Search.setIndex({"docnames": ["AgentBasedModels/Emergence", "AgentBasedModels/Exercises", "AgentBasedModels/Glossary", "AgentBasedModels/ImplementationOfSchellingsModel", "AgentBasedModels/ImplementingSugarscape", "AgentBasedModels/Introduction", "AgentBasedModels/Matching", "AgentBasedModels/MigrationAndWaveBehavior", "AgentBasedModels/SchellingsModel", "AgentBasedModels/Segregation", "AgentBasedModels/SelfCheck", "AgentBasedModels/Sugarscape", "AgentBasedModels/WealthInequality", "AgentBasedModels/toctree", "AlgorithmAnalysis/AlgorithmAnalysisExamples", "AlgorithmAnalysis/BigONotation", "AlgorithmAnalysis/Glossary", "AlgorithmAnalysis/Matching", "AlgorithmAnalysis/WhatIsAlgorithmAnalysis", "AlgorithmAnalysis/toctree", "Appendix1/InstallingAnaconda", "Appendix1/toctree", "Appendix2/GettingStartedWithColab", "Appendix2/TipsnTricks", "Appendix2/toctree", "CellularAutomatons/ASimpleCA", "CellularAutomatons/CATables", "CellularAutomatons/ClassifyingCAs", "CellularAutomatons/CrossCorrelation", "CellularAutomatons/Determinism", "CellularAutomatons/Exercises", "CellularAutomatons/Falsifiability", "CellularAutomatons/Glossary", "CellularAutomatons/ImplementingCAs", "CellularAutomatons/Matching", "CellularAutomatons/Randomness", "CellularAutomatons/SelfCheck", "CellularAutomatons/Spaceships", "CellularAutomatons/Universality", "CellularAutomatons/WhatIsThisAModelOf", "CellularAutomatons/WolframsExperiment", "CellularAutomatons/introduction", "CellularAutomatons/toctree", "ComplexityScience/ChangingCriteriaInScience", "ComplexityScience/ComplexityEngineering", "ComplexityScience/ComplexityThinking", "ComplexityScience/DifferentModelsForDifferentPurposes", "ComplexityScience/Glossary", "ComplexityScience/Matching", "ComplexityScience/TheAxesOfScientificModels", "ComplexityScience/introduction", "ComplexityScience/toctree", "Evolution/Agents", "Evolution/DifferentialSurvival", "Evolution/EvidenceOfEvolution", "Evolution/Exercises", "Evolution/FitnessLandscape", "Evolution/Glossary", "Evolution/Introduction", "Evolution/Matching", "Evolution/Mutation", "Evolution/NoDifferentiation", "Evolution/SelfCheck", "Evolution/SimulatingEvolution", "Evolution/Simulation", "Evolution/Speciation", "Evolution/Summary", "Evolution/toctree", "EvolutionOfCooperation/Conclusions", "EvolutionOfCooperation/Exercises", "EvolutionOfCooperation/Glossary", "EvolutionOfCooperation/Introduction", "EvolutionOfCooperation/Matching", "EvolutionOfCooperation/PrisonersDilemma", "EvolutionOfCooperation/PrisonersDilemmaTournaments", "EvolutionOfCooperation/Results", "EvolutionOfCooperation/SelfCheck", "EvolutionOfCooperation/SimulatingEvolutionOfCooperation", "EvolutionOfCooperation/TheProblemOfNice", "EvolutionOfCooperation/TheSimulation", "EvolutionOfCooperation/TheTournament", "EvolutionOfCooperation/toctree", "GameOfLife/ConwaysConjecture", "GameOfLife/ConwaysGoL", "GameOfLife/Exercises", "GameOfLife/Glossary", "GameOfLife/ImplementingLife", "GameOfLife/Instrumentalism", "GameOfLife/Introduction", "GameOfLife/LifePatterns", "GameOfLife/Matching", "GameOfLife/Realism", "GameOfLife/SelfCheck", "GameOfLife/toctree", "Graphs/AnalysisOfGraphAlgorithms", "Graphs/Connected", "Graphs/Exercises", "Graphs/Generating", "Graphs/GeneratingER", "Graphs/Glossary", "Graphs/Introduction", "Graphs/Matching", "Graphs/NetworkX", "Graphs/ProbabilityOfConnectivity", "Graphs/Random", "Graphs/SelfCheck", "Graphs/WhatIsAGraph", "Graphs/toctree", "HerdsFlocksAndTrafficJams/Arbitration", "HerdsFlocksAndTrafficJams/Boids", "HerdsFlocksAndTrafficJams/EmergenceAndFreeWill", "HerdsFlocksAndTrafficJams/Exercises", "HerdsFlocksAndTrafficJams/Glossary", "HerdsFlocksAndTrafficJams/Introduction", "HerdsFlocksAndTrafficJams/Matching", "HerdsFlocksAndTrafficJams/RandomPerturbation", "HerdsFlocksAndTrafficJams/SelfCheck", "HerdsFlocksAndTrafficJams/TheBoidAlgorithm", "HerdsFlocksAndTrafficJams/TrafficJams", "HerdsFlocksAndTrafficJams/toctree", "PhysicalModeling/Diffusion", "PhysicalModeling/Exercises", "PhysicalModeling/Fractals", "PhysicalModeling/FractalsAndPercolationModels", "PhysicalModeling/Glossary", "PhysicalModeling/Introduction", "PhysicalModeling/Matching", "PhysicalModeling/Percolation", "PhysicalModeling/PhaseChange", "PhysicalModeling/ReactionDiffusion", "PhysicalModeling/SelfCheck", "PhysicalModeling/toctree", "Preface/changes", "Preface/introduction", "Preface/notebooks", "Preface/prerequisites", "Preface/toctree", "ScaleFreeNetworks/Barab\u00e1siAlbertModel", "ScaleFreeNetworks/CumulativeDistributions", "ScaleFreeNetworks/Degree", "ScaleFreeNetworks/Exercises", "ScaleFreeNetworks/ExplanatoryModels", "ScaleFreeNetworks/GeneratingBAGraphs", "ScaleFreeNetworks/Glossary", "ScaleFreeNetworks/HeavyTailedDistributions", "ScaleFreeNetworks/Introduction", "ScaleFreeNetworks/Matching", "ScaleFreeNetworks/SelfCheck", "ScaleFreeNetworks/SocialNetworkData", "ScaleFreeNetworks/WSModel", "ScaleFreeNetworks/toctree", "SelfOrganizedCriticality/CriticalSystems", "SelfOrganizedCriticality/Exercises", "SelfOrganizedCriticality/Fractals", "SelfOrganizedCriticality/Glossary", "SelfOrganizedCriticality/HeavyTailedDistributions", "SelfOrganizedCriticality/ImplementingTheSandPile", "SelfOrganizedCriticality/Introduction", "SelfOrganizedCriticality/Matching", "SelfOrganizedCriticality/PinkNoise", "SelfOrganizedCriticality/ReductionismAndHolism", "SelfOrganizedCriticality/SOCCausationAndPrediction", "SelfOrganizedCriticality/SandPiles", "SelfOrganizedCriticality/SelfCheck", "SelfOrganizedCriticality/TheSoundOfSand", "SelfOrganizedCriticality/toctree", "SmallWorldGraphs/BreadthFirstSearch", "SmallWorldGraphs/Clustering", "SmallWorldGraphs/DijkstrasAlgorithm", "SmallWorldGraphs/Exercises", "SmallWorldGraphs/Glossary", "SmallWorldGraphs/Introduction", "SmallWorldGraphs/Matching", "SmallWorldGraphs/RingLattice", "SmallWorldGraphs/SelfCheck", "SmallWorldGraphs/ShortestPathLengths", "SmallWorldGraphs/StanleyMilgram", "SmallWorldGraphs/TheWSExperiment", "SmallWorldGraphs/WSGraphs", "SmallWorldGraphs/WattsAndStrogatz", "SmallWorldGraphs/WhatKindOfExplanationIsThat", "SmallWorldGraphs/toctree", "assignments", "index"], "filenames": ["AgentBasedModels/Emergence.rst", "AgentBasedModels/Exercises.rst", "AgentBasedModels/Glossary.rst", "AgentBasedModels/ImplementationOfSchellingsModel.rst", "AgentBasedModels/ImplementingSugarscape.rst", "AgentBasedModels/Introduction.rst", "AgentBasedModels/Matching.rst", "AgentBasedModels/MigrationAndWaveBehavior.rst", "AgentBasedModels/SchellingsModel.rst", "AgentBasedModels/Segregation.rst", "AgentBasedModels/SelfCheck.rst", "AgentBasedModels/Sugarscape.rst", "AgentBasedModels/WealthInequality.rst", "AgentBasedModels/toctree.rst", "AlgorithmAnalysis/AlgorithmAnalysisExamples.rst", "AlgorithmAnalysis/BigONotation.rst", "AlgorithmAnalysis/Glossary.rst", "AlgorithmAnalysis/Matching.rst", "AlgorithmAnalysis/WhatIsAlgorithmAnalysis.rst", "AlgorithmAnalysis/toctree.rst", "Appendix1/InstallingAnaconda.rst", "Appendix1/toctree.rst", "Appendix2/GettingStartedWithColab.rst", "Appendix2/TipsnTricks.rst", "Appendix2/toctree.rst", "CellularAutomatons/ASimpleCA.rst", "CellularAutomatons/CATables.rst", "CellularAutomatons/ClassifyingCAs.rst", "CellularAutomatons/CrossCorrelation.rst", "CellularAutomatons/Determinism.rst", "CellularAutomatons/Exercises.rst", "CellularAutomatons/Falsifiability.rst", "CellularAutomatons/Glossary.rst", "CellularAutomatons/ImplementingCAs.rst", "CellularAutomatons/Matching.rst", "CellularAutomatons/Randomness.rst", "CellularAutomatons/SelfCheck.rst", "CellularAutomatons/Spaceships.rst", "CellularAutomatons/Universality.rst", "CellularAutomatons/WhatIsThisAModelOf.rst", "CellularAutomatons/WolframsExperiment.rst", "CellularAutomatons/introduction.rst", "CellularAutomatons/toctree.rst", "ComplexityScience/ChangingCriteriaInScience.rst", "ComplexityScience/ComplexityEngineering.rst", "ComplexityScience/ComplexityThinking.rst", "ComplexityScience/DifferentModelsForDifferentPurposes.rst", "ComplexityScience/Glossary.rst", "ComplexityScience/Matching.rst", "ComplexityScience/TheAxesOfScientificModels.rst", "ComplexityScience/introduction.rst", "ComplexityScience/toctree.rst", "Evolution/Agents.rst", "Evolution/DifferentialSurvival.rst", "Evolution/EvidenceOfEvolution.rst", "Evolution/Exercises.rst", "Evolution/FitnessLandscape.rst", "Evolution/Glossary.rst", "Evolution/Introduction.rst", "Evolution/Matching.rst", "Evolution/Mutation.rst", "Evolution/NoDifferentiation.rst", "Evolution/SelfCheck.rst", "Evolution/SimulatingEvolution.rst", "Evolution/Simulation.rst", "Evolution/Speciation.rst", "Evolution/Summary.rst", "Evolution/toctree.rst", "EvolutionOfCooperation/Conclusions.rst", "EvolutionOfCooperation/Exercises.rst", "EvolutionOfCooperation/Glossary.rst", "EvolutionOfCooperation/Introduction.rst", "EvolutionOfCooperation/Matching.rst", "EvolutionOfCooperation/PrisonersDilemma.rst", "EvolutionOfCooperation/PrisonersDilemmaTournaments.rst", "EvolutionOfCooperation/Results.rst", "EvolutionOfCooperation/SelfCheck.rst", "EvolutionOfCooperation/SimulatingEvolutionOfCooperation.rst", "EvolutionOfCooperation/TheProblemOfNice.rst", "EvolutionOfCooperation/TheSimulation.rst", "EvolutionOfCooperation/TheTournament.rst", "EvolutionOfCooperation/toctree.rst", "GameOfLife/ConwaysConjecture.rst", "GameOfLife/ConwaysGoL.rst", "GameOfLife/Exercises.rst", "GameOfLife/Glossary.rst", "GameOfLife/ImplementingLife.rst", "GameOfLife/Instrumentalism.rst", "GameOfLife/Introduction.rst", "GameOfLife/LifePatterns.rst", "GameOfLife/Matching.rst", "GameOfLife/Realism.rst", "GameOfLife/SelfCheck.rst", "GameOfLife/toctree.rst", "Graphs/AnalysisOfGraphAlgorithms.rst", "Graphs/Connected.rst", "Graphs/Exercises.rst", "Graphs/Generating.rst", "Graphs/GeneratingER.rst", "Graphs/Glossary.rst", "Graphs/Introduction.rst", "Graphs/Matching.rst", "Graphs/NetworkX.rst", "Graphs/ProbabilityOfConnectivity.rst", "Graphs/Random.rst", "Graphs/SelfCheck.rst", "Graphs/WhatIsAGraph.rst", "Graphs/toctree.rst", "HerdsFlocksAndTrafficJams/Arbitration.rst", "HerdsFlocksAndTrafficJams/Boids.rst", "HerdsFlocksAndTrafficJams/EmergenceAndFreeWill.rst", "HerdsFlocksAndTrafficJams/Exercises.rst", "HerdsFlocksAndTrafficJams/Glossary.rst", "HerdsFlocksAndTrafficJams/Introduction.rst", "HerdsFlocksAndTrafficJams/Matching.rst", "HerdsFlocksAndTrafficJams/RandomPerturbation.rst", "HerdsFlocksAndTrafficJams/SelfCheck.rst", "HerdsFlocksAndTrafficJams/TheBoidAlgorithm.rst", "HerdsFlocksAndTrafficJams/TrafficJams.rst", "HerdsFlocksAndTrafficJams/toctree.rst", "PhysicalModeling/Diffusion.rst", "PhysicalModeling/Exercises.rst", "PhysicalModeling/Fractals.rst", "PhysicalModeling/FractalsAndPercolationModels.rst", "PhysicalModeling/Glossary.rst", "PhysicalModeling/Introduction.rst", "PhysicalModeling/Matching.rst", "PhysicalModeling/Percolation.rst", "PhysicalModeling/PhaseChange.rst", "PhysicalModeling/ReactionDiffusion.rst", "PhysicalModeling/SelfCheck.rst", "PhysicalModeling/toctree.rst", "Preface/changes.rst", "Preface/introduction.rst", "Preface/notebooks.rst", "Preface/prerequisites.rst", "Preface/toctree.rst", "ScaleFreeNetworks/Barab\u00e1siAlbertModel.rst", "ScaleFreeNetworks/CumulativeDistributions.rst", "ScaleFreeNetworks/Degree.rst", "ScaleFreeNetworks/Exercises.rst", "ScaleFreeNetworks/ExplanatoryModels.rst", "ScaleFreeNetworks/GeneratingBAGraphs.rst", "ScaleFreeNetworks/Glossary.rst", "ScaleFreeNetworks/HeavyTailedDistributions.rst", "ScaleFreeNetworks/Introduction.rst", "ScaleFreeNetworks/Matching.rst", "ScaleFreeNetworks/SelfCheck.rst", "ScaleFreeNetworks/SocialNetworkData.rst", "ScaleFreeNetworks/WSModel.rst", "ScaleFreeNetworks/toctree.rst", "SelfOrganizedCriticality/CriticalSystems.rst", "SelfOrganizedCriticality/Exercises.rst", "SelfOrganizedCriticality/Fractals.rst", "SelfOrganizedCriticality/Glossary.rst", "SelfOrganizedCriticality/HeavyTailedDistributions.rst", "SelfOrganizedCriticality/ImplementingTheSandPile.rst", "SelfOrganizedCriticality/Introduction.rst", "SelfOrganizedCriticality/Matching.rst", "SelfOrganizedCriticality/PinkNoise.rst", "SelfOrganizedCriticality/ReductionismAndHolism.rst", "SelfOrganizedCriticality/SOCCausationAndPrediction.rst", "SelfOrganizedCriticality/SandPiles.rst", "SelfOrganizedCriticality/SelfCheck.rst", "SelfOrganizedCriticality/TheSoundOfSand.rst", "SelfOrganizedCriticality/toctree.rst", "SmallWorldGraphs/BreadthFirstSearch.rst", "SmallWorldGraphs/Clustering.rst", "SmallWorldGraphs/DijkstrasAlgorithm.rst", "SmallWorldGraphs/Exercises.rst", "SmallWorldGraphs/Glossary.rst", "SmallWorldGraphs/Introduction.rst", "SmallWorldGraphs/Matching.rst", "SmallWorldGraphs/RingLattice.rst", "SmallWorldGraphs/SelfCheck.rst", "SmallWorldGraphs/ShortestPathLengths.rst", "SmallWorldGraphs/StanleyMilgram.rst", "SmallWorldGraphs/TheWSExperiment.rst", "SmallWorldGraphs/WSGraphs.rst", "SmallWorldGraphs/WattsAndStrogatz.rst", "SmallWorldGraphs/WhatKindOfExplanationIsThat.rst", "SmallWorldGraphs/toctree.rst", "assignments.rst", "index.rst"], "titles": ["11.9. Emergence", "11.10. Exercises", "11.11. Glossary", "11.3. Implementation