I am amazed at the code-generating/running GPT4. I fed it some large knowledge graphs I’d created in September 2021 and I had it create hybrid concepts where nodes intersected and THEN asked it to create MAXIMALLY chained hybrids, of which this HUGE one popped on, which means these are all connected concepts _somehow_. Now I can try to find out how.

I am amazed at the code-generating/running GPT4. I fed it some large knowledge graphs I’d created in September 2021 and I had it create hybrid concepts where nodes intersected and THEN asked it to create MAXIMALLY chained hybrids, of which this HUGE one popped on, which means these are all connected concepts _somehow_. Now I can try to find out how.

First: the data. Then the analysis afterwards:

Maximally Chained Hybrids
“Sociological terminology & Aesthetics & Decision-making & Hysteresis & Evolutionary development biology & Academia & Influence (social and political) & Esoteric Christianity & Art & Biogeochemistry & Philosophy & Lattice models & Physical phenomenon & Unranked clades & Numerical programming languages & Functional languages & Systems biology & Youth movements & Declarative programming & Fields of mathematical analysis & Geometry & Narrative techniques & Virtue & Virtual_reality & Progressivism & Procedural programming families & Recursion & Alphabets & Behavior Modification & Animal Developmental biology & Laughter & Elections & Statement (computer science) & Recognition Primed Decision & Information age & Reality_by_type & Formal sciences & Applied Mathmatics & Statistical randomness & Statistics & Statistical inference & Creativity techniques & Lifestyle & Chemistry & Analogy & Computer languages & Majority-minority relations & Cultural heritage & Ethnology & Causes of conditions & Organisms & Human reproduction & Nature & Phylogenetics & Children’s health & Chordate_anatomy & Pediatrics & Mental and behavioral disorders & Statistical mechanics & Organizational_behavior & Defense policy & United Methodist churches in New Jersey? & Philisophical theories & Personality & Optimal decisions & Digital media & Control Theory & Humanities & Future studies & Psychiatric diagnosis & Community & Applied philosophy & Human communication & Naming & Round square copula & Anatomy & Science and culture & Programming Languages & Motion (physics) & Universe & Scientific modeling & Information and communication technology & Amorphea taxa by rank & Topology & Fields_of_mathematics & Possibility & Human_behavior & Environmental humanities & Innovation & BASIC Programming Language & Mind & Constructivism & Neokaryotes & Information science & Metadata & Conceptual_systems & Linguistic morphology & Conceptual_distinctions & Numerical analysis & Choice modeling & Cultural politics & Cells by function & Hierarchy & Chemical_oceanography & Utility & Learning methods & Diseases and disorders & Bayesian_hierarchical_modeling & Production and manufacturing & Kinship and descent & Psychopathology & Neurochemistry & Manifolds & Consciousness & Far-left_politics & Encodings & Eastern Orthodox Christian Communities & Theoretical computer science & Mixed_reality & Sources_of_knowledge & Plant communication & Childhood psychiatric disorders & Elementary Mathematics & Empiricism & Defense & Geometric topology & Information Theory & Evolutionary_Computation & Fiction & Cultural exchange & Semantics & Semantics (linguistics) & Mind-body interventions & Queueing theory & Default mode Network & Public health & Concepts in ancient Greek epistemology & Safety & Transferrable skills analysis & Theories of deduction & Therapy & Reform & Game Theory & Thought & Systems_thinking & Biology_theories & Style (fiction) & Mathematical_modeling & Spirituality & Predicate logic & Discrete mathematics & Head & Brain & Entities & Research methods & Movements & Social_ideologies & White matter & Leisure & Communication_by_type & Lexicography & Collaboration & Youth & Tradition & Self-sustainability & Conditionals & Mammal_anatomy & Euphoriants & Bayesian inference & Modular arithmatic & Subjectivism & Social_groups & Knowledge representation & Mammalian hormones & Social change & Human rights abuses & Environmentalism & Formal languages & Anxiety & Premature events & Risk assessment & Coding Theory & Economics & Outline (list) & Wikipedia & Psychiatry & Neuroanatomy & Community United Methodist Church, Roselle Park, NJ & Documents & Metrology & Emergence & Thanksgiving & Comparative politics & Concepts & Metaphysical theories & Introspection & Models of computation & Boundary layers & Linear algebra & Reproduction & Superorganisms & Conformal field theory & Lexicology & Rules of inference & Economics of uncertainty & Product & Philosophy of physics & Modernism (Music) & Taxonomy (biology) & Esoteric_cosmology & Visual arts & Quality control & Plant cognition & Archetypal pedagogy & Central nervous system disorders & Taxa by rank & Social agreement & Cosmology & Human development & Customer relationship management & Developmental neuroscience & Information & Forest governance & Chemical processes & Misconduct & Intentional communities & History & Latent Dirichlet allocation & Ethics & Dopamine & Scientific discipline & Data & Finance & Turbulence & Real numbers & Mathematics of computing & Belief & Enactive cognition & Types of words & Opisthokonts & Virtual communities & Youth organizations & World & Concepts in metaphysics & Interdisciplinary_subfields & Life skills & Genres & Operations Research & Ergonomics & Kindness & Trees (graph theory) & Social networking services & United Methodist churches in the United States? & Decision Theory & Health activism & Abstract object theory & Communalism & Amorphous Solids & Philosophical problems & School types & Modularity & Organizations & Medicine & Imperative programming & Superstitions & Postmodern theory & Psychological concepts & Sustainable development & Metanarratives & Esotericism & Biological systems & Semantic network & Spacetime & Program analysis & Visual arts theory & Production Economics & Subcultures & Vector spaces & Probability & Environmental movements & Schools & Theories of aesthetics & Concepts_in_the_philosophy_of_mind & Prevention & Skills & Cultural Artifact & Perception & Emotions & Cultural anthropology & United Methodist Church & Progress & Domain-specific programming languages & BASIC_programming_language_family & Character encoding & Christian asceticism & Metaphors & Metaphilosophy & Cybernetics & Ambiguity & Probability theory & Spiritualism & Management by type & Developmental biology & Fluid dynamics & Democratic education & Plant products & Personality theories & Educational assessment and evaluation & Reality & Empirical process & Politics by issue & Natural_environment & Cross-cultural studies & Reform movements & Eukaryotes & Bayesian statistics & Microeconomics & Mathematical concepts & World Council of Churches & Preterm birth & Resources & Motivation & Research & Brodmanm area 6 & Education & Digital technology & Logical expressions & Control (social and political) & Cognitive inertia & Supplementary Motor Area & Causal_inference & Behavioural_sciences & Word-sense disambiguation & Natural materials & Self-organization & Techniques & Problem Solving & Environmental philosophy & Mathematics education & Biodiversity & Planning & Network performance & Economic theories & Nervous System & Writing & Reference & Psychological attitude & Anthropology of religion & Directed Acyclic Graphs & Modus ponens & Goods (economics) & Waves & Personal life & Library science & Critical phenomena & Tree_of_Life_(biology) & Psychotherapy & Governance & Dimension & Interfaith organizations & Biological_evolution & Chirality & Clinical psychology & Abstract Algebra & Fault tolerance & Product management & Social inclusion & Semantic relations & Concepts in Epistemology & Style & Dopamine_releasing_agents & Inequality & Superphyla & Control engineering & Health by demographic & Community organizing & Community_ecology & Lateral Thinking & Writing Systems & Binary operations & Financial risk & Friendship & Statements & Computational neuroscience & Social Justice & Science education & Cognition & Religious Pluralism & Applied disciplines & Management & Communication_of_falsehoods & Biological processes & The Arts & Biological_interactions & Events & Medical diagnosis & Taxonomy & Globalization & Musical notation & Discontinued Microsoft BASICs & Subfields of Economics & Rhetoric & Mathematics and culture & Morphology & Measure theory & Safety engineering & Blindness & Fractals & Classification_systems_by_subject & Religion & Observation & Mathematical logic & Health movements & Positive_mental_attitude & Dimensionless numbers & Consciousness studies & Social systems & Geometric centers & Cognitive biases & Logic & Consciousness-Matter_dualism & Concepts by field & Figures of speech & Psychiatric treatments & Cultural History & Mechanics & Communities & Mathematical software & Transport & Periodic phenomena & Happiness & Word play & Metaphysics_of_Mind & Conceptual modeling & Psychology & Ideologies & ParaHoxozoa & Premotor cortex & Social choice theory & Systems_Science & Neuroscience & Difference & Interpreters (computing) & Libertarian_socialism & Syntax (logic) & Scotokaryotes & Subfields of sociology & Cultural studies & Probability assessment & Empirical laws & Health & Youth culture & Branches of psychology & Fantasy tropes & Truth & Physical sciences & Mysticism & Dynamical_systems & Mammals & Bayesian approaches to brain function & Self-reference & Public policy & Digital labor & Computer programming & Subfields_by_academic_discipline & Language & Actuarial science & Earth & Evolutionarily_significant_biological_phenomonena & Physical cosmology & Mathematical morphology & Trees (set theory) & Branches of linguistics & Categories_by_topic & Comparisons & Personal_computing & Amorphea & Works based on works & Biomolecules & Anthropology & Paradoxes & Error detection and correction & Grouping & Government & Naming conventions & Linguistics & Critical_thinking_skills & Obsolete units of measurement & Cultures & Time series & Emergency management & Statistical theory & Public safety & Interpersonal communication & Time in life & Comparison (mathematical) & Institutional abuse & Life sciences & Biological descriptions & Philosophy_of_Science & Multiculturalism & Application-specific graphs & Evolution of plants & Quantification (science) & Concepts in metaphilosophy & Legal systems & Theoretical physics & Ethical theories & Multiverse & Cultural tourism & Programming Language topics & Motor cognition & Sociology of knowledge & Epistemology of science & Social networks & Metalogic & Cognitive neuroscience & Concepts in physics & Construction & Warriors & Categories_by_type & Solid Mechanics & Interdisciplinary subfields of sociology & Philosophical arguments & Stereotypes & Neurotransmitters & Natural resource management & Policy & Software project management & Object of the mind & Behaviorism & Educational practices & Conformity & Cerebral Cortex & Scientific literacy & TRS-80 Color Computer & Personal_computers & Senses & Mathematics & Production and manufacturing by product & Stochastic processes & Physics & Action (philosophy) & Philosophical concepts & Application software & Names & Education reform & Plant physiology & Psycholinguistics & Thought experiments & Origins & Applied learning & Handedness & Academic terminology & Control flow & Product testing & Walking & Evolution & Political spectrum & Bayesian networks & Time & Extensions and generalizations of graphs & Physical_objects & Philosophical_logic & Software & Brain disorders & Scaling symmetries & Physical constants & Minority-Majority relations & Crime & Eukaryote unranked clades & Microsoft BASIC & Civil engineering & Geometric objects & Bulletin_Board_Systems & Christian Ecumenical organizations & Members of the World Council of Churches & Philosophy of science by discipline & Energy (physics) & Mathematical analysis & Etymology & Anthropological categories of peoples & Graph theory & Humans & Solids & Systems & Money & TRS-80 & Personhood & Critical_thinking & Lifestyles & Logic in computer science & Complex_Systems_Theory & Philosophy_of_language & Trade & Creativity & Conditional probability & Podiata & Literature & Theorems & Demography & Deductive reasoning & Neonatology & Natural sciences & Euthenics & Computing & Quantitative research & Taxa & Social movements & Prior probability & Intention & Systems psychology & Elementary Arithmatic & Abnormal psychology & Reasoning & Problem behavior & Computational_Science & Science in society & Software development & Alternate_Reality & Insurance & Scoutcraft & Wikipedia_categories & Computing_and_society & Value (ethics) & Human homeostasis & Political concepts & Propositional calculus & Cultural geography & Onomastics & Autonomy & Collation & Narratology & Propositions & Evolutionary biology & Animals & Cells & Personality traits & Skepticism & Art history & Business continuity & Society & Social concepts & Branches_of_philosophy & Metaphor & Resins & Former entities & Attention & Training & Rubber & Trees (data structures) & Applied ethics & Activism by issue & Christian monasticism & Leadership & Community development & Periodic phenomenon & Vision & Museology & Scientific laws & Cultural globalization & Artificial_Life & Quantum field theory & Rights of felons to vote & Intelligence & Impact assessment & Software by type & Interfaith dialogue & Learning Theory (education) & Exactly solvable models & Epistemology & Decentralization & Citizenship & Percolation theory & Intuition & Pseudoscience & Statistical process control & Time management & Group processes & Social constructivism & Evaluation methods & Culture & Queue management & Literacy & Branches_of_biology & Law & Epistemology of religion & Symbiosis & Programming Language Families & Physiology & Mathematical tools & Approximations & Obfuscation & Graph Families & Mechanical engineering & Homogenous spaces & Neurodevelopmental disorders & Color BASIC & Motor system & Renormalization group & Philosophy_of_Mind & Politics & Prediction & Attention_deficit_hyperactivity_disorder & Organizational culture & Dimensional analysis & Neurological disorders & Geometric shapes & Biological concepts & Notation & Genealogy & Christian communities & Applied psychology & Sharing & A_priori & Philosophy of Mathematics & Chemical_compounds_by_physiological_function & Classification_systems & Programming paradigms & Education issues & Giving & Assumption (Reasoning) & Simple living & Political_ideologies & Randomness & Emotion & Scientific_classification & Arithmatic & Graphs & Logical_consequences & Body_regions & Kingdoms_(biology) & Alumni associations & Left-wing politics & Procedural knowledge & Symmetry & Health sciences & Formal systems & Geometric measurement & Errors and risiduals & Eukaryote taxa by rank & Educational_psychology & Human anatomy & Human physiology & Epistemological_theories & Cognitive science & Measurement & Human power & Many-valued logic & Abstraction & Learning programs & Future & Service sector of the economy & Self & Quantity & Scientific method & Central nervous system & Ageing & Philosophy_of_life & Non-linear systems & Pluralism (philosophy) & Holism & Sustainability & Symbolic interactionism & Theorems in propositional logic & Accountability & Metaphysics & Usenet & Consensus & Biology & Technology_by_type & Learning & Behavior_by_type_of_animal & Pedagogy & Algebra & State (computer science) & Types of Writing Systems & Interpretation (philosophy) & Categories_by_parameter & Types of organizations & Science and technology studies & Meditation & Numerical software & Biomedical cybernetics & Graphical_models & Technology & Quality management & Scale-invariant systems & Energy & Structure & Home_computers & Luck & Majority & Earth_Phenomena & Eastern Orthodox Church & Causality & Communication & Sociology & Structural engineering & Sediments & Set Theory & Cerebrum & Social status & Mathematical theorems & Knowledge & Minimal model (physics) & Artistic techniques & Philosophical movements & Axiology & Patterns & Homeostasis & Voting theory & Formal_epistemology & Publishing & Analysis & Written communication & Historical Linguistics & Principles & Main_topic_classifications & Graphic notation & Musical analysis & Vail-Deane & Phenomenology & Academic_disciplines & Cyberspace & Chaos_Theory & Post-structuralism & Tropes & Egalitarianism & Active Citizenship & Ergodic theory & Rationalism & Imagination & Mental health & Applied_sciences & Inductive_reasoning & Human Life Stages & Religious studies & Nephrozoa & Biological_classification & Occupational safety and health & Spreadsheet Software & Past & Science software & Immanual Kant & Neurology & Alternative Medical treatments & Semiotics & Biomolecules_by_Physiological_function & Wikipedia_categorization & Applied and interdisciplinary physics & Social Institutions & Mathematical relations & Intentional Living & Science & Medical treatments & Engineering_disciplines & Data collection & Human hormones & Systems_ecology & Philosophy of biology & Subfields_of_ecology & Pedestrian infrastructure & Education terminology & Religious cosmologies & Ordering & Pre-World Wide Web online services & Vertebrate_anatomy & Modernism & Translation & Types of communities & Percolation & Teleology & Amorphea unranked clades & Group decision making & Social policy & Human_body & Alternative Education & Social_theories & Justice & Philosophical_theories & Crafts & Space & Theory of mind & Analytic_philosophy & Unsupervised learning & Underground cities & Mathematical problems & Power (physics) & Music & Acoustics & Classification of people & Philosophy of religion & Intellectual works & Tropes by type & Design & Communication theory & Moral Psychology & Mathematical_physics & Artificial objects & Meaning (Philosophy_of_language) & Neurophysiology & Post-tonal music theory & Life & Social sciences & Directed Graphs”
Entertainment industry & Services (economics) & Hobbies & Service industries & Human activities
Mass media industry & Mass media technology & Entertainmenht & Electronic publishing
Deuterostomes & Craniate_anatomy & Vertebrate_zoology & Bilaterians
Crowds & Social dynamics & Crowdsourcing & Automation
Bubbles (physics) & Colloidal chemistry & Soft matter
Chinese remainder theorem & Number theory & Combinatorics
Machine learning & Jungian archetypes & Hebbian Theory
Incremental computing & Microsoft Excel & Programming language theory
Lubricants & Foams & Surficants
Programming constructs & Conditional Constructs
Subjective experience & Axiological theories
Deviance (sociology) & Criminal justice
Inductive fallacies & Generalizations
Risk management & Issues in ethics
Cultural conventions & John Locke
Population genetics & Wildlife conservation
BASIC interpreters & Programming language implementation
Frontal lobe & Brodmann areas
Rationalists & Kantianism
Primate_anatomy & Somatic psychology
Statistical signal processing & Statistical forecasting
Optimization algorithms and methods & Sequential methods
Esoteric schools of thought & Christian mysticism
Text user interface & Human-computer interaction
Phase transitions & Industrial processes
Statistical methods & Dynamic programming
Computer vision & Image processing
Factors of production & Natural resources
Clinical medicine & Human diseases and disorders
Attitude change & Mental content
Qualia & Classical mechanics
Probabilistic models & Chinese restaurant process
Chronobiology & Scientific phenomena
Deception & Alternative medicine
Non-descructive testing & Reliability engineering
Unit record equipment & Typewriters
Neuropsychological assessment & Behavioral neuroscience
Holozoa & Obazoa
Constants & Numbers
Non-classical logic & Fuzzy logic
Expected utility & Loss functions
Pragmatism & Labeling theory
Literary terminology & Words and phrases
Electoral restrictions & Prison reform
Justification (epistemology) & Internalism_and_Externalism
Ascenticism & Hesychasm

