Index

A

add() (gabm.abm.attribute.GABMAttributeMap method) add_answer() (gabm.abm.survey.Question method) add_member() (gabm.abm.group.Group method) add_opinion() (gabm.abm.agent.Person method) add_question() (gabm.abm.survey.Survey method) AFRICAN (gabm.abm.attributes.ethnicity.EthnicityID attribute) Agent (class in gabm.abm.agent)

AgentID (class in gabm.abm.agent) AMERICAN (gabm.abm.attributes.ethnicity.EthnicityID attribute) Answer (class in gabm.abm.survey) AnswerID (class in gabm.abm.survey) ANTIPODIAN (gabm.abm.attributes.ethnicity.EthnicityID attribute) API_KEY_ENV_VAR (gabm.io.llm.llm_service.LLMService property) ASIAN (gabm.abm.attributes.ethnicity.EthnicityID attribute)

B

BAD (gabm.abm.attributes.health.HealthID attribute)

C

cache_and_log() (in module gabm.io.llm.utils) call_and_cache_response() (in module gabm.io.llm.utils) Candidate (class in gabm.abm.democracy.candidate) CENTRAL (gabm.abm.attributes.region.RegionID attribute) CENTRE (gabm.abm.attributes.politics.PoliticsID attribute)

Citizen (class in gabm.abm.agent) CitizenID (class in gabm.abm.agent) COLLEGE (gabm.abm.attributes.education.EducationID attribute) communicate() (gabm.abm.agent.Person method) communicate_with_llm() (gabm.abm.agent.Person method) conduct() (gabm.abm.survey.SurveyConversation method)

D

DeepSeekService (class in gabm.io.llm.deepseek)

DOCTORATE (gabm.abm.attributes.education.EducationID attribute) download_apertus_model() (in module gabm.io.llm.apertus)

E

EAST (gabm.abm.attributes.region.RegionID attribute) ECONOMICALLY_INACTIVE (gabm.abm.attributes.employment.EmploymentID attribute) Education (class in gabm.abm.attributes.education) EducationID (class in gabm.abm.attributes.education) EducationMap (class in gabm.abm.attributes.education) Election (class in gabm.abm.democracy.election) ElectionID (class in gabm.abm.democracy.election) EMPLOYED_FULL_TIME (gabm.abm.attributes.employment.EmploymentID attribute) EMPLOYED_PART_TIME (gabm.abm.attributes.employment.EmploymentID attribute)

Employment (class in gabm.abm.attributes.employment) EmploymentID (class in gabm.abm.attributes.employment) EmploymentMap (class in gabm.abm.attributes.employment) Environment (class in gabm.abm.environment) Ethnicity (class in gabm.abm.attributes.ethnicity) EthnicityID (class in gabm.abm.attributes.ethnicity) EthnicityMap (class in gabm.abm.attributes.ethnicity) EUROPEAN (gabm.abm.attributes.ethnicity.EthnicityID attribute) extract_text_from_response() (gabm.io.llm.genai.GenAIService method) (in module gabm.io.llm.utils)

F

FAIR (gabm.abm.attributes.health.HealthID attribute) Family (class in gabm.abm.attributes.family) FamilyID (class in gabm.abm.attributes.family)

FamilyMap (class in gabm.abm.attributes.family) FAR_LEFT (gabm.abm.attributes.politics.PoliticsID attribute) FAR_RIGHT (gabm.abm.attributes.politics.PoliticsID attribute) FEMALE (gabm.abm.attributes.gender.GenderID attribute)