of Schelling\u2019s Model", "11.7. Implementing Sugarscape", "11.1. Introduction", "11.12. Matching", "11.8. Migration and Wave Behavior", "11.2. Schelling\u2019s Model", "11.4. Segregation", "11.13. Self Check", "11.5. Sugarscape", "11.6. Wealth Inequality", "11. Agent-based Models", "3.3. Algorithm Analysis Examples", "3.2. Big-O Notation", "3.4. Glossary", "3.5. Matching", "3.1. What Is Algorithm Analysis?", "3. Algorithm Analysis", "15.1. Installing Juypter Notebooks through Anaconda", "15. Appendix 1", "16.1. Getting Started With Google Colab", "16.2. Tips and Tricks", "16. Appendix 2", "7.2. A Simple CA", "7.13. CA Tables", "7.4. Classifying CAs", "7.12. Cross-Correlation", "7.6. Determinism", "7.14. Exercises", "7.9. Falsifiability", "7.15. Glossary", "7.11. Implementing CAs", "7.16. Matching", "7.5. Randomness", "7.17. Self Check", "7.7. Spaceships", "7.8. Universality", "7.10. What is this a Model of?", "7.3. Wolfram\u2019s Experiment", "7.1. Introduction", "7. Cellular Automatons", "2.2. The Changing Criteria of Science", "2.5. Complexity Engineering", "2.6. Complexity Thinking", "2.4. Different Models for Different Purposes", "2.7. Glossary", "2.8. Matching", "2.3. The Axes of Scientific Models", "2.1. Introduction", "2. Complexity Science", "13.4. Agents", "13.8. Differential Survival", "13.7. Evidence of Evolution", "13.12. Exercises", "13.3. Fitness Landscape", "13.13. Glossary", "13.1. Introduction", "13.14. Matching", "13.9. Mutation", "13.6. No Differentiation", "13.15. Self Check", "13.2. Simulating Evolution", "13.5. Simulation", "13.10. Speciation", "13.11. Summary", "13. Evolution", "14.9. Conclusions", "14.10. Exercises", "14.11. Glossary", "14.1. Introduction", "14.12. Matching", "14.2. Prisoner\u2019s Dilemma", "14.4. Prisoner\u2019s Dilemma Tournaments", "14.8. Results", "14.13. Self Check", "14.5. Simulating Evolution of Cooperation", "14.3. The Problem of Nice", "14.7. The Simulation", "14.6. The Tournament", "14. Evolution of Cooperation", "8.4. Conway\u2019s Conjecture", "8.2. Conway\u2019s GoL", "8.8. Exercises", "8.9. Glossary", "8.7. Implementing Life", "8.6. Instrumentalism", "8.1. Introduction", "8.3. Life Pattern", "8.10. Matching", "8.5. Realism", "8.11. Self Check", "8. Game of Life", "4.9. Analysis of Graph Algorithms", "4.6. Connected Graphs", "4.10. Exercises", "4.5. Generating Graphs", "4.7. Generating ER Graphs", "4.11. Glossary", "4.1. Introduction", "4.12. Matching", "4.3. NetworkX", "4.8. Probability of Connectivity", "4.4. Random Graphs", "4.13. Self Check", "4.2. What is a Graph?", "4. Graphs", "12.6. Arbitration", "12.4. Boids", "12.7. Emergence and Free Will", "12.8. Exercises", "12.9. Glossary", "12.1. Introduction", "12.10. Matching", "12.3. Random Perturbation", "12.11. Self Check", "12.5. The Boid Algorithm", "12.2. Traffic Jams", "12. Herds, Flocks, and Traffic Jams", "9.2. Diffusion", "9.8. Exercises", "9.6. Fractals", "9.7. Fractals and Percolation Models", "9.9. Glossary", "9.1. Introduction", "9.10. Matching", "9.4. Percolation", "9.5. Phase Change", "9.3. Reaction-Diffusion", "9.11. Self Check", "9. Physical Modeling", "1.3. Changes from the Second Edition of Think Complexity", "1.1. Introduction", "1.5. Running the Code", "1.2. Prerequisites", "1. Preface", "6.6. Barab\u00e1si-Albert Model", "6.8. Cumulative Distributions", "6.4. Degree", "6.10. Exercises", "6.9. Explanatory Models", "6.7. Generating BA Graphs", "6.11. Glossary", "6.5. Heavy-tailed Distributions", "6.1. Introduction", "6.12. Matching", "6.13. Self Check", "6.2. Social Network Data", "6.3. WS Models", "6. Scale-Free Networks", "10.2. Critical Systems", "10.11. Exercises", "10.6. Fractals", "10.12. Glossary", "10.5. Heavy-Tailed Distributions", "10.4. Implementing the Sand Pile", "10.1. Introduction", "10.13. Matching", "10.7. Pink Noise", "10.9. Reductionism and Holism", "10.10. SOC, Causation, and Prediction", "10.3. Sand Piles", "10.14. Self Check", "10.8. The Sound of Sand", "10. Self-Organized Criticality", "5.10. Breadth-First Search", "5.6. Clustering", "5.11. Dijkstra\u2019s Algorithm", "5.12. Exercises", "5.13. Glossary", "5.1. Introduction", "5.14. Matching", "5.4. Ring lattice", "5.15. Self Check", "5.7. Shortest Path Lengths", "5.2. Stanley Milgram", "5.8. The WS Experiment", "5.5. WS Graphs", "5.3. Watts and Strogatz", "5.9. What Kind of Explanation is that?", "5. Small World Graphs", "Class Assignments", "On Complexity"], "terms": {"The": [0, 1, 2, 3, 4, 5, 7, 8, 9, 11, 12, 15, 18, 19, 20, 22, 25, 26, 28, 29, 30, 31, 32, 33, 35, 37, 38, 39, 40, 41, 44, 45, 50, 51, 52, 54, 55, 56, 57, 58, 60, 62, 63, 64, 65, 68, 69, 70, 71, 73, 74, 75, 77, 81, 82, 83, 84, 85, 86, 88, 89, 91, 92, 94, 95, 96, 97, 98, 99, 100, 102, 103, 105, 106, 108, 109, 110, 111, 112, 113, 115, 116, 118, 119, 120, 121, 122, 123, 124, 125, 127, 128, 129, 132, 135, 137, 138, 139, 140, 141, 142, 143, 145, 148, 152, 153, 154, 155, 156, 157, 159, 160, 161, 162, 163, 165, 166, 167, 168, 169, 170, 171, 175, 176, 178, 179, 181, 183], "exampl": [0, 3, 7, 9, 11, 15, 18, 19, 20, 25, 26, 27, 28, 29, 30, 31, 33, 35, 39, 40, 43, 44, 45, 46, 49, 50, 56, 58, 65, 80, 84, 86, 87, 89, 91, 94, 95, 98, 100, 102, 106, 110, 118, 122, 124, 127, 132, 133, 135, 137, 138, 139, 141, 144, 151, 152, 154, 156, 157, 159, 160, 166, 169, 173, 175, 176, 178, 180, 182, 183], "thi": [0, 1, 3, 4, 5, 7, 8, 11, 12, 14, 15, 18, 20, 22, 25, 26, 28, 29, 30, 31, 32, 33, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 49, 50, 52, 53, 54, 55, 56, 58, 60, 61, 62, 64, 65, 66, 68, 69, 71, 73, 75, 76, 77, 78, 79, 82, 83, 84, 85, 86, 88, 89, 91, 94, 95, 96, 97, 98, 99, 100, 102, 103, 104, 105, 106, 108, 109, 110, 111, 113, 115, 117, 118, 120, 121, 122, 125, 127, 128, 129, 132, 133, 135, 137, 138, 139, 140, 141, 143, 144, 145, 147, 148, 149, 151, 152, 153, 155, 156, 157, 159, 160, 161, 164, 166, 167, 168, 169, 170, 171, 173, 174, 175, 176, 177, 178, 179, 180, 182, 183], "chapter": [0, 1, 4, 5, 7, 20, 22, 25, 28, 30, 33, 41, 43, 45, 46, 49, 50, 53, 54, 55, 58, 64, 65, 68, 69, 71, 73, 77, 79, 83, 84, 86, 88, 94, 96, 100, 106, 108, 113, 115, 118, 125, 132, 133, 137, 145, 152, 153, 155, 157, 168, 171, 173, 179, 183], "demonstr": [0, 8, 12, 29, 43, 50, 56, 63, 66, 88, 151, 154, 160, 171, 178], "one": [0, 1, 2, 3, 4, 8, 11, 14, 15, 16, 18, 25, 27, 29, 30, 31, 33, 36, 37, 38, 39, 40, 47, 50, 53, 54, 56, 58, 60, 61, 64, 65, 69, 71, 75, 77, 78, 79, 80, 84, 85, 86, 87, 89, 92, 95, 96, 99, 103, 104, 106, 108, 111, 113, 115, 116, 118, 120, 121, 122, 127, 128, 129, 132, 135, 137, 138, 139, 140, 143, 145, 148, 151, 155, 157, 160, 166, 169, 173, 175, 176, 177, 178, 183], "most": [0, 2, 4, 8, 9, 11, 12, 14, 15, 18, 25, 26, 29, 37, 38, 43, 46, 50, 54, 58, 60, 64, 65, 69, 70, 74, 78, 82, 83, 84, 87, 91, 98, 102, 106, 109, 129, 132, 133, 138, 139, 154, 160, 161, 162, 176, 177], "import": [0, 5, 14, 15, 18, 20, 33, 44, 58, 60, 64, 86, 98, 102, 108, 120, 132, 138, 139, 140, 148, 153, 164, 166, 178, 180], "idea": [0, 14, 18, 31, 58, 66, 86, 133], "complex": [0, 8, 16, 20, 22, 29, 38, 39, 43, 46, 47, 49, 50, 54, 57, 66, 83, 88, 99, 110, 133, 136, 144, 151, 154], "scienc": [0, 2, 5, 11, 14, 18, 29, 31, 35, 38, 44, 45, 47, 49, 50, 58, 88, 91, 132, 133, 141, 144, 148, 168, 176, 183], "an": [0, 1, 2, 3, 4, 5, 7, 8, 10, 11, 12, 15, 16, 18, 19, 20, 22, 25, 26, 27, 28, 29, 30, 31, 32, 33, 35, 37, 38, 39, 40, 41, 43, 44, 45, 47, 50, 52, 53, 54, 56, 57, 60, 63, 64, 65, 68, 69, 74, 75, 77, 79, 83, 84, 85, 86, 87, 89, 91, 94, 95, 96, 98, 99, 100, 102, 103, 104, 106, 109, 110, 111, 112, 118, 120, 121, 122, 128, 129, 133, 139, 140, 141, 143, 145, 153, 154, 155, 156, 157, 159, 160, 161, 162, 163, 166, 168, 169, 170, 176, 177, 178, 179, 180, 183], "properti": [0, 2, 7, 10, 36, 37, 74, 85, 91, 100, 104, 106, 110, 137, 145, 148, 153, 156, 157, 161, 170, 171, 174, 177, 179], "i": [0, 1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 14, 15, 16, 19, 20, 25, 26, 27, 28, 29, 30, 31, 32, 33, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 49, 50, 52, 53, 54, 55, 56, 57, 58, 60, 61, 62, 63, 64, 65, 66, 68, 69, 70, 71, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 91, 92, 94, 95, 96, 97, 98, 99, 100, 102, 103, 104, 105, 107, 108, 109, 110, 111, 112, 113, 115, 117, 118, 120, 121, 122, 123, 124, 125, 127, 128, 129, 130, 132, 133, 135, 137, 138, 139, 140, 141, 142, 143, 144, 145, 147, 148, 149, 151, 152, 153, 154, 155, 156, 157, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 173, 174, 175, 176, 177, 178, 179, 181, 183], "characterist": [0, 2, 12, 35, 62, 68, 69, 74, 75, 78, 124, 128, 137, 143, 145, 147, 148, 149, 151, 155, 156, 160, 169, 175, 177], "system": [0, 1, 2, 5, 8, 9, 12, 18, 29, 38, 39, 40, 44, 45, 46, 47, 49, 50, 54, 60, 66, 69, 75, 99, 100, 106, 110, 118, 120, 124, 125, 127, 128, 129, 133, 141, 147, 152, 153, 154, 157, 159, 160, 161, 162, 163, 165, 180, 183], "result": [0, 2, 3, 7, 8, 9, 11, 12, 15, 18, 25, 26, 27, 28, 30, 33, 37, 41, 54, 60, 61, 65, 66, 68, 69, 77, 78, 80, 81, 83, 84, 86, 96, 97, 98, 103, 104, 115, 117, 120, 122, 123, 127, 128, 129, 132, 133, 137, 138, 139, 148, 152, 153, 155, 156, 159, 160, 162, 164, 169, 173, 176, 177, 178, 180, 183], "from": [0, 1, 2, 3, 4, 8, 11, 12, 14, 15, 18, 20, 26, 27, 28, 29, 31, 32, 33, 35, 38, 40, 43, 50, 55, 56, 57, 58, 60, 63, 65, 69, 71, 73, 75, 77, 79, 80, 82, 84, 85, 86, 89, 94, 95, 99, 102, 103, 104, 106, 110, 111, 115, 117, 118, 120, 121, 123, 127, 128, 129, 133, 136, 137, 138, 139, 140, 142, 143, 145, 148, 151, 152, 153, 155, 156, 160, 161, 163, 164, 166, 168, 169, 170, 173, 175, 176, 177, 178, 182, 183], "interact": [0, 2, 5, 39, 43, 44, 47, 49, 50, 54, 56, 57, 68, 71, 73, 74, 78, 110, 127, 132, 133, 134, 152, 154, 160, 162, 163, 183], "its": [0, 2, 3, 4, 8, 11, 12, 14, 16, 18, 26, 29, 30, 38, 40, 46, 50, 53, 56, 57, 63, 69, 75, 82, 83, 85, 86, 87, 92, 95, 102, 108, 109, 110, 111, 112, 117, 118, 120, 121, 122, 128, 135, 141, 153, 154, 155, 156, 159, 160, 162, 163, 168, 169, 178, 180], "compon": [0, 2, 5, 44, 46, 49, 100, 110, 133, 151, 154, 159, 160, 164], "To": [0, 3, 14, 18, 20, 28, 29, 33, 38, 44, 50, 54, 56, 58, 60, 62, 63, 64, 65, 69, 74, 75, 86, 87, 94, 102, 104, 106, 108, 111, 122, 123, 128, 132, 134, 139, 152, 153, 156, 159, 160, 164, 166, 168, 169, 175, 178], "clarifi": [0, 43], "what": [0, 1, 8, 9, 10, 12, 14, 15, 19, 27, 30, 31, 35, 36, 37, 38, 42, 43, 46, 49, 50, 53, 55, 58, 60, 63, 64, 65, 69, 73, 75, 77, 78, 83, 84, 86, 87, 92, 95, 96, 104, 105, 107, 111, 117, 118, 121, 122, 125, 129, 130, 133, 137, 139, 140, 141, 143, 147, 151, 152, 159, 160, 161, 162, 164, 166, 168, 169, 171, 177, 178, 181, 183], "help": [0, 14, 23, 39, 45, 58, 66, 70, 71, 76, 78, 118, 152], "consid": [0, 1, 3, 8, 14, 15, 18, 25, 28, 35, 43, 49, 61, 65, 71, 73, 74, 75, 77, 83, 88, 91, 94, 113, 125, 127, 133, 140, 154, 156, 159, 161, 168, 169, 171, 178, 179, 180], "isn": [0, 39], "t": [0, 4, 7, 10, 12, 14, 15, 16, 20, 22, 31, 33, 39, 43, 46, 49, 50, 53, 54, 56, 58, 60, 61, 65, 66, 69, 73, 74, 78, 87, 89, 91, 95, 106, 110, 115, 128, 137, 144, 152, 153, 155, 156, 162, 164, 166, 169, 177, 178, 180], "For": [0, 3, 5, 14, 15, 20, 25, 26, 30, 31, 35, 38, 39, 43, 44, 46, 49, 50, 58, 71, 77, 80, 84, 87, 89, 91, 94, 95, 96, 100, 103, 106, 108, 113, 117, 122, 124, 129, 132, 133, 138, 141, 151, 155, 159, 160, 162, 164, 168, 169, 173, 176, 177, 182], "brick": 0, "wall": 0, "hard": [0, 8, 12, 15, 29, 35, 37, 45, 54, 58, 66, 91, 138], "becaus": [0, 7, 12, 14, 15, 18, 20, 