercise each week? (You are answering an online survey.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are middle-aged (40-59 years old).'}` | How many times do you eat dessert each week? (You are answering an online survey.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 17 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are middle-aged (40-59 years old).'}` | How many times do you exercise each week? (You are being interviewed by a researcher.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are middle-aged (40-59 years old).'}` | How many times do you eat dessert each week? (You are being interviewed by a researcher.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 18 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are middle-aged (40-59 years old).'}` | How many times do you exercise each week? (You are participating in a focus group of peers.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are middle-aged (40-59 years old).'}` | How many times do you eat dessert each week? (You are participating in a focus group of peers.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 19 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are middle-aged (40-59 years old).'}` | How many times do you exercise each week? (You are participating in a focus group of people of all ages and backgrounds.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are middle-aged (40-59 years old).'}` | How many times do you eat dessert each week? (You are participating in a focus group of people of all ages and backgrounds.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 20 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a senior citizen (60 or more years old).'}` | How many times do you exercise each week? () 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a senior citizen (60 or more years old).'}` | How many times do you eat dessert each week? () 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 21 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a senior citizen (60 or more years old).'}` | How many times do you exercise each week? (You are answering an online survey.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a senior citizen (60 or more years old).'}` | How many times do you eat dessert each week? (You are answering an online survey.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 22 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a senior citizen (60 or more years old).'}` | How many times do you exercise each week? (You are being interviewed by a researcher.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a senior citizen (60 or more years old).'}` | How many times do you eat dessert each week? (You are being interviewed by a researcher.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 23 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a senior citizen (60 or more years old).'}` | How many times do you exercise each week? (You are participating in a focus group of peers.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a senior citizen (60 or more years old).'}` | How many times do you eat dessert each week? (You are participating in a focus group of peers.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | | 24 | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a senior citizen (60 or more years old).'}` | How many times do you exercise each week? (You are participating in a focus group of people of all ages and backgrounds.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. | You are answering questions as if you were a human. Do not break character.Your traits: `{'age': 'You are a senior citizen (60 or more years old).'}` | How many times do you eat dessert each week? (You are participating in a focus group of people of all ages and backgrounds.) 0 : 1 : 2 : 3 : 4 : 5 : 6 : 7 : Only 1 option may be selected. Respond only with the code corresponding to one of the options. E.g., "1" or "5" by itself. After the answer, you can put a comment explaining why you chose that option on the next line. |