G

gabm module, [1] gabm.abm module gabm.abm.agent module gabm.abm.attribute module gabm.abm.attributes module gabm.abm.attributes.education module gabm.abm.attributes.employment module gabm.abm.attributes.ethnicity module gabm.abm.attributes.family module gabm.abm.attributes.gender module gabm.abm.attributes.health module gabm.abm.attributes.income module gabm.abm.attributes.opinion module gabm.abm.attributes.politics module gabm.abm.attributes.region module gabm.abm.attributes.wealth module gabm.abm.democracy module gabm.abm.democracy.candidate module gabm.abm.democracy.election module gabm.abm.democracy.elections module gabm.abm.democracy.elections.uk module gabm.abm.democracy.elections.uk.general_election module gabm.abm.democracy.elections.uk.referendum module gabm.abm.democracy.political_party module gabm.abm.environment module gabm.abm.group module gabm.abm.survey module

gabm.core module gabm.core.environment module gabm.core.id module gabm.io module gabm.io.llm module gabm.io.llm.apertus module gabm.io.llm.deepseek module gabm.io.llm.genai module gabm.io.llm.llm_service module gabm.io.llm.openai module gabm.io.llm.publicai module gabm.io.llm.utils module gabm.io.read_data module gabm.utils module gabm.utils.logging module GABMAttribute (class in gabm.abm.attribute) GABMAttributeID (class in gabm.abm.attribute) GABMAttributeMap (class in gabm.abm.attribute) GABMID (class in gabm.core.id) GenAIService (class in gabm.io.llm.genai) Gender (class in gabm.abm.attributes.gender) GenderID (class in gabm.abm.attributes.gender) GenderMap (class in gabm.abm.attributes.gender) GeneralElection (class in gabm.abm.democracy.election) get() (gabm.abm.attribute.GABMAttributeMap method) get_age() (gabm.abm.agent.Person method) get_AverageOpinion() (gabm.abm.group.OpinionatedGroup method) get_description() (gabm.abm.attributes.opinion.Opinion method) get_gender() (gabm.abm.agent.Person method) get_llm_cache_paths() (in module gabm.io.llm.utils) get_opinion() (gabm.abm.agent.Person method) get_opinion_profile() (gabm.abm.agent.Person method) get_prompt() (gabm.abm.survey.Question method) get_question() (gabm.abm.survey.Survey method) get_self_description() (gabm.abm.agent.Person method) get_value() (gabm.abm.attributes.opinion.Opinion method) GOOD (gabm.abm.attributes.health.HealthID attribute) Group (class in gabm.abm.group) GroupID (class in gabm.abm.group)

H

Health (class in gabm.abm.attributes.health)

HealthID (class in gabm.abm.attributes.health) HealthMap (class in gabm.abm.attributes.health)

I

Income (class in gabm.abm.attributes.income) IncomeID (class in gabm.abm.attributes.income)

IncomeMap (class in gabm.abm.attributes.income) items() (gabm.abm.attribute.GABMAttributeMap method)

J

join_group() (gabm.abm.agent.Agent method)

K

keys() (gabm.abm.attribute.GABMAttributeMap method)

L

leave_group() (gabm.abm.agent.Agent method) LEFT (gabm.abm.attributes.politics.PoliticsID attribute) list_available_models() (gabm.io.llm.deepseek.DeepSeekService method) (gabm.io.llm.genai.GenAIService method) (gabm.io.llm.llm_service.LLMService method) (gabm.io.llm.openai.OpenAIService method) (gabm.io.llm.publicai.PublicAIService method)

list_members() (gabm.abm.group.Group method) list_models_to_txt() (in module gabm.io.llm.utils) LLMService (class in gabm.io.llm.llm_service) load_llm_cache() (in module gabm.io.llm.utils) load_models_from_json() (in module gabm.io.llm.utils) local_apertus_infer() (in module gabm.io.llm.apertus)