29, 31, 35, 38, 39, 40, 44, 46, 50, 54, 62, 65, 66, 68, 69, 70, 73, 74, 75, 78, 82, 83, 84, 85, 87, 89, 91, 94, 103, 106, 110, 118, 137, 138, 141, 142, 147, 157, 159, 160, 161, 164, 168, 176, 177, 180], "mortar": 0, "ar": [0, 1, 2, 3, 4, 5, 7, 8, 9, 11, 12, 14, 15, 16, 18, 20, 22, 23, 25, 26, 27, 28, 29, 31, 33, 35, 36, 37, 38, 39, 40, 43, 44, 45, 46, 47, 49, 50, 52, 53, 54, 56, 57, 58, 60, 62, 63, 64, 65, 66, 68, 69, 70, 71, 73, 74, 75, 78, 79, 80, 82, 83, 84, 85, 86, 87, 89, 91, 92, 95, 96, 97, 98, 99, 100, 102, 103, 104, 105, 106, 109, 110, 112, 113, 115, 117, 118, 121, 122, 124, 125, 127, 128, 129, 132, 133, 134, 135, 137, 138, 139, 140, 141, 142, 143, 144, 147, 148, 151, 152, 153, 154, 155, 156, 157, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 170, 171, 174, 175, 177, 178, 179, 180, 182, 183], "so": [0, 1, 3, 4, 5, 8, 12, 14, 15, 18, 23, 25, 26, 27, 28, 29, 33, 35, 37, 38, 39, 40, 43, 49, 50, 53, 54, 58, 60, 61, 64, 65, 68, 69, 73, 74, 75, 77, 80, 82, 84, 85, 87, 89, 91, 94, 95, 98, 104, 106, 108, 115, 117, 118, 122, 123, 125, 128, 130, 132, 137, 138, 140, 142, 144, 149, 155, 156, 157, 159, 160, 161, 162, 164, 166, 167, 168, 173, 175, 176, 179, 180], "": [0, 1, 2, 4, 9, 10, 11, 12, 13, 14, 15, 16, 18, 20, 23, 26, 27, 28, 29, 31, 38, 39, 42, 44, 45, 46, 49, 50, 52, 53, 54, 58, 60, 64, 65, 68, 69, 70, 71, 75, 77, 78, 79, 80, 81, 84, 85, 87, 88, 93, 94, 95, 97, 98, 102, 103, 106, 109, 110, 115, 117, 118, 120, 122, 123, 124, 128, 129, 132, 135, 137, 138, 139, 140, 141, 142, 143, 147, 148, 149, 152, 153, 155, 156, 159, 160, 161, 162, 164, 166, 169, 170, 171, 175, 176, 177, 179, 180, 181, 183], "As": [0, 9, 11, 14, 15, 18, 25, 27, 28, 40, 43, 50, 53, 55, 56, 60, 61, 65, 68, 69, 75, 79, 82, 84, 86, 91, 94, 95, 103, 108, 115, 118, 122, 129, 133, 139, 141, 155, 159, 160, 164, 173, 177, 178], "anoth": [0, 3, 14, 15, 16, 18, 38, 47, 50, 62, 77, 78, 82, 83, 89, 99, 111, 118, 152, 153, 155, 160, 166, 167, 169], "some": [0, 1, 2, 3, 4, 5, 7, 8, 11, 12, 14, 15, 19, 25, 27, 29, 30, 35, 37, 38, 39, 41, 43, 45, 46, 49, 50, 55, 56, 57, 58, 60, 63, 65, 68, 69, 70, 74, 75, 77, 78, 82, 83, 85, 87, 88, 89, 91, 106, 108, 110, 118, 121, 122, 125, 129, 132, 133, 135, 137, 141, 142, 143, 147, 151, 154, 156, 157, 160, 161, 168, 169, 178, 182, 183], "rigid": 0, "structur": [0, 4, 27, 36, 37, 39, 44, 87, 99, 124, 132, 133, 137, 141, 151, 160, 161, 163, 168, 170, 176, 183], "built": 0, "flexibl": 0, "seem": [0, 15, 18, 32, 35, 54, 57, 58, 62, 65, 66, 68, 78, 86, 89, 122, 128, 129, 153, 164, 178, 180], "like": [0, 1, 2, 3, 7, 8, 11, 12, 14, 16, 18, 20, 25, 27, 28, 29, 30, 31, 35, 37, 38, 39, 44, 45, 49, 50, 53, 58, 60, 65, 68, 69, 75, 78, 83, 86, 87, 88, 89, 91, 95, 103, 104, 106, 111, 118, 120, 122, 125, 127, 128, 129, 132, 133, 137, 138, 139, 141, 143, 145, 147, 148, 153, 155, 156, 157, 159, 160, 161, 166, 167, 168, 173, 175, 176, 177, 179, 180], "kind": [0, 1, 2, 8, 12, 15, 35, 38, 39, 43, 50, 54, 65, 73, 75, 82, 89, 96, 99, 104, 106, 122, 129, 141, 154, 159, 160, 161, 169, 170, 173, 174, 179, 181, 183], "But": [0, 3, 7, 8, 12, 18, 25, 26, 31, 38, 39, 45, 50, 53, 54, 60, 61, 65, 66, 68, 69, 73, 74, 75, 78, 82, 91, 94, 106, 115, 118, 125, 135, 137, 138, 144, 148, 149, 152, 155, 161, 162, 166, 168, 169], "best": [0, 14, 15, 16, 43, 87, 91, 115, 138], "weak": [0, 29, 47, 75, 87, 140, 141], "follow": [0, 1, 5, 7, 11, 14, 15, 18, 22, 28, 40, 55, 58, 63, 69, 78, 80, 82, 84, 86, 87, 88, 97, 98, 106, 111, 117, 120, 122, 123, 137, 138, 140, 143, 144, 147, 148, 152, 155, 166, 169, 173, 179], "well": [0, 1, 14, 15, 45, 54, 68, 69, 70, 73, 74, 75, 78, 82, 91, 100, 108, 117, 132, 138, 149, 179], "understood": [0, 179], "law": [0, 43, 45, 47, 49, 50, 83, 87, 110, 137, 138, 140, 143, 144, 147, 151, 152, 155, 160, 180], "mechan": [0, 1, 29, 39, 45, 46, 49, 63, 66, 120, 133, 143], "In": [0, 1, 2, 3, 5, 8, 9, 11, 12, 14, 15, 18, 20, 22, 25, 27, 28, 29, 33, 35, 38, 39, 40, 43, 44, 45, 49, 50, 53, 54, 56, 58, 60, 61, 63, 64, 65, 68, 69, 71, 73, 74, 75, 77, 78, 82, 83, 84, 88, 95, 96, 98, 100, 102, 104, 106, 109, 110, 111, 113, 118, 120, 121, 122, 125, 127, 128, 129, 132, 137, 138, 139, 140, 141, 142, 143, 145, 147, 148, 149, 151, 152, 154, 156, 157, 159, 161, 162, 166, 167, 168, 169, 170, 171, 173, 175, 176, 177, 178, 179], "contrast": [0, 50], "segreg": [0, 1, 8, 10, 13, 46, 50, 110, 183], "we": [0, 1, 3, 4, 5, 7, 8, 9, 11, 12, 14, 15, 18, 25, 26, 27, 28, 29, 31, 33, 38, 39, 41, 44, 45, 46, 49, 50, 52, 53, 54, 55, 56, 57, 58, 60, 61, 62, 63, 64, 65, 66, 69, 71, 73, 74, 75, 77, 78, 80, 82, 85, 86, 87, 88, 91, 94, 95, 96, 97, 98, 100, 102, 103, 104, 108, 113, 115, 117, 118, 120, 121, 122, 123, 125, 127, 128, 129, 133, 135, 137, 138, 139, 140, 141, 142, 144, 145, 147, 148, 149, 152, 153, 154, 155, 156, 157, 159, 160, 161, 162, 164, 166, 167, 168, 169, 171, 173, 175, 177, 178, 179, 180, 183], "see": [0, 1, 2, 4, 5, 7, 8, 9, 11, 12, 14, 15, 18, 20, 25, 28, 30, 37, 43, 45, 49, 50, 52, 53, 54, 55, 58, 60, 61, 64, 65, 66, 69, 71, 75, 79, 84, 86, 87, 91, 94, 95, 96, 98, 102, 108, 109, 111, 112, 113, 115, 118, 122, 123, 127, 128, 133, 137, 138, 140, 141, 142, 144, 147, 148, 152, 153, 155, 157, 159, 162, 168, 169, 171, 175, 178], "schell": [0, 1, 2, 9, 10, 13, 46, 50, 110, 183], "model": [0, 1, 2, 4, 5, 7, 9, 10, 11, 12, 29, 31, 32, 36, 38, 41, 42, 43, 45, 47, 50, 51, 53, 54, 56, 60, 62, 63, 65, 66, 68, 71, 73, 74, 78, 91, 99, 100, 104, 109, 110, 113, 118, 120, 121, 124, 125, 127, 129, 133, 138, 139, 140, 143, 144, 145, 147, 148, 150, 152, 153, 154, 155, 156, 157, 159, 160, 161, 162, 163, 164, 169, 170, 171, 173, 174, 177, 179, 180, 183], "caus": [0, 8, 14, 29, 39, 44, 45, 47, 57, 58, 60, 66, 78, 102, 116, 118, 152, 154, 161, 162, 163], "racist": [0, 8, 110], "agent": [0, 1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 31, 43, 47, 50, 53, 54, 56, 57, 60, 61, 63, 64, 65, 67, 68, 69, 71, 73, 74, 75, 77, 78, 79, 80, 109, 110, 112, 113, 118, 133, 183], "even": [0, 8, 12, 14, 18, 27, 33, 37, 44, 45, 46, 58, 65, 70, 71, 75, 76, 78, 91, 110, 121, 137, 149, 155, 173, 177], "when": [0, 1, 7, 9, 11, 12, 14, 15, 16, 18, 20, 30, 36, 37, 45, 49, 55, 57, 58, 60, 63, 64, 66, 75, 78, 86, 87, 95, 104, 108, 123, 124, 127, 128, 129, 135, 137, 141, 142, 149, 153, 154, 159, 160, 161, 166, 168, 177, 178], "onli": [0, 1, 2, 7, 8, 14, 25, 26, 28, 29, 33, 38, 39, 43, 50, 53, 58, 65, 66, 69, 70, 73, 75, 77, 79, 80, 82, 84, 86, 94, 98, 109, 112, 117, 118, 139, 142, 149, 152, 153, 168, 173, 176, 180], "mildli": [0, 8], "xenophob": [0, 8], "outcom": [0, 2, 7, 31, 69, 73, 110], "substanti": [0, 3, 49, 58, 69, 75, 123, 154, 162], "differ": [0, 2, 5, 9, 14, 15, 18, 20, 26, 27, 30, 31, 35, 36, 37, 38, 39, 43, 45, 49, 50, 51, 55, 57, 58, 63, 65, 73, 75, 78, 79, 84, 87, 98, 106, 111, 115, 117, 120, 127, 129, 138, 139, 141, 142, 148, 152, 153, 159, 160, 166, 167, 168, 169, 180, 183], "intent": 0, "decis": [0, 2, 5, 9, 14, 50, 74, 109, 110, 112, 118], "distribut": [0, 2, 11, 12, 20, 47, 54, 68, 77, 98, 109, 137, 139, 140, 143, 147, 150, 151, 152, 157, 160, 161, 162, 165, 183], "wealth": [0, 11, 13, 183], "sugarscap": [0, 1, 2, 7, 12, 13, 110, 183], "might": [0, 2, 3, 4, 5, 8, 15, 20, 22, 29, 30, 39, 40, 45, 46, 49, 50, 53, 58, 65, 68, 69, 73, 75, 78, 84, 86, 87, 91, 94, 96, 106, 111, 120, 121, 127, 133, 135, 140, 141, 152, 155, 160, 161, 166, 169, 176, 180], "could": [0, 1, 8, 12, 14, 18, 25, 31, 32, 36, 41, 43, 74, 83, 87, 106, 132, 140, 169, 176, 180], "reason": [0, 1, 15, 18, 30, 38, 43, 58, 66, 78, 83, 87, 118, 133, 137, 138, 180], "predict": [0, 29, 31, 39, 45, 46, 47, 50, 75, 78, 82, 87, 103, 155, 160, 165, 180, 183], "base": [0, 2, 3, 4, 5, 7, 11, 14, 18, 40, 43, 45, 47, 49, 50, 71, 74, 75, 78, 79, 84, 105, 109, 110, 111, 112, 113, 118, 120, 130, 132, 133, 174, 180, 183], "vision": [0, 1, 2, 4, 7, 11, 109, 112], "metabol": [0, 1, 2, 4, 11], "lifespan": [0, 12], "wave": [0, 13, 110, 183], "behavior": [0, 1, 5, 9, 13, 25, 27, 29, 37, 38, 39, 40, 41, 43, 45, 46, 49, 50, 61, 66, 73, 82, 83, 84, 85, 88, 91, 108, 109, 111, 112, 115, 117, 118, 120, 122, 124, 125, 128, 130, 133, 141, 147, 151, 152, 154, 160, 161, 169, 183], "saw": [0, 3, 7, 8, 12, 86, 122, 127, 152, 153, 155, 157], "last": [0, 14, 26, 33, 40, 69, 77, 80, 94, 95, 99, 118, 128, 160, 166], "stronger": [0, 31], "sinc": [0, 3, 5, 8, 14, 15, 18, 27, 53, 54, 58, 65, 66, 69, 77, 78, 82, 91, 95, 102, 115, 118, 122, 128, 129, 133, 137, 149, 160, 168, 177], "displai": [0, 33, 41, 83, 104, 111, 124, 128], "capabl": [0, 44, 56, 57], "diagon": [0, 7, 36, 37, 83, 84, 89, 110, 127], "movement": [0, 7, 29, 44, 124, 127], "do": [0, 14, 15, 18, 22, 25, 31, 33, 38, 46, 50, 54, 58, 60, 66, 68, 69, 70, 73, 74, 75, 78, 86, 87, 89, 91, 96, 110, 111, 133, 140, 141, 151, 152, 155, 157, 159, 161, 166, 180, 182], "have": [0, 1, 2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 14, 15, 18, 20, 22, 25, 26, 28, 29, 31, 32, 33, 38, 40, 43, 44, 47, 49, 50, 54, 55, 56, 57, 58, 60, 61, 63, 64, 65, 66, 69, 70, 73, 75, 77, 79, 82, 84, 87, 89, 91, 92, 94, 95, 106, 110, 111, 115, 122, 125, 127, 128, 129, 132, 133, 135, 137, 139, 141, 142, 143, 144, 145, 148, 151, 152, 154, 155, 157, 159, 160, 166, 168, 169, 171, 176, 178, 179, 182], "surpris": [0, 7, 8, 9, 29, 37, 38, 39, 43, 50, 78, 82, 85, 104, 115, 133, 141, 176], "know": [0, 8, 14, 18, 29, 31, 49, 50, 58, 73, 84, 94, 103, 135, 161, 168, 176], "all": [0, 2, 3, 4, 5, 7, 8, 11, 14, 15, 16, 20, 23, 25, 27, 28, 29, 30, 31, 35, 38, 40, 43, 45, 46, 47, 50, 53, 54, 58, 60, 68, 69, 70, 74, 75, 78, 82, 83, 84, 85, 89, 91, 95, 96, 97, 98, 99, 106, 117, 118, 127, 129, 132, 137, 141, 144, 147, 148, 152, 156, 162, 163, 166, 167, 168, 169, 170, 175, 179], "rule": [0, 5, 7, 11, 12, 25, 26, 27, 30, 35, 37, 38, 39, 40, 43, 44, 49, 82, 83, 84, 86, 88, 110, 111, 121, 122], "That": [0, 14, 25, 38, 45, 58, 60, 69, 73, 82, 86, 91, 102, 106, 138, 139, 166, 180], "difficulti": [0, 14], "accid": [0, 118, 161], "fact": [0, 8, 12, 14, 15, 35, 38, 43, 49, 53, 58, 68, 95, 98, 122, 123, 156, 180], "mai": [0, 8, 14, 15, 18, 22, 29, 31, 38, 43, 47, 49, 68, 91, 99, 106, 152, 161, 180], "defin": [0, 15, 26, 29, 33, 63, 64, 65, 75, 111, 117, 121, 122, 127, 129, 135, 138, 139, 153, 156, 178, 179], "wolfram": [0, 27, 29, 31, 35, 38, 41, 42, 82, 83, 88, 183], "discuss": [0, 15, 41, 45, 49, 77, 78, 88, 140, 141, 145, 161], "A": [0, 14, 15, 16, 18, 22, 31, 32, 35, 38, 40, 41, 42, 43, 49, 52, 64, 70, 73, 79, 82, 85, 87, 89, 91, 92, 95, 96, 97, 99, 104, 105, 106, 109, 120, 121, 124, 128, 129, 138, 139, 142, 143, 153, 154, 155, 157, 159, 160, 163, 166, 167, 168, 169, 170, 173, 174, 179, 183], "new": [0, 1, 4, 12, 20, 22, 28, 31, 35, 38, 39, 50, 54, 57, 58, 60, 61, 64, 65, 85, 89, 91, 97, 108, 122, 127, 129, 132, 137, 142, 171, 178], "convent": [0, 33, 39, 98, 180], "axiom": 0, "you": [0, 1, 3, 4, 7, 8, 14, 15, 18, 20, 22, 28, 30, 31, 35, 36, 37, 40, 44, 45, 49, 50, 53, 55, 64, 65, 69, 75, 78, 79, 84, 86, 87, 89, 91, 95, 96, 97, 105, 106, 108, 109, 111, 115, 118, 121, 122, 127, 128, 133, 134, 135, 137, 138, 140, 148, 152, 153, 155, 156, 160, 166, 167, 168, 169, 173, 177, 178, 180, 182], "govern": [0, 5, 25, 110], "can": [0, 1, 2, 3, 4, 7, 9, 11, 12, 14, 15, 18, 20, 22, 23, 25, 26, 27, 28, 29, 30, 31, 32, 33, 35, 36, 37, 38, 39, 40, 43, 44, 46, 49, 50, 53, 54, 55, 56, 57, 58, 60, 61, 62, 63, 64, 65, 66, 68, 69, 73, 74, 75, 78, 79, 84, 86, 87, 88, 89, 91, 94, 95, 97, 102, 103, 104, 106, 108, 109, 110, 111, 115, 118, 120, 121, 122, 123, 124, 127, 128, 129, 133, 137, 138, 139, 140, 141, 144, 148, 149, 151, 152, 153, 154, 155, 156, 159, 160, 161, 162, 164, 166, 167, 168, 169, 170, 173, 174, 175, 177, 178, 180, 182], "call": [0, 1, 14, 15, 18, 28, 29, 30, 32, 33, 35, 36, 37, 38, 39, 40, 41, 45, 49, 50, 55, 56, 60, 63, 64, 74, 79, 82, 83, 84, 85, 86, 89, 95, 96, 99, 102, 106, 109, 111, 117, 120, 122, 128, 130, 137, 138, 139, 140, 148, 151, 152, 153, 155, 156, 159, 160, 162, 164, 166, 168, 169, 173, 177, 178], "often": [0, 2, 5, 11, 15, 18, 32, 41, 43, 46, 49, 58, 70, 74, 75, 83, 123, 127, 138, 141, 152], "comput": [0, 1, 2, 3, 9, 14, 15, 18, 26, 28, 31, 32, 33, 36, 37, 38, 41, 43, 44, 45, 47, 49, 50, 54, 56, 58, 60, 62, 65, 74, 80, 82, 83, 86, 88, 96, 103, 108, 109, 117, 118, 120, 128, 132, 133, 137, 138, 139, 140, 148, 152, 164, 166, 167, 168, 169, 171, 173, 174, 175, 177, 