Exploring real world survey contexts

EDSL is an open-source library 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 and either activated remote inference from your Expected Parrot account or stored API keys for the language models that you want to use with EDSL. Please also see our documentation page for tips and tutorials on getting started using EDSL. Thank you to Sophia Kazinnik for this idea and helpful suggestions!

Importing the tool

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

# Model.available()

Here we select a model to use

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

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

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])

scenarios = ScenarioList(
    Scenario({"age": a, "context": c}) for a in respondent_ages for c in survey_contexts
)

results = survey.by(scenarios).by(m).run()

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

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])

agents = AgentList(
    Agent(traits={"age": a, "context": c})
    for a in respondent_ages
    for c in survey_contexts
)

results = survey.by(agents).by(m).run()

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:

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])

scenarios = ScenarioList.from_list("context", survey_contexts)

agents = AgentList(
    Agent(traits={"age": a}) for a in respondent_ages
)

results = survey.by(scenarios).by(agents).by(m).run()

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:

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

results.select("prompt.*")

Introduction

Getting Started

Core Concepts

Getting Data

Working with Results

Validating with Humans

No-code Apps

Platform

How-to Guides

Notebook Examples

Developers

Exploring real world survey contexts

Importing the tool

Selecting a model

Creating some contexts for our survey

Adding contexts to question texts

Adding context to agent traits

Adding contexts to question texts and agent traits

Compare prompts

	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.

​Importing the tool

​Selecting a model

​Creating some contexts for our survey

​Adding contexts to question texts

​Adding context to agent traits

​Adding contexts to question texts and agent traits

​Compare prompts

Importing the tool

Selecting a model

Creating some contexts for our survey

Adding contexts to question texts

Adding context to agent traits

Adding contexts to question texts and agent traits

Compare prompts