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(GPT4 Analysis. I’ll feed that list and this analysis into claude ai which I think might produce more nuance but this is pretty good, esp creating the code and running it to find the maximal chain)

Exploration of the Largest Hybrid Chain
The largest hybrid chain represents a rich network of interconnected ideas and topics. Below, we’ll explore key insights and central themes within this complex web of connections.

Visualization
The visualization above provides a graphical representation of the largest hybrid chain. Each point represents a unique concept, and the lines between them signify connections.

Central Themes
Here are some central themes identified within the largest hybrid chain, along with their corresponding connections:

Chronology: 29 connections
The study of time and sequencing of events, reflecting a foundational concept that connects various disciplines.

Concepts in Epistemology: 21 connections
Involving the theory of knowledge, this theme ties together inquiries into understanding, belief, and truth.

Behavior Modification: 18 connections
A psychological concept related to changing behavior, highlighting connections to therapy, ethics, and social sciences.

Abstract Object Theory: 18 connections
An exploration of abstract entities like numbers and properties, interlinking mathematics, philosophy, and logic.

Issues in Ethics: 17 connections
Encompassing moral questions and ethical considerations, this theme resonates across law, philosophy, and social studies.

Conclusions
The largest hybrid chain showcases the complexity and richness of intellectual pursuits, weaving together diverse subjects into an intricate tapestry. The central themes provide glimpses into the core concepts that bind this network, reflecting intersections of philosophy, psychology, ethics, mathematics, and more.

This analysis offers a higher-level view of how ideas and disciplines are interwoven, inspiring further exploration, research, and perhaps even the birth of new interdisciplinary fields.

Please let me know if you’d like to dive deeper into specific aspects or if there’s anything else I can assist you with!

Attachments

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