178, 179, 180], "shortcut": [0, 2, 177], "allow": [0, 23, 30, 43, 44, 50, 86, 87, 115, 118, 178, 182], "u": [0, 14, 15, 18, 87, 91, 97, 139, 167, 173, 175, 178], "without": [0, 14, 15, 18, 22, 53, 55, 69, 87, 96, 128, 151, 162, 163], "build": [0, 4, 44, 56, 68, 100, 140, 160, 170, 179], "observ": [0, 7, 8, 31, 38, 39, 47, 50, 58, 66, 91, 129, 141, 145, 147, 152, 154, 157, 160, 162, 176], "mani": [0, 9, 12, 14, 18, 26, 27, 28, 29, 31, 35, 36, 37, 44, 45, 49, 50, 54, 58, 65, 66, 70, 71, 74, 75, 76, 78, 82, 83, 84, 87, 89, 91, 94, 95, 98, 103, 104, 106, 108, 110, 128, 129, 133, 139, 141, 144, 151, 152, 154, 155, 157, 159, 160, 161, 171, 176, 180], "cellular": [0, 25, 29, 32, 33, 39, 41, 49, 83, 84, 86, 88, 110, 120, 121, 122, 125, 127, 133, 154, 162, 183], "automaton": [0, 25, 29, 32, 33, 39, 41, 49, 83, 84, 86, 88, 110, 120, 121, 122, 125, 127, 133, 154, 162, 183], "computation": [0, 2, 38], "irreduc": [0, 2], "which": [0, 3, 4, 5, 7, 8, 9, 11, 12, 14, 15, 18, 25, 26, 27, 28, 29, 30, 31, 33, 37, 38, 39, 40, 43, 44, 47, 49, 50, 52, 54, 56, 57, 58, 60, 62, 63, 64, 65, 68, 69, 70, 71, 74, 75, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 89, 91, 94, 95, 96, 97, 98, 99, 100, 102, 109, 110, 111, 113, 115, 116, 117, 118, 120, 121, 122, 123, 124, 125, 127, 129, 133, 137, 138, 139, 140, 141, 142, 143, 144, 148, 152, 153, 154, 155, 156, 157, 159, 160, 161, 162, 164, 166, 167, 168, 169, 170, 171, 173, 174, 175, 176, 177, 178, 179, 180, 183], "mean": [0, 14, 15, 18, 25, 26, 28, 32, 36, 37, 41, 49, 50, 53, 54, 55, 56, 58, 60, 62, 65, 70, 73, 75, 77, 94, 95, 103, 115, 117, 125, 128, 138, 139, 148, 151, 155, 160, 162, 163, 164, 167, 168, 170, 175, 177, 180], "wai": [0, 1, 2, 3, 14, 18, 32, 38, 39, 43, 45, 49, 50, 53, 54, 57, 63, 68, 69, 71, 73, 75, 77, 84, 86, 88, 91, 94, 95, 96, 99, 102, 106, 110, 120, 122, 124, 128, 133, 138, 141, 143, 147, 153, 160, 171], "get": [0, 2, 3, 11, 12, 14, 15, 18, 20, 24, 25, 45, 46, 53, 54, 57, 60, 63, 64, 69, 75, 80, 95, 102, 103, 108, 115, 117, 118, 120, 122, 123, 134, 137, 138, 139, 142, 144, 149, 153, 155, 164, 167, 168, 177, 178, 183], "implement": [0, 1, 2, 13, 15, 18, 28, 30, 35, 41, 42, 49, 54, 69, 77, 82, 84, 88, 93, 96, 109, 111, 117, 118, 120, 121, 132, 140, 153, 164, 165, 166, 169, 178, 183], "same": [0, 1, 3, 4, 9, 11, 14, 15, 18, 23, 25, 26, 27, 28, 30, 38, 50, 53, 54, 58, 60, 61, 65, 69, 73, 74, 77, 80, 84, 86, 91, 95, 102, 110, 117, 120, 127, 137, 139, 140, 148, 152, 156, 160, 164, 168, 169, 170, 173, 174, 176, 177, 178, 179, 180], "true": [0, 3, 11, 15, 31, 38, 39, 45, 58, 61, 65, 80, 82, 86, 87, 91, 95, 97, 98, 102, 103, 128, 152, 153, 178], "gener": [0, 14, 16, 18, 26, 27, 30, 32, 33, 35, 38, 39, 44, 49, 50, 54, 55, 57, 63, 65, 68, 70, 74, 75, 78, 83, 84, 85, 95, 96, 99, 102, 103, 104, 106, 107, 110, 111, 122, 124, 128, 137, 140, 143, 148, 150, 152, 156, 159, 160, 164, 168, 169, 170, 173, 174, 177, 179, 180, 183], "physic": [0, 29, 32, 35, 39, 41, 45, 49, 50, 56, 57, 83, 110, 115, 118, 125, 128, 133, 151, 160, 162, 183], "more": [0, 1, 3, 4, 5, 7, 11, 12, 14, 15, 18, 26, 29, 31, 32, 36, 37, 38, 39, 40, 41, 43, 44, 49, 50, 53, 54, 55, 57, 58, 60, 65, 66, 69, 71, 75, 78, 84, 86, 87, 88, 95, 96, 99, 100, 103, 104, 111, 113, 115, 122, 124, 125, 127, 128, 129, 132, 133, 137, 139, 140, 144, 145, 148, 151, 152, 153, 154, 155, 156, 157, 159, 160, 161, 162, 163, 164, 166, 168, 169, 171, 173, 176, 177, 178, 180], "than": [0, 2, 3, 4, 7, 11, 12, 14, 15, 18, 31, 38, 39, 40, 43, 50, 58, 65, 66, 68, 69, 73, 75, 78, 84, 86, 87, 95, 111, 115, 117, 118, 123, 127, 137, 138, 139, 143, 148, 149, 151, 153, 154, 155, 156, 160, 161, 162, 166, 167, 171, 178, 180], "few": [0, 1, 11, 12, 15, 23, 75, 86, 94, 96, 118, 127, 133, 139, 152, 155, 160, 162, 169, 177], "usual": [0, 2, 5, 16, 38, 39, 49, 55, 75, 83, 94, 102, 105, 106, 108, 120, 129, 151, 154, 159, 162, 178, 179, 180], "yield": [0, 1, 26, 28, 30, 35, 37, 82, 83, 85, 97, 98, 129, 138, 159, 161, 169, 173, 179, 180], "analyt": [0, 44, 49, 103], "solut": [0, 18, 44, 50, 132, 151, 166], "numer": [0, 14, 83, 120], "method": [0, 4, 14, 18, 41, 47, 56, 61, 64, 65, 77, 79, 80, 86, 95, 98, 102, 117, 118, 156, 163, 164, 166, 178], "provid": [0, 4, 8, 14, 15, 18, 22, 28, 29, 30, 39, 52, 65, 68, 75, 77, 79, 80, 86, 89, 95, 98, 102, 109, 129, 133, 137, 138, 140, 148, 156, 166, 169, 175, 177], "still": [0, 4, 14, 37, 44, 53, 73, 138, 155], "qualit": [0, 39, 169], "constant": [0, 1, 12, 15, 64, 70, 71, 76, 78, 82, 94, 120, 166], "time": [0, 1, 2, 8, 9, 11, 12, 14, 15, 18, 22, 23, 25, 27, 29, 33, 35, 36, 37, 38, 40, 43, 49, 50, 53, 54, 57, 58, 60, 61, 64, 65, 69, 70, 74, 75, 77, 78, 80, 82, 83, 84, 85, 86, 89, 91, 94, 95, 102, 106, 108, 109, 118, 121, 122, 127, 128, 137, 141, 142, 143, 148, 151, 152, 153, 154, 155, 156, 159, 161, 162, 164, 166, 168, 169, 173, 176, 177], "algorithm": [0, 15, 16, 44, 95, 99, 104, 105, 106, 107, 119, 132, 133, 140, 143, 148, 166, 169, 170, 171, 174, 179, 181, 183], "run": [0, 1, 9, 12, 14, 15, 18, 20, 23, 30, 38, 50, 53, 54, 55, 58, 61, 65, 69, 75, 77, 80, 84, 86, 89, 94, 96, 111, 121, 123, 127, 130, 132, 136, 152, 153, 155, 156, 159, 162, 164, 169, 177, 183], "doe": [0, 1, 10, 12, 14, 15, 18, 20, 23, 28, 39, 53, 54, 55, 61, 66, 68, 73, 74, 77, 78, 84, 85, 86, 95, 96, 121, 127, 128, 137, 138, 140, 145, 148, 152, 159, 168, 169, 178], "depend": [0, 1, 2, 4, 8, 11, 15, 18, 26, 36, 37, 53, 60, 61, 69, 73, 77, 83, 89, 94, 106, 120, 127, 128, 160, 161], "scale": [0, 12, 14, 29, 37, 91, 103, 122, 123, 124, 137, 138, 140, 143, 144, 151, 152, 153, 155, 159, 164, 183], "simul": [0, 1, 2, 3, 8, 9, 32, 39, 41, 43, 47, 49, 50, 53, 54, 58, 60, 61, 65, 66, 67, 68, 69, 71, 75, 81, 109, 111, 113, 115, 118, 123, 127, 129, 133, 141, 147, 159, 160, 180, 183], "analog": [0, 83, 129, 141, 147, 154, 160, 163], "similar": [0, 1, 3, 4, 8, 9, 18, 31, 39, 50, 75, 98, 103, 117, 124, 129, 141, 147, 148, 151, 154, 156, 160, 163, 168, 169], "take": [0, 2, 3, 4, 5, 14, 15, 18, 22, 26, 28, 35, 36, 37, 44, 49, 69, 73, 75, 80, 82, 86, 95, 96, 97, 99, 102, 117, 122, 128, 138, 144, 148, 152, 153, 155, 156, 159, 162, 166, 167, 169, 173, 175, 177], "proport": [0, 94, 123, 142, 148, 151, 154, 176], "And": [0, 2, 5, 12, 14, 27, 28, 31, 39, 49, 50, 54, 58, 60, 66, 68, 73, 75, 78, 83, 88, 91, 102, 115, 125, 137, 138, 139, 141, 148, 156, 162, 166, 168, 169, 175, 177, 180], "bound": [0, 11, 49, 118, 143], "beyond": 0, "reliabl": [0, 31, 36, 39, 153], "These": [0, 7, 9, 14, 15, 37, 43, 49, 54, 61, 68, 69, 75, 80, 99, 103, 108, 110, 127, 128, 129, 133, 157, 161], "suggest": [0, 12, 40, 41, 45, 49, 50, 68, 69, 70, 71, 75, 76, 88, 96, 110, 111, 122, 123, 128, 132, 133, 137, 141, 144, 152, 155, 159, 160, 161], "fundament": [0, 29, 35, 45, 71, 110, 133, 161], "unpredict": [0, 9, 29, 47, 110, 161], "should": [0, 1, 14, 15, 20, 22, 31, 33, 49, 61, 73, 75, 78, 84, 86, 98, 111, 115, 133, 135, 139, 140, 151, 153, 161, 166, 169, 176, 180], "expect": [0, 39, 43, 53, 54, 61, 65, 75, 78, 82, 84, 102, 103, 111, 115, 118, 122, 138, 144, 148, 155, 159, 161, 164, 167, 171, 176], "find": [0, 11, 14, 15, 18, 22, 30, 43, 45, 50, 61, 65, 75, 82, 89, 95, 106, 109, 115, 117, 121, 128, 140, 149, 152, 154, 155, 156, 160, 163, 166, 168, 169, 170], "natur": [0, 5, 12, 14, 29, 31, 38, 39, 45, 47, 54, 57, 58, 60, 62, 65, 66, 68, 70, 71, 75, 78, 91, 109, 123, 124, 133, 141, 148, 151, 152, 157, 159, 160, 169, 179], "form": [0, 8, 9, 11, 12, 29, 31, 43, 45, 47, 49, 54, 56, 57, 58, 63, 65, 66, 74, 108, 110, 115, 118, 120, 124, 129, 151, 153, 167, 180, 183], "peopl": [0, 1, 2, 5, 8, 9, 23, 29, 35, 43, 45, 46, 50, 58, 68, 73, 74, 78, 82, 87, 89, 91, 100, 106, 133, 135, 161, 176, 179, 180], "name": [0, 15, 18, 20, 28, 30, 33, 50, 84, 87, 89, 91, 98, 102, 112, 140, 155, 176, 178], "ignor": [0, 14, 15, 50, 66, 117, 122, 141, 167, 180], "reckon": 0, "don": [0, 7, 10, 20, 33, 46, 49, 50, 53, 54, 56, 58, 60, 61, 65, 69, 73, 78, 89, 110, 144, 156, 178], "reductionist": [0, 152, 154, 160, 163], "explan": [0, 39, 43, 50, 69, 78, 133, 140, 141, 147, 152, 154, 159, 160, 161, 179, 181, 183], "come": [0, 15, 18, 29, 38, 45, 49, 84, 108, 156], "understand": [0, 5, 15, 18, 31, 38, 43, 46, 58, 60, 78, 122, 133, 134, 159, 160, 166], "better": [0, 11, 18, 39, 46, 49, 53, 65, 73, 75, 84, 86, 91, 111, 115, 134, 137, 138, 139, 155, 164, 169], "futur": [0, 29, 46, 58, 132], "would": [0, 8, 9, 12, 14, 15, 18, 22, 26, 29, 31, 32, 36, 43, 44, 45, 50, 56, 65, 69, 73, 75, 77, 78, 82, 83, 87, 91, 92, 103, 105, 118, 128, 140, 152, 159, 166, 167, 168, 173, 176, 180], "longer": [0, 18, 121, 164], "statu": 0, "topic": [0, 11, 29, 45, 49, 73, 78, 132, 133, 140, 144], "debat": 0, "appropri": [0, 1, 8, 15, 46, 135], "skeptic": [0, 49, 180], "appar": [0, 29, 35, 37, 60, 70, 71, 73, 78, 96, 110, 118, 153, 160], "assum": [0, 8, 14, 73, 78, 129], "never": [0, 1, 7, 31, 36, 60, 69, 82, 135, 176], "neither": [0, 73, 179], "ha": [0, 2, 5, 11, 14, 15, 18, 25, 28, 29, 31, 38, 39, 40, 45, 50, 54, 56, 57, 60, 61, 62, 63, 65, 69, 73, 74, 77, 78, 82, 83, 84, 85, 86, 89, 92, 94, 100, 104, 117, 118, 122, 123, 127, 128, 132, 133, 137, 139, 140, 142, 143, 144, 145, 148, 153, 156, 159, 160, 161, 164, 167, 169, 170, 173, 174, 177, 178, 179, 180], "book": [0, 1, 4, 5, 11, 20, 26, 30, 33, 41, 43, 45, 49, 50, 55, 58, 69, 71, 77, 82, 83, 84, 86, 88, 96, 100, 109, 110, 111, 113, 118, 121, 125, 132, 133, 134, 135, 140, 144, 145, 148, 152, 153, 156, 157, 171, 174, 180, 182, 183], "principl": [0, 29, 31, 38, 44, 50, 82, 87, 91], "equival": [0, 14, 38, 82], "give": [0, 12, 14, 15, 83, 86, 87, 91, 111, 132, 143, 160, 168], "good": [0, 14, 15, 16, 18, 23, 31, 35, 43, 46, 71, 73, 78, 86, 91, 135, 137, 138, 139, 149, 160, 169, 179], "believ": [0, 29, 39, 58, 66, 82], "least": [0, 2, 8, 11, 15, 27, 29, 31, 32, 38, 39, 50, 66, 68, 69, 73, 75, 78, 87, 88, 91, 118, 127, 137, 143, 144, 168, 170, 180], "explain": [0, 11, 12, 18, 29, 33, 39, 45, 46, 50, 53, 54, 62, 66, 78, 86, 100, 118, 125, 129, 133, 135, 137, 141, 159, 160, 161, 166, 170, 171, 179], "classic": [0, 14, 43, 44, 46, 47, 49, 50], "q": [0, 3, 8, 9, 10, 11, 14, 15, 18, 27, 35, 36, 38, 43, 46, 53, 54, 56, 58, 60, 62, 63, 64, 68, 75, 76, 77, 82, 83, 86, 87, 89, 91, 92, 94, 95, 104, 105, 108, 109, 116, 120, 122, 123, 127, 128, 129, 130, 137, 147, 151, 156, 160, 161, 162, 163, 166, 167, 168, 174, 177, 178, 180], "1": [0, 1, 2, 3, 4, 5, 8, 9, 11, 18, 22, 25, 26, 27, 28, 30, 33, 35, 36, 37, 38, 40, 41, 43, 46, 49, 52, 53, 54, 55, 56, 58, 60, 61, 62, 63, 64, 65, 68, 69, 70, 71, 73, 75, 76, 77, 80, 82, 83, 84, 86, 87, 88, 89, 91, 92, 94, 95, 96, 98, 100, 102, 103, 104, 105, 106, 108, 109, 111, 113, 115, 116, 117, 118, 120, 121, 122, 123, 125, 127, 128, 129, 130, 134, 137, 138, 139, 140, 143, 145, 147, 149, 151, 152, 153, 154, 155, 156, 157, 159, 160, 161, 162, 163, 164, 166, 167, 168, 169, 171, 173, 174, 175, 177, 178, 179, 180, 182, 183], "ther": 0, "correct": [0, 3, 8, 9, 14, 15, 27, 36, 62, 76, 82, 83, 86, 91, 92, 105, 108, 116, 120, 122, 127, 128, 137, 147, 156, 160, 161, 162, 163, 167, 173, 174], "just": [0, 3, 14, 15, 18, 22, 29, 38, 43, 60, 66, 78, 87, 91, 104, 115, 120, 139, 160, 161], "other": [0, 2, 4, 5, 7, 8, 11, 12, 14, 15, 18, 20, 31, 37, 39, 43, 44, 45, 46, 49, 50, 54, 58, 60, 64, 68, 69, 70, 71, 73, 74, 75, 76, 77, 78, 80, 84, 86, 87, 89, 91, 94, 95, 97, 99, 104, 106, 108, 109, 111, 112, 117, 118, 120, 121, 122, 124, 125, 129, 132, 133, 137, 138, 139, 140, 141, 144, 147, 148, 151, 153, 157, 159, 160, 161, 167, 168, 169, 170, 175, 177, 179, 180], "systesm": 0, "incorrect": [0, 3, 8, 9, 15, 18, 27, 36, 46, 62, 76, 82, 83, 91, 92, 105, 108, 116, 120, 122, 127, 128, 137, 147, 156, 160, 162, 163, 174], "code": [1, 4, 5, 14, 15, 18, 20, 26, 30, 41, 54, 55, 58, 64, 69, 71, 84, 86, 88, 96, 97, 100, 102, 111, 113, 125, 128, 129, 132, 133, 135, 136, 145, 148, 152, 157, 171, 182, 183], "notebook": [1, 4, 5, 7, 21, 22, 23, 28, 30, 53, 54, 55, 58, 64, 65, 69, 71, 75, 79, 84, 96, 111, 113, 118, 132, 133, 134, 152, 153, 183], "chap11": [1, 4, 5], "ipynb": [1, 4, 5, 20, 30, 41, 55, 58, 69, 71, 84, 88, 96, 100, 111, 113, 125, 145, 152, 157, 171], "repositori": [1, 4, 5, 20, 22, 26, 30, 33, 41, 55, 58, 69, 71, 84, 86, 88, 96, 100, 109, 111, 113, 121, 125, 140, 148, 152, 153, 156, 157, 169, 171], "open": [1, 20, 22, 30, 55, 69, 75, 84, 111, 140, 152, 