M

MALE (gabm.abm.attributes.gender.GenderID attribute) MARRIED (gabm.abm.attributes.family.FamilyID attribute) MEDIAN_TO_Q3 (gabm.abm.attributes.income.IncomeID attribute) (gabm.abm.attributes.wealth.WealthID attribute) module gabm, [1] gabm.abm gabm.abm.agent gabm.abm.attribute gabm.abm.attributes gabm.abm.attributes.education gabm.abm.attributes.employment gabm.abm.attributes.ethnicity gabm.abm.attributes.family gabm.abm.attributes.gender gabm.abm.attributes.health gabm.abm.attributes.income gabm.abm.attributes.opinion gabm.abm.attributes.politics gabm.abm.attributes.region gabm.abm.attributes.wealth gabm.abm.democracy gabm.abm.democracy.candidate gabm.abm.democracy.election gabm.abm.democracy.elections gabm.abm.democracy.elections.uk gabm.abm.democracy.elections.uk.general_election gabm.abm.democracy.elections.uk.referendum gabm.abm.democracy.political_party gabm.abm.environment gabm.abm.group gabm.abm.survey gabm.core gabm.core.environment gabm.core.id gabm.io gabm.io.llm gabm.io.llm.apertus gabm.io.llm.deepseek gabm.io.llm.genai gabm.io.llm.llm_service gabm.io.llm.openai gabm.io.llm.publicai gabm.io.llm.utils gabm.io.read_data gabm.utils gabm.utils.logging

N

Nation (class in gabm.abm.environment) NEGATIVE (gabm.abm.attributes.opinion.OpinionTopicID attribute) (gabm.abm.attributes.wealth.WealthID attribute) NEUTRAL (gabm.abm.attributes.opinion.OpinionTopicID attribute)

NON_BINARY (gabm.abm.attributes.gender.GenderID attribute) NORTH (gabm.abm.attributes.region.RegionID attribute) NORTH_EAST (gabm.abm.attributes.region.RegionID attribute) NORTH_WEST (gabm.abm.attributes.region.RegionID attribute) NOT_MARRIED (gabm.abm.attributes.family.FamilyID attribute)

O

OpenAIService (class in gabm.io.llm.openai) Opinion (class in gabm.abm.attributes.opinion) OpinionatedGroup (class in gabm.abm.group) OpinionTopic (class in gabm.abm.attributes.opinion)

OpinionTopicID (class in gabm.abm.attributes.opinion) OpinionValue (class in gabm.abm.attributes.opinion) OpinionValueMap (class in gabm.abm.attributes.opinion) OTHER (gabm.abm.attributes.ethnicity.EthnicityID attribute)

P

Person (class in gabm.abm.agent) PersonID (class in gabm.abm.agent) PoliticalParty (class in gabm.abm.democracy.political_party) PoliticalPartyID (class in gabm.abm.democracy.political_party) Politics (class in gabm.abm.attributes.politics)

PoliticsID (class in gabm.abm.attributes.politics) PoliticsMap (class in gabm.abm.attributes.politics) POSITIVE (gabm.abm.attributes.opinion.OpinionTopicID attribute) pre_send_check_and_cache() (in module gabm.io.llm.utils) PRIMARY (gabm.abm.attributes.education.EducationID attribute) PublicAIService (class in gabm.io.llm.publicai)

Q

Q1_TO_MEDIAN (gabm.abm.attributes.income.IncomeID attribute) (gabm.abm.attributes.wealth.WealthID attribute) Q3_TO_TOP_10 (gabm.abm.attributes.income.IncomeID attribute) (gabm.abm.attributes.wealth.WealthID attribute)

Question (class in gabm.abm.survey) QuestionID (class in gabm.abm.survey)

R

read_api_keys() (in module gabm.io.read_data) Referendum (class in gabm.abm.democracy.election) Region (class in gabm.abm.attributes.region) RegionID (class in gabm.abm.attributes.region)

RegionMap (class in gabm.abm.attributes.region) remove_member() (gabm.abm.group.Group method) RETIRED (gabm.abm.attributes.employment.EmploymentID attribute) RIGHT (gabm.abm.attributes.politics.PoliticsID attribute)