166], "read": [1, 15, 30, 38, 40, 45, 55, 69, 84, 87, 88, 111, 133, 140, 142, 148, 152], "cell": [1, 2, 3, 4, 7, 8, 11, 20, 25, 27, 30, 32, 33, 37, 38, 39, 40, 41, 50, 55, 69, 82, 83, 84, 85, 86, 87, 89, 91, 92, 111, 120, 121, 122, 123, 127, 128, 129, 152, 153, 154, 155, 156, 159, 162, 163, 164], "us": [1, 3, 4, 5, 11, 12, 14, 15, 18, 20, 22, 23, 26, 27, 28, 29, 30, 31, 33, 35, 38, 39, 40, 43, 45, 46, 49, 50, 54, 55, 56, 61, 64, 69, 71, 75, 77, 79, 80, 84, 85, 86, 87, 91, 95, 96, 97, 98, 99, 100, 102, 105, 106, 109, 111, 117, 120, 121, 124, 127, 128, 132, 133, 134, 135, 137, 138, 139, 140, 141, 142, 143, 145, 148, 152, 153, 154, 155, 156, 159, 160, 164, 166, 167, 168, 169, 173, 174, 175, 177, 178, 179, 180, 182, 183], "work": [1, 5, 18, 20, 26, 28, 29, 30, 33, 39, 41, 49, 50, 55, 58, 69, 71, 77, 84, 88, 96, 100, 102, 111, 113, 117, 125, 132, 133, 137, 142, 145, 152, 156, 157, 166, 168, 169, 171, 175, 180, 183], "bill": [1, 82], "bishop": 1, "author": [1, 10, 22, 58, 83, 86, 168, 176], "big": [1, 14, 16, 19, 55, 75, 86, 117, 161, 180, 183], "sort": [1, 4], "argu": [1, 35, 160, 180], "american": [1, 58, 83, 176], "societi": [1, 2, 11, 78], "increasingli": [1, 44], "polit": [1, 44, 74], "opinion": [1, 29, 43, 140], "choos": [1, 8, 11, 14, 31, 50, 60, 61, 63, 73, 75, 77, 95, 98, 118, 127, 140, 142, 152, 156, 162, 166, 169, 178, 179], "live": [1, 8, 9, 50, 57, 58, 64, 69, 70, 71, 76, 79, 82, 83, 85, 86, 92, 176], "among": [1, 2, 5, 11, 31, 43, 58, 65, 78, 108, 140, 143, 148, 161, 167], "mind": [1, 8, 83, 147], "neighbor": [1, 2, 3, 8, 9, 26, 33, 39, 40, 50, 69, 80, 83, 84, 85, 86, 89, 92, 94, 95, 96, 109, 112, 117, 120, 121, 127, 143, 145, 148, 162, 166, 167, 168, 169, 170, 173, 174, 178, 179], "hypothes": [1, 31, 36], "move": [1, 2, 3, 4, 7, 8, 11, 14, 38, 44, 50, 60, 75, 82, 83, 84, 85, 89, 91, 100, 108, 109, 110, 111, 112, 113, 115, 118, 137, 151, 163, 170], "thei": [1, 2, 5, 7, 8, 9, 11, 14, 15, 18, 25, 26, 27, 29, 31, 32, 33, 35, 36, 37, 38, 39, 43, 45, 46, 49, 50, 54, 58, 60, 65, 66, 68, 69, 70, 73, 74, 75, 78, 80, 82, 83, 85, 87, 89, 91, 94, 95, 96, 102, 104, 106, 108, 109, 110, 112, 116, 118, 123, 124, 125, 127, 128, 133, 135, 137, 138, 139, 140, 141, 143, 144, 147, 148, 151, 152, 154, 155, 156, 157, 159, 160, 161, 162, 168, 169, 170, 176, 178, 179, 180], "isol": [1, 44, 83, 152, 161], "ani": [1, 2, 8, 14, 15, 18, 25, 27, 31, 32, 35, 36, 37, 38, 39, 45, 50, 56, 60, 66, 69, 73, 74, 79, 88, 89, 95, 102, 104, 117, 121, 122, 127, 128, 141, 142, 143, 151, 154, 156, 159, 160, 161, 162, 163, 167, 168, 176, 182], "neighborhood": [1, 2, 8, 9, 26, 27, 33, 40, 50, 83, 86, 120, 127], "themselv": [1, 2, 7, 8, 46, 50, 57, 63, 74, 78], "modifi": [1, 30, 38, 44, 69, 84, 86, 97, 108, 166, 169], "your": [1, 18, 20, 22, 31, 86, 87, 105, 120, 134, 140, 169, 180, 182], "degre": [1, 8, 9, 50, 60, 68, 69, 74, 87, 91, 110, 137, 138, 140, 141, 143, 144, 149, 150, 160, 169, 170, 173, 176, 179, 180, 183], "There": [1, 2, 18, 22, 37, 39, 58, 69, 82, 83, 86, 89, 96, 130, 159, 160, 169], "sever": [1, 9, 36, 37, 43, 49, 54, 57, 80, 82, 102, 103, 110, 115, 125, 127, 135, 137, 176], "hypothesi": [1, 31, 32, 36], "random": [1, 2, 3, 4, 5, 8, 11, 12, 25, 29, 32, 37, 38, 42, 43, 45, 47, 49, 50, 53, 54, 55, 56, 60, 61, 65, 69, 77, 80, 84, 86, 89, 96, 98, 99, 103, 107, 110, 118, 119, 121, 124, 127, 128, 129, 137, 142, 143, 148, 149, 152, 155, 156, 162, 169, 170, 174, 177, 178, 179, 183], "select": [1, 3, 11, 12, 20, 22, 28, 32, 33, 35, 56, 57, 58, 65, 69, 70, 71, 75, 78, 80, 82, 86, 96, 110, 142, 153, 156, 160, 168, 174], "dure": [1, 4, 11, 18, 25, 33, 40, 61, 64, 69, 70, 74, 80, 84, 118, 122, 127, 128, 162, 164, 168], "each": [1, 2, 3, 4, 5, 7, 8, 11, 12, 14, 15, 18, 25, 26, 27, 28, 30, 33, 38, 40, 43, 44, 50, 53, 54, 56, 60, 61, 63, 64, 65, 69, 70, 73, 74, 75, 77, 78, 79, 80, 83, 84, 86, 87, 94, 95, 98, 99, 102, 103, 106, 108, 109, 112, 117, 118, 120, 121, 122, 123, 124, 125, 127, 128, 129, 132, 133, 137, 139, 142, 143, 148, 149, 152, 153, 154, 155, 156, 159, 162, 164, 167, 168, 169, 170, 173, 174, 175, 177, 178, 179, 180], "step": [1, 2, 3, 4, 7, 9, 11, 12, 14, 15, 16, 18, 22, 25, 27, 28, 33, 35, 36, 37, 40, 53, 54, 60, 61, 64, 65, 69, 75, 76, 79, 82, 84, 85, 89, 91, 92, 95, 108, 118, 120, 121, 122, 127, 128, 129, 152, 153, 154, 155, 156, 160, 162, 163, 164, 167, 175, 179], "k": [1, 11, 14, 15, 28, 86, 94, 95, 129, 137, 142, 143, 144, 148, 149, 156, 162, 163, 167, 169, 170, 173, 174, 177, 178, 179], "randomli": [1, 11, 47, 69, 148, 176, 177], "chosen": [1, 2, 3, 11, 12, 69, 142, 148, 176], "empti": [1, 2, 3, 7, 8, 11, 27, 50, 60, 95, 121], "locat": [1, 3, 4, 11, 52, 53, 54, 55, 56, 57, 60, 65, 86, 96, 102, 113, 118, 134, 156, 169], "highest": [1, 12, 16, 60, 115, 173], "fraction": [1, 3, 9, 18, 75, 103, 122, 128, 138, 139, 143, 144, 161, 162, 167], "how": [1, 9, 14, 15, 18, 22, 25, 27, 28, 29, 33, 36, 37, 39, 40, 43, 50, 54, 55, 56, 57, 58, 61, 68, 75, 77, 83, 87, 94, 96, 98, 102, 103, 108, 111, 117, 123, 125, 127, 128, 129, 133, 137, 138, 140, 142, 143, 153, 156, 166, 168, 175, 179, 180], "2": [1, 3, 7, 9, 10, 11, 15, 16, 18, 22, 25, 26, 27, 28, 30, 33, 36, 38, 46, 53, 55, 56, 62, 69, 70, 73, 75, 80, 82, 83, 84, 85, 86, 89, 91, 92, 94, 95, 96, 97, 102, 103, 106, 111, 115, 116, 120, 121, 122, 123, 127, 129, 132, 133, 134, 137, 139, 140, 144, 147, 148, 149, 152, 153, 154, 155, 156, 159, 160, 162, 164, 167, 168, 169, 173, 174, 175, 178, 183], "first": [1, 3, 7, 11, 14, 15, 18, 22, 26, 27, 33, 40, 50, 53, 58, 70, 73, 74, 75, 77, 78, 80, 82, 83, 86, 95, 96, 97, 98, 99, 118, 125, 127, 129, 134, 136, 137, 144, 153, 157, 160, 168, 170, 171, 177, 178, 180, 181, 183], "version": [1, 2, 7, 8, 11, 12, 26, 27, 28, 30, 50, 52, 53, 55, 61, 64, 73, 74, 77, 79, 84, 86, 96, 129, 142, 152, 166, 168, 169], "add": [1, 4, 18, 23, 28, 33, 39, 53, 54, 57, 60, 63, 69, 84, 86, 94, 95, 102, 105, 117, 118, 127, 129, 132, 137, 138, 142, 143, 156, 166, 168, 169, 178], "onc": [1, 14, 20, 22, 58, 65, 94, 95, 118, 138, 142, 169], "popul": [1, 11, 47, 54, 57, 60, 62, 63, 65, 68, 69, 74, 75, 77, 78], "fall": [1, 43, 92, 144, 155, 164], "recov": 1, "second": [1, 3, 7, 14, 15, 18, 40, 46, 58, 80, 102, 122, 129, 136, 137, 153, 160, 177, 178, 180, 183], "replac": [1, 3, 12, 14, 44, 61, 64, 79, 132, 159, 166, 168, 178, 179], "die": [1, 45, 53, 60, 61, 64, 79, 83], "now": [1, 3, 9, 18, 25, 28, 29, 43, 44, 45, 49, 53, 54, 60, 64, 65, 75, 77, 78, 82, 84, 86, 95, 102, 117, 123, 128, 129, 132, 135, 137, 139, 142, 148, 156, 166, 167, 173, 177], "let": [1, 3, 9, 14, 18, 29, 50, 53, 75, 78, 94, 118, 123, 128, 129, 133, 142, 148, 155, 156], "happen": [1, 8, 9, 15, 30, 38, 39, 50, 54, 57, 58, 60, 64, 65, 66, 69, 111, 127, 178], "pressur": [1, 69], "write": [1, 14, 15, 18, 25, 28, 30, 38, 43, 50, 55, 84, 95, 96, 120, 121, 127, 152, 159, 166, 168, 169, 179, 180, 182, 183], "end": [1, 9, 14, 15, 18, 28, 41, 45, 60, 69, 80, 86, 88, 91, 108, 115, 129, 133, 134, 137, 145, 153, 155, 166, 168, 173], "everi": [1, 12, 14, 15, 18, 38, 43, 44, 50, 54, 60, 61, 80, 85, 89, 94, 95, 97, 99, 104, 122, 123, 132, 137, 142, 159, 161, 168, 169, 170, 179], "averag": [1, 9, 15, 16, 65, 68, 69, 75, 80, 111, 115, 117, 120, 137, 139, 140, 142, 148, 149, 164, 167, 170, 171, 175, 176, 177, 179], "hundr": 1, "plot": [1, 12, 33, 54, 60, 106, 122, 137, 138, 139, 140, 144, 152, 153, 155, 159, 164, 177], "over": [1, 8, 9, 12, 15, 25, 29, 38, 40, 43, 49, 53, 54, 57, 58, 60, 65, 68, 75, 77, 83, 85, 89, 91, 106, 116, 140, 141, 153, 154, 156, 159, 162, 164, 167], "abl": [1, 14, 16, 18, 20, 36, 58, 115, 169], "inherit": [1, 3, 4, 57, 58, 84, 111, 121, 156], "overrid": [1, 53, 60, 111], "__init__": [1, 3, 52, 54, 56, 64, 77, 79, 118, 127, 129, 156], "3": [1, 3, 7, 9, 10, 11, 15, 18, 20, 22, 27, 28, 29, 30, 35, 36, 38, 40, 56, 60, 62, 69, 70, 73, 75, 80, 82, 83, 84, 85, 86, 89, 92, 95, 96, 97, 98, 102, 105, 108, 109, 111, 117, 122, 127, 129, 130, 132, 137, 139, 140, 147, 148, 149, 152, 153, 155, 156, 162, 163, 168, 169, 173, 175, 177], "who": [1, 9, 11, 16, 58, 61, 64, 69, 73, 75, 77, 79, 83, 106, 133, 135, 148, 168, 176, 179], "studi": [1, 5, 15, 40, 45, 73, 78, 83, 99, 104, 106, 127, 133, 160, 176], "philosophi": [1, 31, 71, 88, 133], "strong": [1, 8, 29, 91], "ai": 1, "theori": [1, 29, 31, 38, 45, 54, 57, 58, 62, 63, 65, 71, 73, 85, 87, 88, 91, 99, 106, 140, 143, 152, 161, 169], "program": [1, 14, 15, 18, 23, 32, 35, 38, 74, 89, 121, 133, 135, 168, 182], "sens": [1, 5, 15, 29, 45, 49, 69, 82, 141, 169], "human": [1, 8, 29, 44, 49, 50, 58, 68, 71, 73, 133, 160], "john": [1, 83, 88], "searl": 1, "present": [1, 4, 16, 29, 40, 41, 43, 45, 49, 58, 63, 77, 92, 94, 103, 132, 133, 138, 159, 166, 168, 170], "thought": [1, 160, 176], "experi": [1, 2, 11, 12, 27, 30, 31, 32, 39, 41, 42, 69, 77, 78, 86, 96, 111, 115, 121, 125, 129, 132, 140, 141, 162, 169, 171, 175, 176, 179, 181, 183], "chines": 1, "room": [1, 166], "intend": [1, 2, 5, 11, 49, 117, 125, 137, 148, 171], "show": [1, 4, 7, 9, 10, 11, 12, 14, 15, 18, 22, 23, 27, 28, 29, 35, 37, 39, 40, 41, 50, 53, 54, 55, 60, 65, 75, 82, 89, 97, 98, 103, 104, 106, 111, 115, 118, 120, 121, 122, 123, 127, 129, 137, 138, 139, 141, 147, 152, 153, 154, 155, 156, 159, 160, 161, 164, 171, 173, 177, 178, 179], "fals": [1, 3, 31, 32, 45, 58, 65, 82, 86, 87, 91, 98, 103, 118, 128, 153, 178], "repli": 1, "argument": [1, 8, 28, 39, 110, 111, 141, 152, 160, 168], "learn": [1, 4, 18, 132, 133, 156], "about": [1, 2, 4, 5, 8, 9, 11, 12, 14, 15, 18, 20, 30, 31, 36, 37, 38, 41, 43, 44, 50, 56, 57, 58, 71, 75, 78, 82, 86, 87, 88, 91, 96, 100, 106, 113, 122, 125, 128, 129, 133, 135, 138, 139, 140, 145, 148, 149, 152, 156, 157, 160, 161, 166, 169, 171, 176, 177], "emerg": [1, 2, 10, 13, 43, 119, 137, 183], "influenc": [1, 40, 87, 108, 140], "reaction": [1, 87, 120, 130, 131, 183], "respons": [1, 29, 75, 77, 80, 111, 154, 161], "entiti": [2, 5, 46, 47, 85, 87, 91], "gather": [2, 5], "inform": [2, 5, 20, 31, 41, 49, 50, 56, 57, 58, 63, 71, 78, 88, 96, 99, 100, 109, 110, 112, 113, 123, 125, 145, 157, 171], "world": [2, 5, 8, 12, 14, 29, 31, 32, 38, 41, 44, 45, 54, 56, 60, 62, 78, 84, 87, 91, 100, 106, 117, 118, 125, 133, 137, 140, 141, 143, 145, 147, 148, 149, 169, 170, 171, 174, 176, 177, 179, 180, 183], "make": [2, 3, 5, 9, 14, 15, 20, 23, 26, 27, 29, 31, 36, 39, 43, 44, 45, 49, 50, 54, 57, 58, 63, 69, 73, 77, 78, 87, 95, 96, 97, 102, 109, 110, 112, 118, 127, 128, 139, 142, 148, 149, 152, 153, 155, 156, 159, 160, 166, 169, 173, 178], "action": [2, 5, 30, 38, 47, 110, 133], "situat": [2, 5, 75], "space": [2, 5, 7, 14, 18, 29, 36, 37, 44, 54, 56, 84, 85, 89, 92, 103, 113, 115, 118, 120, 124, 129, 169], "network": [2, 5, 39, 44, 87, 99, 100, 102, 105, 106, 124, 127, 133, 137, 139, 140, 141, 143, 145, 167, 171, 176, 177, 179, 183], "local": [2, 5, 14, 20, 43, 50, 69, 109, 110, 112, 167, 176, 177], "imperfect": [2, 5, 49, 57, 63, 66], "incomplet": [2, 5, 45], "unlik": [2, 5, 14, 31, 35, 47, 58, 104, 127, 143, 145], "previou": [2, 3, 4, 5, 18, 28, 33, 69, 70, 74, 75, 77, 78, 80, 83, 86, 88, 95, 113, 129, 142, 157, 168, 176], "where": [2, 3, 4, 5, 7, 8, 9, 11, 12, 14, 15, 22, 25, 28, 40, 50, 56, 60, 63, 65, 69, 73, 75, 76, 77, 78, 82, 86, 96, 97, 99, 103, 104, 117, 118, 120, 121, 122, 123, 127, 129, 138, 142, 143, 144, 148, 151, 153, 154, 155, 156, 162, 168, 169, 173, 174, 177, 182], "ident": [2, 5, 14, 49, 65, 75, 98, 161], "includ": [2, 4, 5, 14, 22, 38, 40, 41, 45, 49, 50, 58, 66, 78, 79, 86, 87, 108, 109, 110, 112, 113, 117, 123, 124, 127, 133, 137, 138, 140, 141, 148, 151, 161, 170, 171, 182], "either": [2, 5, 14, 27, 40, 45, 65, 70, 73, 77, 82, 94, 99, 111, 127, 180], "class": [2, 3, 4, 22, 26, 27, 29, 30, 33, 35, 37, 38, 47, 52, 53, 54, 55, 56, 60, 61, 64, 65, 75, 77, 79, 80, 82, 84, 86, 95, 111, 117, 118, 121, 127, 129, 132, 135, 138, 143, 155, 156, 160], "autonom": [2, 47], "view": [2, 29, 31, 38, 45, 46, 47, 58, 73, 85, 87, 103, 111, 117, 138, 139, 155], "assess": [2, 47], "effect": [2, 12, 29, 40, 44, 45, 47, 50, 53, 54, 55, 60, 69, 79, 111, 115, 133, 137, 152, 155, 160, 162, 168, 180], "whole": [2, 47, 66, 68, 75, 110, 124, 143, 151, 161, 163], "It": [2, 4, 11, 12, 14, 15, 18, 20, 22, 27, 29, 31, 35, 38, 50, 58, 60, 61, 65, 75, 78, 80, 82, 83, 84, 91, 94, 111, 121, 122, 128, 148, 152, 153, 154, 156, 161, 162, 170, 173, 178, 180], "amount": [2, 11, 14, 18, 35, 68, 89, 94, 115, 118], "sugar": [2, 4, 7, 11, 12], "must": [2, 11, 14, 15], "consum": [2, 11, 129], "per": [2, 11, 14, 75, 80, 137, 142, 148, 149, 164], "uniformli": [2, 11, 98], "between": [2, 5, 7, 8, 9, 11, 12, 14, 15, 16, 18, 25, 26, 28, 29, 31, 33, 35, 37, 38, 39, 44, 45, 50, 52, 56, 57, 58, 62, 63, 65, 69, 70, 71, 75, 78, 85, 86, 87, 89, 91, 92, 94, 96, 97, 98, 99, 100, 102, 104, 106, 115, 117, 118, 120, 127, 129, 141, 144, 148, 152, 154, 155, 159, 160, 163, 164, 167, 170, 171, 174, 175, 176, 177, 178, 179, 180], "4": [2, 5, 9, 11, 12, 15, 18, 22, 26, 27, 28, 37, 38, 41, 56, 58, 60, 69, 71, 75, 82, 84, 85, 87, 88, 89, 92, 94, 95, 96, 97, 98, 102, 103, 105, 106, 113, 120, 125, 127, 129, 137, 138, 139, 145, 152, 153, 155, 156, 157, 162, 163, 166, 167, 169, 171, 173, 177, 178, 183], "grid": [2, 3, 4, 8, 9, 11, 83, 84, 113, 137, 148, 154, 162], "repres": [2, 8, 11, 14, 15, 16, 18, 30, 33, 50, 52, 56, 57, 63, 65, 73, 77, 86, 99, 100, 102, 106, 109, 117, 118, 120, 124, 127, 129, 137, 138, 139, 154, 162], "hous": [2, 8, 50], "occupi": [2, 3, 4, 8, 50, 53, 55, 60, 113, 121], "two": [2, 3, 7, 8, 9, 11, 14, 15, 18, 25, 26, 38, 40, 49, 50, 56, 65, 69, 70, 71, 73, 75, 77, 80, 82, 83, 84, 85, 88, 89, 92, 96, 99, 100, 104, 106, 110, 113, 117, 118, 120, 122, 124, 127, 129, 132, 137, 139, 140, 141, 142, 147, 148, 149, 155, 156, 157, 160, 169, 170, 171, 176, 177, 178, 179], "label": [2, 8, 50, 102, 106, 138, 139], "red": [2, 3, 8, 50, 111, 159, 164], "blue": [2, 3, 8, 18, 22, 33, 50], "roughli": [2, 8, 50, 69, 80, 82, 106], "equal": [2, 8, 14, 50, 64, 103, 118, 129, 138, 143, 153, 159, 178], "number": [2, 3, 4, 8, 12, 14, 15, 16, 18, 25, 26, 32, 33, 35, 37, 38, 40, 43, 49, 50, 52, 53, 54, 55, 57, 60, 61, 64, 65, 69, 75, 80, 82, 83, 85, 86, 89, 94, 96, 97, 98, 103, 104, 111, 115, 118, 121, 122, 123, 127, 128, 129, 132, 133, 137, 138, 140, 142, 143, 145, 148, 149, 152, 153, 155, 156, 162, 164, 167, 169, 170, 171, 173, 174, 176, 177, 178, 179], "10": [2, 3, 8, 9, 12, 14, 15, 18, 20, 28, 40, 45, 46, 50, 53, 54, 55, 60, 69, 84, 86, 97, 98, 103, 108, 115, 118, 120, 123, 127, 137, 152, 153, 155, 156, 160, 161, 164, 167, 173, 177, 182], "At": [2, 8, 14, 18, 37, 38, 39, 49, 50, 58, 60, 65, 78, 80, 88, 91, 102, 118, 128, 129, 141, 162], "point": [2, 8, 11, 14, 18, 22, 39, 49, 50, 56, 60, 65, 73, 74, 75, 80, 87, 91, 102, 108, 117, 118, 124, 127, 128, 129, 151, 152, 157, 160, 164, 180], "happi": [2, 3, 8, 9, 50], "unhappi": [2, 3, 8, 50], "set": [2, 3, 4, 8, 14, 15, 16, 20, 29, 33, 38, 39, 40, 43, 54, 66, 69, 70, 71, 73, 79, 83, 84, 94, 95, 99, 108, 111, 118, 122, 124, 127, 128, 129, 142, 148, 152, 153, 159, 164, 166, 167, 168, 169, 170, 178, 179], "eight": [2, 3, 8, 40], "adjac": [2, 8, 16, 85, 89], "zero": [2, 3, 8, 25, 28, 33, 50, 56, 57, 61, 63, 80, 86, 156], "start": [2, 7, 8, 9, 11, 12, 15, 18, 20, 24, 27, 29, 33, 37, 40, 50, 53, 54, 57, 60, 61, 63, 65, 69, 75, 82, 84, 85, 86, 89, 91, 92, 94, 95, 96, 97, 100, 102, 118, 120, 121, 122, 128, 135, 137, 141, 142, 143, 152, 153, 156, 163, 166, 168, 169, 170, 175, 177, 178, 179, 180, 183], "endow": [2, 11], "uniform": [2, 11, 12, 27, 118, 122], "5": [2, 7, 11, 14, 15, 18, 22, 28, 33, 37, 40, 56, 60, 65, 75, 79, 80, 82, 95, 100, 103, 117, 120, 122, 127, 128, 129, 137, 138, 139, 148, 152, 153, 155, 156, 157, 164, 167, 169, 173, 177, 178], "25": [2, 11, 115, 129, 138, 139], "unit": [2, 11, 14, 15, 47, 85, 89, 106, 117, 137, 148, 164], "artifici": [2, 11], "support": [2, 7, 11, 38, 75, 129, 132, 135, 152, 160, 162], "relat": [2, 11, 45, 56, 57, 63, 86, 88, 99, 120, 159], "econom": [2, 5, 11, 44, 49, 91, 133], "social": [2, 5, 11, 44, 46, 68, 74, 78, 100, 105, 106, 133, 141, 145, 150, 161, 171, 176, 179, 183], "nearbi": [2, 11, 176], "farther": [2, 11, 45], "yet": [3, 38, 95, 129, 156], "cell2d": [3, 4, 84, 121, 127, 129, 156], "def": [3, 4, 15, 26, 28, 33, 52, 53, 54, 56, 60, 61, 64, 65, 75, 77, 79, 80, 94, 95, 96, 97, 98, 103, 105, 108, 117, 118, 122, 127, 128, 129, 138, 139, 140, 142, 148, 153, 156, 166, 167, 168, 169, 173, 175, 177, 178], "self": [3, 4, 13, 42, 52, 53, 54, 56, 60, 61, 64, 65, 67, 75, 77, 79, 80, 81, 93, 107, 108, 117, 118, 119, 124, 127, 129, 131, 150, 151, 152, 154, 156, 157, 159, 160, 162, 178, 181, 183], "n": [3, 9, 14, 15, 16, 18, 28, 30, 53, 54, 56, 60, 61, 63, 64, 79, 80, 94, 96, 97, 98, 99, 103, 104, 105, 115, 118, 120, 122, 123, 127, 128, 129, 137, 140, 142, 148, 149, 153, 155, 156, 166, 168, 169, 170, 173, 174, 177, 178, 179], "p": [3, 9, 69, 96, 98, 99, 103, 104, 121, 123, 127, 128, 132, 138, 149, 159, 177, 178, 179], "choic": [3, 14, 31, 45, 61, 69, 73, 77, 80, 110, 127, 135, 140, 142, 148, 174, 178], "0": [3, 9, 14, 15, 18, 20, 25, 26, 27, 28, 30, 33, 40, 52, 53, 56, 60, 61, 65, 69, 75, 77, 80, 86, 95, 96, 98, 102, 103, 108, 111, 115, 117, 118, 120, 121, 123, 127, 128, 129, 137, 138, 139, 148, 149, 152, 153, 155, 156, 159, 162, 164, 166, 167, 168, 169, 173, 175, 177, 178, 179, 183], "prob": 3, "45": [3, 15], "arrai": [3, 4, 14, 26, 28, 30, 32, 33, 50, 56, 57, 61, 64, 65, 75, 79, 83, 86, 103, 118, 120, 122, 123, 127, 128, 129, 148, 153, 155, 156, 164, 177], "np": [3, 4, 9, 26, 28, 30, 33, 53, 54, 56, 60, 61, 65, 75, 77, 79, 80, 86, 98, 103, 117, 118, 120, 122, 127, 128, 129, 132, 138, 148, 153, 155, 156, 167, 175, 177, 178], "size": [3, 15, 16, 28, 35, 61, 86, 94, 95, 120, 122, 123, 151, 153, 154, 155, 159, 161, 179, 180], "threshold": [3, 156], "fewer": [3, 18, 115, 138, 155, 160, 167], "30": [3, 35, 75, 110, 118, 155], "color": [3, 9, 33, 49, 84, 97, 102, 120, 129], "numpi": [3, 4, 28, 30, 33, 56, 57, 86, 98, 103, 117, 118, 129, 132, 135, 148, 153, 155, 164, 167, 177, 178], "initi": [3, 4, 7, 9, 11, 15, 18, 25, 29, 30, 37, 39, 43, 62, 65, 69, 75, 80, 82, 83, 84, 86, 95, 118, 120, 121, 123, 127, 128, 129, 142, 151, 152, 153, 155, 156, 162, 163, 168], "function": [3, 4, 12, 14, 16, 18, 26, 28, 30, 32, 33, 36, 37, 38, 56, 57, 61, 63, 64, 65, 69, 76, 86, 88, 94, 96, 97, 98, 99, 102, 103, 105, 115, 118, 122, 127, 129, 130, 137, 138, 139, 140, 142, 143, 148, 152, 153, 154, 159, 164, 166, 167, 169, 173, 175, 177, 178, 179], "complic": [3, 4, 15, 41, 49, 50, 56, 66, 78, 88, 133], "If": [3, 4, 7, 8, 11, 12, 14, 15, 18, 20, 22, 31, 36, 37, 39, 50, 68, 70, 73, 74, 75, 77, 78, 80, 82, 83, 84, 86, 87, 89, 94, 95, 97, 111, 115, 117, 118, 120, 122, 127, 128, 135, 139, 144, 148, 151, 153, 155, 156, 159, 160, 161, 162, 166, 167, 168, 169, 173, 178, 180], "interest": [3, 4, 7, 18, 27, 38, 39, 40, 43, 54, 75, 78, 83, 84, 100, 104, 106, 127, 154, 157, 160, 163, 178], "detail": [3, 4, 39, 49, 64, 79, 80, 133, 141, 160], "skip": [3, 4, 20, 22, 117], "next": [3, 7, 11, 14, 16, 25, 40, 52, 74, 75, 77, 80, 83, 94, 95, 98, 100, 102, 118, 121, 127, 128, 142, 144, 155, 156, 159, 161, 162, 166, 167, 168, 170, 175], "section": [3, 4, 5, 7, 8, 12, 25, 26, 28, 29, 40, 41, 45, 55, 58, 71, 75, 78, 79, 86, 88, 91, 94, 95, 96, 98, 100, 105, 113, 116, 120, 121, 122, 125, 127, 128, 129, 140, 142, 145, 148, 152, 153, 155, 156, 157, 159, 160, 162, 164, 166, 168, 169, 171], "stick": 3, "around": [3, 11, 14, 45, 69, 121, 160, 173], "pick": [3, 14, 25], "up": [3, 9, 14, 15, 18, 22, 26, 28, 32, 33, 38, 39, 44, 45, 54, 80, 86, 87, 91, 94, 100, 118, 127, 138, 152, 156, 160, 180], "tip": [3, 24, 183], "boolean": [3, 14, 61, 80, 86, 103, 153, 156], "indic": [3, 4, 11, 33, 61, 64, 80, 106, 118, 122, 127, 128, 129, 143, 144, 148, 153, 164, 167], "Then": [3, 12, 14, 20, 26, 50, 61, 86, 95, 102, 108, 111, 118, 129, 134, 137, 142, 148, 152, 162, 169, 171, 178, 179, 180], "correlate2d": [3, 86, 120, 127, 129, 156], "count": [3, 15, 18, 25, 103, 122, 123, 124, 148, 153, 156, 167, 182], "non": [3, 47, 61, 70, 74, 78, 109, 127, 153, 160, 168, 169], "8": [3, 7, 9, 12, 14, 18, 22, 27, 28, 33, 46, 53, 54, 79, 82, 83, 86, 89, 95, 123, 127, 137, 152], "7": [3, 7, 9, 14, 18, 22, 27, 28, 29, 35, 37, 39, 40, 45, 49, 56, 69, 75, 79, 86, 95, 104, 121, 122, 127, 137, 139, 148, 149, 153, 160], "option": [3, 102, 110, 129, 160, 169, 177], "dict": [3, 77, 102], "mode": [3, 26, 28, 30, 86, 120, 127, 156], "boundari": [3, 87, 121, 156], "wrap": [3, 83, 121, 173], "kernel": [3, 20, 86, 120, 127, 129, 156], "dtype": [3, 26, 28, 33, 86, 129, 148], "int8": 3, "num_r": 3, "num_blu": 3, "num_neighbor": 3, "dictionari": [3, 77, 80, 102, 167, 168, 175, 178], "contain": [3, 4, 20, 27, 28, 35, 56, 61, 64, 75, 79, 80, 95, 98, 99, 102, 106, 109, 117, 118, 122, 123, 127, 128, 129, 132, 139, 142, 148, 153, 154, 156, 159, 164, 168, 169, 173, 178], "pass": [3, 35, 50, 103, 118, 153], "With": [3, 24, 27, 28, 39, 53, 60, 73, 86, 115, 128, 129, 138, 149, 156, 164, 175, 177, 179, 180, 183], "input": [3, 14, 15, 16, 18, 99], "top": [3, 15, 22, 44, 83, 99, 115, 122, 123, 127, 153], "edg": [3, 83, 91, 94, 95, 96, 97, 98, 99, 102, 104, 106, 121, 137, 142, 148, 149, 156, 162, 167, 168, 170, 171, 173, 177, 178, 179], "meet": 3, "bottom": [3, 15, 18, 40, 44, 83, 122, 127, 128, 153], "left": [3, 7, 9, 11, 12, 35, 38, 60, 75, 83, 84, 118, 121, 122, 138, 153, 155, 156, 178], "right": [3, 7, 9, 11, 12, 18, 22, 35, 38, 50, 75, 78, 83, 84, 85, 89, 91, 92, 118, 121, 122, 137, 138, 140, 153, 155, 156, 161, 178], "want": [3, 4, 18, 30, 36, 50, 54, 69, 73, 78, 96, 121, 128, 133, 135, 140, 142, 153, 161, 166, 169, 182], "surround": [3, 11, 57, 86], "after": [3, 4, 7, 9, 11, 12, 14, 18, 22, 27, 29, 35, 37, 40, 50, 54, 60, 65, 74, 75, 80, 82, 84, 85, 89, 92, 108, 118, 120, 122, 129, 148, 152, 156, 164], "frac_r": 3, "frac_blu": 3, "element": [3, 25, 26, 28, 32, 33, 39, 46, 56, 61, 69, 75, 77, 80, 86, 94, 95, 99, 106, 110, 129, 137, 141, 154, 156, 160, 162, 166, 168, 170, 177], "wise": [3, 86], "express": [3, 15, 43, 47, 49, 85, 91, 94, 105, 178, 180], "paramet": [3, 4, 12, 15, 26, 63, 69, 96, 102, 103, 104, 108, 111, 117, 121, 128, 129, 137, 138, 142, 143, 144, 148, 153, 155, 159, 162, 164, 173, 177, 178, 179], "condit": [3, 7, 9, 18, 25, 27, 29, 30, 37, 43, 57, 69, 82, 83, 86, 99, 118, 121, 151, 152, 163, 180], "third": [3, 14, 15, 58], "frac_sam": [3, 9], "nan": [3, 77, 167, 177], "case": [3, 11, 14, 15, 16, 18, 20, 33, 49, 56, 60, 69, 91, 102, 110, 115, 129, 141, 166, 168], "wherev": 3, "correspond": [3, 39, 56, 57, 77, 102, 106, 115, 141, 164, 179], "final": [3, 14, 15, 63, 71, 78, 82, 83, 89, 98, 108, 117, 118, 122, 129, 132, 137, 142, 156, 179, 180], "special": [3, 31, 33, 37, 49, 68, 161, 167], "valu": [3, 4, 9, 12, 15, 16, 18, 28, 30, 33, 38, 43, 45, 56, 75, 77, 86, 96, 99, 103, 104, 121, 123, 124, 128, 129, 130, 137, 138, 139, 140, 143, 144, 152, 153, 155, 156, 159, 161, 162, 164, 167, 169, 173, 175, 177, 178, 179], "Not": [3, 43, 45, 86, 167], "identifi": [3, 18, 40, 65, 74, 75, 84, 87, 89, 127, 148, 153, 154, 160, 176], "unhappy_loc": 3, "locs_wher": 3, "wrapper": 3, "nonzero": [3, 53, 61], "return": [3, 4, 14, 18, 26, 28, 30, 33, 52, 53, 56, 60, 61, 64, 65, 77, 80, 85, 89, 92, 94, 95, 96, 97, 98, 102, 103, 117, 118, 122, 128, 138, 139, 140, 142, 148, 153, 155, 156, 164, 166, 167, 168, 169, 173, 175, 177, 178], "list": [3, 4, 15, 16, 18, 20, 22, 29, 54, 61, 75, 77, 80, 94, 95, 96, 97, 102, 103, 117, 118, 122, 123, 128, 139, 142, 148, 153, 155, 164, 166, 173, 175, 177, 178], "zip": [3, 20, 77, 80, 142], "coordin": [3, 4, 168], "tupl": [3, 4, 40, 77, 122, 123, 129, 153, 155, 156], "dimens": [3, 33, 84, 109, 121, 122, 123, 124, 152, 153], "convert": [3, 14, 26, 86, 153, 177], "pair": [3, 23, 65, 70, 73, 80, 97, 98, 99, 102, 106, 148, 167, 169, 170, 175, 177], "similarli": [3, 18, 122, 161, 168], "empty_loc": 3, "core": [3, 14, 133, 135, 141, 183], "loop": [3, 4, 18, 33, 80, 86, 94, 95, 102, 118, 123, 128, 142, 153, 156, 168, 177, 178], "through": [3, 4, 7, 8, 14, 18, 21, 22, 33, 37, 60, 68, 86, 94, 95, 124, 125, 127, 128, 142, 153, 168, 183], "them": [3, 4, 7, 8, 14, 26, 27, 28, 29, 32, 33, 35, 43, 45, 49, 50, 58, 70, 73, 78, 87, 89, 91, 96, 102, 106, 110, 115, 116, 117, 118, 127, 128, 133, 135, 148, 153, 155, 156, 160, 163, 167, 168, 169, 176, 177, 179, 180], "num_empti": 3, "sum": [3, 14, 15, 18, 26, 28, 33, 65, 86, 108, 122, 138, 153, 156], "sourc": [3, 82, 85, 142, 148, 152, 168, 169, 170], "randint": [3, 60, 86, 156], "dest": 3, "index": [3, 18, 77, 86, 156, 161, 183], "order": [3, 4, 11, 14, 15, 16, 18, 29, 38, 43, 76, 78, 91, 94, 96, 99, 105, 108, 