S

safe_api_call() (in module gabm.io.llm.utils) SECONDARY (gabm.abm.attributes.education.EducationID attribute) send() (gabm.io.llm.deepseek.DeepSeekService method) (gabm.io.llm.genai.GenAIService method) (gabm.io.llm.llm_service.LLMService method) (gabm.io.llm.openai.OpenAIService method) (gabm.io.llm.publicai.PublicAIService method) SERVICE_NAME (gabm.io.llm.deepseek.DeepSeekService attribute) (gabm.io.llm.genai.GenAIService attribute) (gabm.io.llm.llm_service.LLMService attribute) (gabm.io.llm.openai.OpenAIService attribute) (gabm.io.llm.publicai.PublicAIService attribute)

set_opinion() (gabm.abm.agent.Person method) set_value() (gabm.abm.attributes.opinion.Opinion method) setup_module_logger() (in module gabm.utils.logging) simple_extract_text() (gabm.io.llm.deepseek.DeepSeekService static method) (gabm.io.llm.genai.GenAIService static method) (gabm.io.llm.openai.OpenAIService static method) (gabm.io.llm.publicai.PublicAIService static method) SOUTH (gabm.abm.attributes.region.RegionID attribute) SOUTH_EAST (gabm.abm.attributes.region.RegionID attribute) SOUTH_WEST (gabm.abm.attributes.region.RegionID attribute) STUDENT (gabm.abm.attributes.employment.EmploymentID attribute) Survey (class in gabm.abm.survey) SurveyConversation (class in gabm.abm.survey)

T

T (gabm.abm.attribute.GABMAttributeMap attribute) TOP_0_001 (gabm.abm.attributes.income.IncomeID attribute) (gabm.abm.attributes.wealth.WealthID attribute) TOP_0_01_TO_TOP_0_001 (gabm.abm.attributes.income.IncomeID attribute) (gabm.abm.attributes.wealth.WealthID attribute)

TOP_0_1_TO_TOP_0_01 (gabm.abm.attributes.income.IncomeID attribute) (gabm.abm.attributes.wealth.WealthID attribute) TOP_10_TO_TOP_1 (gabm.abm.attributes.income.IncomeID attribute) (gabm.abm.attributes.wealth.WealthID attribute) TOP_1_TO_TOP_0_1 (gabm.abm.attributes.income.IncomeID attribute) (gabm.abm.attributes.wealth.WealthID attribute)

U

UKGE (class in gabm.abm.democracy.elections.uk.general_election) UKGEVote (class in gabm.abm.democracy.elections.uk.general_election) UKGEVoteID (class in gabm.abm.democracy.elections.uk.general_election) UKReferendum (class in gabm.abm.democracy.elections.uk.referendum) UKReferendumVote (class in gabm.abm.democracy.elections.uk.referendum) UKReferendumVoteID (class in gabm.abm.democracy.elections.uk.referendum) UNEMPLOYED (gabm.abm.attributes.employment.EmploymentID attribute) UNIVERSITY (gabm.abm.attributes.education.EducationID attribute) UNKNOWN (gabm.abm.attributes.education.EducationID attribute) (gabm.abm.attributes.employment.EmploymentID attribute) (gabm.abm.attributes.ethnicity.EthnicityID attribute) (gabm.abm.attributes.family.FamilyID attribute) (gabm.abm.attributes.gender.GenderID attribute) (gabm.abm.attributes.health.HealthID attribute) (gabm.abm.attributes.income.IncomeID attribute) (gabm.abm.attributes.opinion.OpinionTopicID attribute) (gabm.abm.attributes.politics.PoliticsID attribute) (gabm.abm.attributes.region.RegionID attribute) (gabm.abm.attributes.wealth.WealthID attribute)

V

values() (gabm.abm.attribute.GABMAttributeMap method) VERY_BAD (gabm.abm.attributes.health.HealthID attribute)

VERY_GOOD (gabm.abm.attributes.health.HealthID attribute) Vote (class in gabm.abm.democracy.election) VoteID (class in gabm.abm.democracy.election)

W

Wealth (class in gabm.abm.attributes.wealth) wealth_map (gabm.abm.attributes.wealth.WealthMap attribute) WealthID (class in gabm.abm.attributes.wealth)

WealthMap (class in gabm.abm.attributes.wealth) WEST (gabm.abm.attributes.region.RegionID attribute) write_models_json_and_txt() (in module gabm.io.llm.utils)

Y

year_of_birth (gabm.abm.agent.Person attribute)

Z

ZERO_TO_Q1 (gabm.abm.attributes.income.IncomeID attribute) (gabm.abm.attributes.wealth.WealthID attribute)