169, 170, 177, 178], "copi": [3, 23, 52, 55, 57, 60, 61, 63, 64, 70, 74, 77, 79, 124, 151, 156], "entri": [3, 27, 168], "becam": [3, 50], "pleas": [3, 8, 9, 18, 22, 36, 62, 76, 82, 83, 91, 105, 108, 116, 120, 122, 127, 128, 130, 137, 160, 162, 163, 174], "word": [3, 14, 15, 22, 29, 54, 58, 68, 78, 111, 141, 147], "describ": [3, 15, 16, 30, 44, 49, 50, 71, 82, 91, 109, 120, 125, 154, 159, 160, 163], "relationship": [3, 5, 8, 9, 12, 15, 16, 47, 56, 62, 78, 94, 100, 106, 144, 148, 159], "look": [3, 4, 8, 15, 18, 26, 27, 30, 35, 36, 37, 50, 54, 65, 66, 73, 74, 75, 86, 91, 95, 108, 109, 122, 129, 137, 138, 139, 141, 148, 152, 153, 155, 156, 161, 167, 180], "again": [3, 8, 14, 15, 18, 36, 45, 53, 65, 71, 75, 76, 82, 83, 86, 91, 105, 108, 120, 122, 127, 128, 152, 153, 156, 162, 167, 174, 177, 180], "try": [3, 8, 14, 15, 18, 22, 36, 50, 55, 66, 69, 76, 83, 84, 91, 96, 105, 108, 111, 120, 122, 127, 128, 156, 159, 167, 174], "won": [4, 137], "entir": [4, 14, 29, 31, 43, 50, 54, 148], "here": [4, 14, 20, 26, 28, 49, 50, 52, 53, 54, 56, 60, 64, 66, 69, 75, 77, 79, 91, 95, 96, 97, 98, 103, 117, 118, 127, 128, 129, 133, 139, 140, 142, 148, 153, 156, 167, 168, 169, 175, 177, 178], "outlin": 4, "jupyt": [4, 20, 22, 30, 55, 96, 111, 113, 132, 133, 134, 152], "harvest": [4, 11], "ag": [4, 12], "env": [4, 20], "loc": [4, 52, 56, 60, 118], "look_and_mov": 4, "refer": [4, 9, 15, 16, 18, 52, 62, 64, 82, 83, 86, 99, 105, 116, 118, 120, 174], "environ": [4, 20, 53, 54, 56, 57, 65, 71], "object": [4, 7, 29, 45, 52, 54, 61, 64, 79, 87, 91, 99, 102, 109, 117, 118, 121, 122, 128, 129, 135, 139, 140, 152, 153, 180], "rang": [4, 9, 11, 14, 15, 28, 29, 33, 68, 80, 86, 91, 96, 97, 98, 103, 117, 118, 120, 122, 123, 128, 142, 153, 155, 159, 164, 169, 173, 177, 178, 179], "integ": [4, 14, 15, 18, 25, 26, 28, 33, 86, 122, 148, 153, 156], "visibl": [4, 7, 87], "remov": [4, 11, 94, 95, 99, 129, 166, 169, 170, 177, 178], "ve": [4, 98], "seen": [4, 5, 10, 49, 62, 65, 66, 94, 95, 96, 98, 123, 125, 166, 168, 169], "attribut": [4, 11, 12, 31, 52, 64, 79, 80, 106, 118, 183], "random_ord": 4, "permut": [4, 80], "mark": [4, 95, 166], "current": [4, 12, 14, 18, 31, 58, 60, 69, 83, 91, 118], "unoccupi": [4, 8, 11, 50, 53, 60], "execut": [4, 11, 15, 18], "dead": [4, 64, 79, 83, 84, 85, 87, 89], "is_starv": 4, "els": [4, 60, 77, 86, 105, 117, 118, 127, 128, 148], "otherwis": [4, 20, 83, 91, 95, 117, 127, 133, 153, 167, 176], "grow": [4, 7, 8, 9, 11, 14, 15, 16, 39, 50, 82, 85, 87, 94, 129, 140, 141], "back": [4, 7, 9, 11, 29, 45, 46, 62, 74, 75, 83, 85, 86, 89, 91, 92, 95, 120, 123, 156, 160, 166, 173], "len": [4, 28, 53, 61, 64, 77, 79, 80, 95, 96, 142, 148, 167, 169, 173], "invok": [4, 50, 54, 61, 64, 80, 148], "check": [4, 8, 13, 22, 42, 50, 67, 81, 84, 93, 94, 95, 96, 97, 104, 107, 119, 127, 128, 131, 148, 150, 162, 165, 181, 183], "whether": [4, 8, 14, 18, 35, 50, 71, 73, 74, 75, 80, 87, 94, 95, 96, 97, 104, 106, 127, 128, 134, 140, 148, 152, 161, 162, 169], "aliv": [4, 83], "particular": [4, 11, 14, 15, 18, 32, 38, 39, 43, 44, 53, 54, 75, 104, 117, 137, 160, 167, 169, 178], "make_visible_loc": 4, "distanc": [4, 11, 14, 55, 62, 65, 106, 117, 118, 148, 168, 170, 171, 176, 179, 180], "appear": [4, 18, 22, 36, 37, 46, 50, 54, 57, 60, 66, 68, 74, 89, 91, 95, 118, 129, 135, 142, 148, 152, 153, 154, 157, 160], "shuffl": [4, 69], "vstack": 4, "make_capac": 4, "capac": [4, 7, 11, 12, 115], "hypot": 4, "minimum": [4, 15, 60, 138, 139, 168, 170], "digit": [4, 63], "argmax": 4, "far": [5, 14, 26, 29, 49, 54, 60, 65, 125, 132, 149, 170, 177], "character": [5, 15, 18, 37, 38, 47, 96, 104, 124, 137, 151, 152, 160, 161, 180], "involv": [5, 14, 49, 95, 120], "simpl": [5, 8, 11, 12, 14, 15, 18, 27, 28, 29, 31, 32, 36, 37, 38, 39, 41, 42, 44, 46, 49, 50, 54, 57, 58, 61, 63, 65, 66, 68, 74, 82, 83, 84, 88, 92, 95, 96, 118, 120, 122, 127, 133, 154, 160, 161, 169, 183], "explor": [5, 7, 11, 12, 18, 22, 25, 43, 44, 54, 63, 69, 77, 78, 79, 83, 127, 128, 133, 137, 155, 157, 166, 170, 171, 179], "1970": [5, 74, 83], "becom": [5, 14, 15, 36, 39, 75, 91, 115, 118, 121, 127], "tool": [5, 39, 43, 44, 49, 50, 58, 71, 87, 133, 134], "dynam": [5, 16, 47, 50, 77, 99, 161, 163, 179], "equilibrium": [5, 60, 65, 75, 152, 153, 155, 156], "although": [5, 7, 12, 14, 15, 23, 109, 137], "also": [5, 12, 18, 26, 29, 31, 37, 43, 44, 53, 54, 69, 78, 82, 84, 91, 96, 99, 106, 109, 115, 117, 122, 127, 128, 132, 133, 135, 137, 138, 140, 148, 152, 153, 156, 159, 161, 166, 168, 173, 178, 179, 180, 183], "particularli": [5, 45, 54, 88, 120], "individu": [5, 8, 9, 20, 47, 50, 54, 57, 58, 63, 110, 143], "figur": [7, 9, 11, 12, 15, 18, 22, 27, 33, 35, 37, 39, 40, 53, 54, 60, 65, 75, 82, 89, 94, 97, 98, 102, 103, 106, 115, 118, 120, 122, 123, 127, 129, 137, 138, 139, 141, 144, 153, 155, 156, 160, 164, 167, 173, 177, 178], "11": [7, 9, 11, 12, 33, 43, 50, 86, 103, 116, 169], "configur": [7, 9, 11, 27, 82, 85, 89, 118, 120, 129, 152, 153, 156], "6": [7, 9, 11, 12, 14, 15, 18, 22, 28, 39, 45, 46, 65, 69, 75, 80, 82, 84, 94, 95, 103, 104, 122, 123, 128, 137, 138, 139, 140, 141, 144, 148, 149, 152, 153, 155, 157, 164, 166, 169, 176], "middl": [7, 9, 11, 33, 118, 120, 129, 156, 178], "12": [7, 14, 28, 29, 45, 86, 115, 118], "purpos": [7, 51, 73, 85, 87, 160, 183], "primarili": [7, 39, 66], "epstein": [7, 11], "axtel": [7, 11], "pattern": [7, 27, 30, 35, 37, 39, 47, 82, 83, 84, 85, 87, 91, 92, 93, 108, 120, 122, 123, 124, 125, 129, 130, 137, 151, 152, 153, 183], "lower": [7, 15, 60, 65, 69, 110, 111, 120, 149], "corner": [7, 22], "quickli": [7, 9, 11, 15, 53, 55, 60, 75, 82, 108, 115, 129, 155, 177], "toward": [7, 11, 44, 60, 68, 75, 91, 109, 112, 117, 129, 151, 154, 157, 162, 163], "closest": 7, "peak": [7, 14], "high": [7, 11, 53, 54, 60, 68, 69, 75, 108, 110, 128, 129, 141, 144, 145, 148, 149, 151, 154, 169, 170, 177, 179], "singl": [7, 25, 26, 27, 29, 37, 38, 60, 95, 99, 152, 154, 162, 168, 169, 170], "exhaust": [7, 14, 16], "forc": [7, 16, 29, 50, 91], "area": [7, 11, 14, 18, 31, 122, 141, 144], "ones": [7, 11, 12, 18, 27, 30, 50, 56, 57, 58, 63, 65, 78, 91, 98, 122, 127, 129, 155, 156, 176, 178], "longest": [7, 12, 29], "cross": [7, 32, 42, 86, 183], "vallei": [7, 43], "propag": [7, 37, 40, 68, 118, 152], "northeast": [7, 106], "resembl": [7, 12, 39, 108, 123, 129, 144, 153, 180], "front": [7, 115, 118], "leav": [7, 11, 14, 37, 53, 58, 60, 78, 82, 84, 85, 86, 92, 133, 141, 152, 178], "stripe": [7, 129], "behind": [7, 118], "until": [7, 8, 9, 11, 45, 49, 50, 60, 65, 69, 84, 95, 118, 120, 121, 127, 152, 153, 155, 156, 162], "seri": [7, 40, 161, 168], "discret": [7, 32, 41, 49, 87, 99, 106, 113, 133, 160], "coher": 7, "spaceship": [7, 30, 36, 42, 82, 83, 85, 86, 89, 91, 92, 183], "110": [7, 30, 37, 38, 83, 88], "ca": [7, 29, 30, 32, 35, 36, 37, 38, 39, 40, 41, 42, 82, 83, 84, 88, 91, 120, 121, 122, 123, 125, 127, 128, 129, 152, 183], "game": [7, 60, 71, 73, 80, 82, 83, 86, 87, 88, 91, 92, 152, 183], "life": [7, 31, 54, 57, 60, 66, 73, 82, 83, 84, 87, 88, 91, 92, 152, 183], "state": [7, 9, 11, 12, 14, 25, 27, 29, 30, 33, 35, 38, 40, 65, 69, 70, 71, 76, 82, 83, 84, 85, 86, 89, 91, 92, 106, 120, 121, 127, 137, 148, 151, 152, 154, 155, 156, 157, 161, 162, 163], "reach": [7, 12, 60, 65, 69, 82, 95, 115, 118, 121, 127, 128, 152, 153, 156, 166, 180], "anim": [7, 20, 57, 70, 71, 76, 78, 86, 109, 110, 111, 118, 120, 125, 129, 130, 133], "clearli": [7, 14, 122, 138, 153], "north": [7, 83, 84], "east": [7, 83, 84], "group": [7, 27, 47, 58, 78, 143], "aggreg": [7, 54], "common": [7, 14, 18, 31, 38, 39, 47, 49, 124, 128, 144, 151, 154, 157, 159, 160, 183], "gif": [7, 11, 82, 89, 92, 118, 127, 156], "1969": 8, "thoma": [8, 50, 140], "publish": [8, 40, 109, 120, 137, 179], "propos": [8, 11, 27, 31, 38, 50, 110, 121, 125, 137, 140, 152, 154, 160, 162, 177, 179], "racial": [8, 50], "proce": [8, 50, 96], "noth": [8, 29, 31, 50, 73], "hear": 8, "lead": [8, 39, 170, 179], "cluster": [8, 9, 50, 65, 123, 127, 128, 137, 140, 141, 144, 145, 148, 149, 169, 170, 177, 179, 181, 183], "almost": [8, 9, 27, 29, 31, 38, 44, 58, 60, 66, 78, 91, 98], "immedi": [8, 9, 18, 73, 154, 161], "coalesc": [8, 50], "small": [8, 11, 14, 15, 49, 50, 65, 104, 115, 133, 137, 138, 139, 140, 141, 143, 145, 147, 148, 149, 151, 153, 155, 156, 160, 161, 162, 169, 170, 171, 174, 175, 176, 177, 179, 180, 183], "larg": [8, 14, 15, 44, 49, 50, 103, 104, 122, 137, 139, 144, 148, 152, 154, 155, 160, 161, 162], "homogen": [8, 49, 50], "did": [8, 18, 38, 49, 68, 69, 70, 74, 86, 96, 129, 168, 179], "process": [8, 14, 29, 31, 35, 38, 44, 57, 58, 66, 86, 95, 104, 110, 118, 120, 124, 125, 127, 129, 137, 143, 154, 159, 168, 170, 178, 179], "were": [8, 9, 12, 14, 18, 27, 29, 31, 32, 49, 54, 58, 68, 69, 70, 74, 78, 82, 142, 156, 159, 170, 176, 179], "perfectli": [8, 78], "mix": 8, "prefer": [8, 15, 50], "greatli": [8, 50], "outnumb": [8, 50], "Of": [8, 27, 39, 78, 82, 94, 104, 167, 169], "cours": [8, 18, 39, 68, 78, 94, 104, 167, 169], "wild": 8, "simplif": [8, 45, 49, 50, 86], "real": [8, 23, 32, 35, 38, 39, 41, 45, 46, 50, 56, 62, 73, 78, 83, 87, 91, 100, 106, 125, 133, 137, 148, 160, 161, 171, 177, 180], "appli": [8, 14, 19, 35, 38, 50, 65, 73, 82, 86, 120, 129, 133, 160, 183], "descript": [8, 50, 87, 109, 143], "racism": 8, "problem": [8, 15, 16, 18, 19, 31, 47, 49, 68, 70, 71, 74, 77, 81, 106, 110, 132, 137, 139, 141, 144, 160, 166, 168, 169, 170, 182, 183], "imagin": [8, 14, 44, 66, 91, 166], "shed": [8, 46, 73], "light": [8, 33, 46, 73, 129], "part": [8, 11, 15, 16, 43, 47, 68, 78, 84, 87, 109, 110, 124, 151, 154, 157, 160, 161, 162, 163], "citi": [8, 14, 50, 102, 106], "cannot": [8, 14, 43, 46, 49, 110, 160], "conclud": [8, 137, 141, 147, 162], "keep": [8, 14, 54, 74, 78, 83, 95, 118, 147, 151, 152], "limit": [8, 29, 44, 49, 68, 115, 117, 118], "possibl": [8, 14, 16, 25, 27, 29, 30, 31, 38, 44, 53, 58, 60, 68, 69, 73, 74, 78, 82, 83, 94, 96, 98, 110, 127, 130, 132, 138, 139, 141, 155, 157, 160, 161, 167, 169, 170, 178], "sai": [8, 10, 12, 14, 15, 18, 22, 25, 31, 38, 39, 50, 58, 65, 73, 78, 83, 86, 87, 91, 94, 127, 141, 152, 161, 169, 177, 180], "actual": [8, 12, 14, 15, 18, 78, 96, 129, 137, 140, 167, 169, 180], "100": [9, 11, 12, 15, 26, 35, 37, 60, 65, 75, 103, 123, 128, 138, 155, 156], "highli": [9, 39, 49, 50, 58, 68, 69, 75, 152], "across": [9, 18, 60, 65, 75, 139, 164, 167], "nanmean": [9, 54, 167], "50": [9, 27, 40, 83, 122, 139, 155, 176], "65": [9, 65, 75, 128], "76": 9, "rememb": [9, 15, 18, 40, 60, 91, 141, 180], "own": [9, 70, 71, 75, 76, 78, 132, 134, 180], "typic": [9, 11, 14, 18, 40, 60, 121, 164, 176, 177], "increas": [9, 15, 16, 18, 53, 54, 55, 57, 60, 63, 65, 66, 69, 75, 83, 91, 94, 103, 115, 121, 123, 128, 143, 144, 153, 162, 176, 177, 178], "level": [9, 11, 20, 38, 46, 53, 68, 75, 110, 152, 153, 155, 156, 159, 162, 170], "off": [9, 11, 26, 27, 33, 40, 53, 69, 73, 94, 109, 111, 129, 178], "steadi": [9, 12, 65, 69, 121, 152, 156], "82": 9, "major": [9, 69, 155, 161], "strike": [9, 31, 129], "text": [9, 20, 62, 86, 108, 132, 135], "approxim": [9, 15, 45, 49, 91, 102, 137, 140, 144, 148, 180], "why": [10, 12, 35, 39, 43, 50, 53, 68, 78, 87, 89, 133, 140, 141, 143, 157, 159, 160, 161, 168, 177, 180], "behaviour": 10, "aggerg": 10, "1996": 11, "joshua": 11, "robert": [11, 74], "versatil": 11, "been": [11, 14, 18, 44, 45, 58, 77, 78, 132, 156], "adapt": [11, 53, 54, 57, 68, 74, 78, 133], "wide": [11, 44, 45, 49, 58, 70, 74, 120, 124, 128, 152, 159, 177], "varieti": [11, 29, 63, 70, 73, 74, 124, 128, 129, 152, 154, 160], "replic": [11, 57, 63, 66, 84, 152, 160, 162, 171, 175, 177, 179], "simplest": [11, 27, 73, 78, 82, 86, 92, 138, 160, 166], "economi": [11, 12], "d": [11, 15, 25, 33, 37, 38, 40, 75, 77, 80, 82, 83, 84, 86, 88, 109, 111, 120, 121, 122, 124, 127, 139, 154, 162, 166, 169], "accumul": [11, 12, 18, 164], "produc": [11, 12, 18, 25, 32, 35, 39, 63, 65, 66, 82, 85, 88, 92, 110, 120, 121, 122, 129, 133, 152, 154, 157, 160, 170, 174], "tendenc": [11, 70, 71, 75, 76, 154, 157, 167], "inequ": [11, 13, 183], "maximum": [11, 60, 65, 115, 118, 127, 129, 139], "hold": [11, 31, 45, 160], "origin": [11, 14, 15, 18, 35, 68, 132, 142, 148, 156, 159, 160], "region": [11, 177], "concentr": [11, 120, 129], "ring": [11, 40, 149, 167, 169, 170, 175, 178, 179, 181, 183], "darker": [11, 129], "higher": [11, 12, 15, 65, 111, 129, 149], "dot": [11, 123], "400": [11, 12, 156], "place": [11, 14, 75, 86, 118, 135], "three": [11, 14, 15, 27, 33, 40, 49, 63, 64, 75, 92, 100, 106, 109, 113, 115, 118, 121, 122, 127, 153, 166], "survei": [11, 58], "compass": 11, "direct": [11, 14, 38, 40, 60, 73, 99, 102, 106, 108, 109, 112, 115, 117, 124, 182], "tie": 11, "closer": [11, 36, 58, 60, 68], "ad": [11, 14, 18, 28, 30, 32, 39, 80, 94, 95, 96, 98, 99, 102, 104, 111, 115, 129, 132, 137, 142, 162, 166, 169], "total": [11, 14, 56, 80, 82, 94, 122, 153, 155, 156, 162], "neg": [11, 168], "starv": 11, "fastest": [11, 14, 15, 16], "low": [11, 53, 104, 108, 128, 143, 144, 145, 148, 149, 151, 154, 169, 177, 179], "tend": [11, 15, 43, 47, 49, 68, 74, 78, 117, 118, 124, 151, 170, 176], "stuck": 11, "plateau": 11, "wander": 11, "close": [11, 12, 18, 22, 75, 99, 103, 105, 117, 122, 123, 129, 137, 138, 139, 180], "enough": [11, 14, 29, 53, 55, 68, 69, 70, 73, 74, 75, 78, 86, 138, 169], "born": [11, 85, 89], "unless": [11, 83, 169], "within": [11, 36, 65, 91, 108, 117], "compet": [11, 68, 80, 140, 160], "sustain": [11, 115], "drop": [11, 15, 22, 75, 115, 129, 152, 155, 156, 161, 162, 177], "slowli": [11, 177], "250": [11, 12], "surviv": [11, 12, 54, 55, 57, 58, 60, 61, 63, 66, 67, 69, 78, 79, 85, 89, 183], "lucki": 11, "forev": 11, "unbound": [11, 83], "stockpil": 11, "ecologi": 12, "growth": [12, 83, 94, 96, 105, 120, 137, 143, 169], "rate": [12, 14, 30, 60, 69, 118, 120, 129], "carri": 12, "fit": [12, 52, 53, 54, 55, 57, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 75, 77, 79, 80, 87, 123, 137, 153, 155, 183], "faster": [12, 14, 28, 86, 96, 115, 118, 148, 169, 178], "anyth": [12, 15, 31, 37, 44, 58], "specif": [12, 18, 31, 38, 50, 71, 74, 75, 135, 148, 151, 154, 160, 169], "stationari": 12, "chang": [12, 15, 16, 25, 44, 49, 50, 51, 54, 55, 57, 58, 60, 65, 68, 77, 84, 85, 89, 96, 104, 108, 124, 125, 127, 130, 131, 133, 136, 142, 156, 161, 183], "howev": [12, 14, 15, 18, 54, 75, 139], "finit": [12, 25, 33, 35, 38, 40, 155], "increment": [12, 14, 25, 162], "60": [12, 14, 128], "exce": [12, 117, 118, 120, 127, 162], "di": [12, 53, 60, 64, 78, 79, 83], "starvat": 12, "old": [12, 65, 108, 110, 118], "200": [12, 14, 123, 153, 156], "300": [12, 123], "grai": [12, 155, 164], "line": [12, 18, 22, 26, 37, 86, 103, 106, 111, 115, 122, 123, 137, 138, 140, 144, 148, 153, 155, 159, 164], "500": [12, 65, 75, 122], "dark": [12, 33, 127, 129], "linear": [12, 14, 15, 16, 35, 47, 49, 94, 122, 123, 153, 155, 166], "log": [12, 14, 15, 122, 137, 138, 140, 144, 152, 153, 155, 159, 164], "x": [12, 15, 16, 39, 102, 124, 138, 140, 142, 143, 152], "cumul": [12, 143, 150, 152, 183], "cdf": [12, 138, 140, 143, 152], "twice": [12, 18, 20, 91, 94, 149], "doesn": [12, 22, 39, 43, 50, 54, 58, 60, 65, 66, 106, 144, 164, 178], "much": [12, 14, 18, 58, 65, 66, 78, 89, 102, 115, 137, 139, 149, 164, 166, 171, 177], "skew": 12, "littl": [12, 65, 78, 148, 180], "25th": 12, "percentil": 12, "median": [12, 138], "20": [12, 14, 20, 86, 115, 122, 129, 138, 156, 177, 178], "75th": 12, "40": [12, 14, 75, 102, 115, 118, 137], "150": [12, 26], "On": [12, 14, 31, 46, 75, 118, 122, 137, 153, 168, 177], "shape": [12, 33, 40, 71, 82, 86, 129, 138, 140, 152, 153, 156], "gaussian": 12, "normal": [12, 22, 25, 44, 78, 108, 161], "tail": [12, 137, 138, 139, 140, 143, 147, 150, 151, 152, 157, 160, 161, 162, 165, 183], "truncat": 12, "lognorm": 12, "heavi": [12, 137, 139, 143, 147, 150, 151, 152, 157, 160, 161, 162, 165, 183], "practic": [12, 14, 23, 31, 32, 38, 47, 83, 87, 133, 168, 169], "countri": [12, 14], "too": [12, 14, 38, 49, 54, 57, 68, 70, 74, 91, 117, 128, 129, 137, 141, 148], "claim": [12, 31, 32, 38, 39, 45, 47, 57, 58, 75, 104, 162, 169], "preval": [12, 74, 152, 160, 161], "variat": [12, 18, 38, 57, 58, 63, 74, 84, 115, 139, 151, 154, 159, 169], "veri": [12, 15, 18, 32, 38, 39, 41, 45, 65, 104, 137, 138, 139, 155, 160, 183], "taxat": 12, "incom": 12, "transfer": [12, 162], "easi": [12, 15, 20, 58, 75, 82], "avoid": [12, 54, 64, 82, 108, 109, 112, 117, 118, 178], "mitig": 12, "introduct": [13, 42, 51, 67, 81, 93, 107, 119, 131, 136, 150, 165, 181, 183], "migrat": [13, 49, 60, 65, 183], "exercis": [13, 28, 42, 67, 79, 81, 86, 93, 107, 108, 115, 119, 131, 132, 133, 137, 150, 153, 155, 165, 168, 173, 181, 183], "glossari": [13, 19, 42, 51, 67, 81, 93, 107, 119, 131, 150, 165, 181, 183], "match": [13, 14, 19, 42, 51, 67, 69, 70, 74, 81, 93, 107, 109, 112, 119, 131, 138, 150, 165, 181, 183], "magnitud": [14, 15, 16, 108, 115, 117, 118, 124], "string": [14, 30, 102], "sometim": [14, 15, 18, 44, 83, 118, 133, 137, 141, 161, 180], "One": [14, 18, 27, 35, 38, 44, 49, 50, 58, 82, 83, 84, 104, 111, 122, 133, 141, 153, 154, 155, 159, 160, 180], "simpli": [14, 15, 18, 58], "rearrang": 14, "heart": 14, "earth": [14, 31, 54, 57, 60], "python": [14, 15, 20, 28, 33, 41, 55, 88, 95, 99, 100, 102, 132, 133, 135, 166], "typhon": 14, "sake": 14, "simplic": [14, 38, 160], "question": [14, 18, 31, 35, 43, 68, 71, 86, 110, 127, 133, 157, 169, 180], "length": [14, 28, 106, 108, 115, 117, 118, 122, 137, 141, 144, 145, 148, 149, 166, 168, 169, 170, 176, 177, 179, 181, 183], "made": [14, 70, 83, 87, 91, 100, 142, 160], "symbol": [14, 18, 143, 144], "26": 14, "lowercas": 14, "alphabet": 14, "charact": 14, "our": [14, 15, 29, 31, 44, 54, 60, 63, 65, 68, 85, 87, 91, 96, 110, 144, 169], "goal": [14, 15, 29, 30, 31, 50, 58, 73, 108, 117, 179, 180], "occur": [14, 15, 60, 65, 103, 118, 155, 161], "checkoff": 14, "against": [14, 69, 70, 74, 80, 91, 168], "found": [14, 38, 148, 179], "activecod": [14, 18], "analyz": [14, 15, 18, 43, 44, 47, 94, 96, 160], "need": [14, 15, 19, 20, 22, 25, 52, 56, 57, 62, 63, 65, 74, 77, 83, 111, 133, 134, 161, 162, 177, 183], "note": [14, 15, 30, 69, 121, 140], "s1": 14, "iter": [14, 15, 18, 74, 86, 95, 102, 103, 128, 142, 148, 155, 168, 177], "s2": 14, "posit": [14, 29, 30, 38, 91, 92, 102, 108, 109, 117, 118], "visit": [14, 169], "earlier": [14, 15, 18, 94], "written": [14, 15, 16, 18, 132, 133, 135], "sum_": [14, 18, 28], "frac": [14, 18], "term": [14, 15, 16, 31, 46, 56, 75, 85, 87, 91, 94, 122, 129], "domin": [14, 15, 69, 75], "therefor": [14, 15, 94], "o": [14, 16, 19, 39, 94, 96, 141, 166, 169, 183], "though": [14, 110], "consist": [14, 18, 47, 58, 75, 103, 121, 124, 148, 152, 153, 154, 160], "exactli": [14, 38, 39, 52, 83, 91, 168], "begin": [14, 18, 28, 58, 69, 105, 127, 166], "z": [14, 15, 23, 39], "glanc": [14, 18], "tempt": [14, 50, 73, 78], "think": [14, 15, 18, 22, 25, 37, 47, 49, 51, 58, 66, 84, 87, 89, 91, 133, 136, 140, 141, 152, 160, 183], "consecut": [14, 28, 33, 99, 106], "char": 14, "oper": [14, 15, 25, 28, 33, 37, 44, 57, 60, 86, 94, 173], "techniqu": [14, 15, 16, 18, 44], "solv": [14, 15, 16, 18, 43, 47, 49, 50, 106, 132, 166, 168, 169, 170, 183], "tri": [14, 16, 170, 179], "approach": [14, 110, 118, 129, 154, 160], "candid": [14, 91], "duplic": [14, 142], "ahead": [14, 111, 118], "turn": [14, 15, 38, 56, 62, 66, 69, 78, 82, 84, 86, 88, 98, 111, 142, 160, 162], "out": [14, 15, 38, 53, 55, 56, 60, 62, 66, 75, 78, 82, 85, 88, 91, 94, 95, 98, 99, 118, 125, 129, 133, 141, 142, 152, 155, 160, 162], "long": [14, 15, 35, 53, 65, 75, 82, 85, 92, 129], "432": 14, "902": 14, "008": 14, "176": 14, "640": 14, "000": [14, 15, 18, 84, 139, 155], "77": 14, "146": 14, "816": 14, "596": 14, "year": [14, 46, 70, 73, 91, 132], "go": [14, 22, 37, 73, 91, 95, 118, 156, 160, 161, 166, 168], "probabl": [14, 43, 45, 47, 53, 58, 61, 68, 77, 78, 82, 83, 86, 91, 96, 98, 99, 104, 107, 121, 127, 128, 137, 138, 139, 142, 143, 144, 155, 169, 178, 179, 183], "advantag": [14, 18, 69, 75], "b": [14, 15, 31, 39, 70, 73, 86, 106, 129, 141, 166, 183], "c": [14, 15, 16, 20, 26, 28, 35, 75, 77, 80, 86, 111, 120, 127, 132, 137, 148, 149, 156, 166, 167, 169, 177, 183], "decid": [14, 15, 64, 79, 134], "counter": [14, 18], "none": [14, 33, 77, 85, 89, 121, 140, 148, 168], "nest": [14, 15, 27, 86], "both": [14, 18, 33, 37, 38, 44, 47, 50, 55, 58, 70, 73, 80, 82, 91, 102, 106, 109, 112, 122, 125, 127, 138, 140, 141, 144, 148, 159, 180], "alwai": [14, 25, 27, 33, 55, 66, 70, 74, 75, 77, 118, 153, 161], "2n": [14, 15], "befor": [14, 18, 29, 35, 45, 54, 61, 65, 77, 78, 80, 84, 96, 120, 135, 155, 166, 168, 170], "someth": [14, 18, 20, 29, 32, 38, 39, 45, 58, 69, 91, 105, 118, 120, 122, 127, 141, 147, 148], "requir": [14, 15, 18, 151, 161], "wa": [14, 18, 27, 31, 37, 43, 44, 45, 49, 50, 68, 74, 78, 82, 83, 116, 132, 157, 162, 168, 171, 176, 179, 183], "addit": [14, 15, 38, 84, 88, 94, 118, 132, 133], "storag": [14, 35], "sacrif": 14, "gain": [14, 75], "occurr": 14, "occas": 14, "trade": 14, "extra": [14, 18], "signific": [14, 15], "underli": [14, 18, 35, 49, 152], "had": [14, 31, 116, 148, 168], "million": [14, 15, 60, 153], "concern": [14, 18, 47], "scientist": [14, 15, 43, 74, 78, 110, 168, 180], "given": [14, 15, 16, 18, 25, 38, 40, 50, 56, 69, 70, 73, 80, 84, 87, 89, 95, 98, 103, 104, 109, 117, 118, 128, 134, 138, 148, 153, 156, 160, 161, 166, 168, 169, 170, 177, 178], "determin": [14, 15, 25, 40, 42, 45, 47, 49, 80, 102, 108, 110, 111, 117, 118, 124, 129, 138, 183], "resourc": [14, 18, 160], "famou": [14, 84, 168, 171, 176], "bit": [14, 27, 30, 33, 35, 60, 65, 86, 137, 149], "shortest": [14, 106, 148, 166, 168, 169, 170, 171, 174, 179, 181, 183], "path": [14, 22, 95, 99, 104, 106, 127, 137, 141, 144, 145, 148, 149, 166, 168, 169, 170, 171, 174, 176, 177, 179, 181, 183], "tsp": 14, "applic": [14, 45, 95, 133, 169], "field": [14, 50, 87, 91, 109, 112, 117, 133], "transport": [14, 65], "logist": 14, "arrang": [14, 40, 83, 102, 170, 173, 174], "school": [14, 108, 109], "bu": 14, "rout": 14, "children": [14, 169], "district": 14, "histor": [14, 29, 45, 161], "motiv": [14, 73, 132, 144, 145], "merril": 14, "flood": 14, "pioneer": 14, "research": [14, 22, 49, 50, 58, 77], "1940": 14, "schedul": 14, "servic": [14, 44], "deliveri": 14, "packag": [14, 20, 99, 100, 102, 176], "meal": 14, "machin": [14, 18, 30, 32, 38, 41, 82, 84, 134], "drill": 14, "hole": 14, "circuit": 14, "board": 14, "head": [14, 30, 38, 73, 84, 117], "portion": [14, 15], "overal": [14, 75], "manufactur": 14, "reduc": 14, "cost": [14, 78, 106], "concret": 14, "european": 14, "union": 14, "28": [14, 153], "member": [14, 58, 70, 73], "eu": 14, "uk": 14, "27": 14, "realli": [14, 15, 18, 45, 168, 180], "terribl": 14, "said": [14, 92, 161], "scalabl": 14, "suitabl": 14, "effici": [14, 15, 18, 41, 88, 95, 106, 132, 166, 168, 169, 179, 180], "quit": [14, 35, 75, 86, 148], "etc": [14, 100, 106], "factori": 14, "888": 14, "869": 14, "450": 14, "418": 14, "352": 14, "160": 14, "768": 14, "readili": 14, "avail": [14, 44, 45, 83, 84, 140, 148, 169], "processor": 14, "5ghz": 14, "1ghz": 14, "billion": [14, 60], "cycl": [14, 84], "0000000004": 14, "complet": [14, 15, 32, 36, 37, 38, 49, 76, 82, 83, 94, 95, 97, 98, 99, 110, 167, 170, 178, 179], "instruct": [14, 15, 16, 18, 176], "decad": [14, 49, 160], "multicor": 14, "rough": [14, 43], "estim": [14, 103, 122, 123, 128, 148, 152, 153, 164], "divid": [14, 32, 41, 129, 177], "24": [14, 28], "365": 14, "345": 14, "283": 14, "785": 14, "211": 14, "134": 14, "961": 14, "972": 14, "multipli": [14, 18, 86, 108, 118, 129], "six": [14, 80, 141, 176], "lot": [14, 75, 169], "super": 14, "summit": 14, "supercomput": 14, "deliv": [14, 176], "petaflop": 14, "quadrillion": 14, "float": [14, 129], "regular": [14, 35, 37, 169, 170, 173, 174, 177, 179], "632": 14, "094": 14, "630": 14, "278": 14, "wait": 14, "48": 14, "continent": 14, "unwork": 14, "unfortun": 14, "known": [14, 82, 91, 110, 128, 159, 166], "tractabl": 14, "heurist": [14, 132], "moral": [14, 71], "stori": 14, "matter": [14, 18, 73], "fragment": [14, 15], "test": [14, 27, 35, 87, 91, 104, 128, 152, 159, 167, 169, 173, 175], "j": [14, 15, 31, 33, 80, 86, 97, 118, 129, 173], "while": [14, 65, 91, 94, 95, 110, 128, 142, 152, 156, 159, 166, 168, 169], "perform": [14, 15, 16, 18, 25, 32, 37, 38, 41, 86, 94, 96, 140, 148, 166, 169, 171], "worst": [14, 15, 16, 166], "scenario": [14, 65, 73, 78, 87, 115], "simplifi": [14, 16, 43, 64, 86, 94, 168], "wrong": [14, 31, 36, 43, 46, 82, 84, 168, 169], "independ": [15, 18, 32, 38, 45, 82, 91, 99], "quantifi": [15, 62, 65, 167, 179], "basic": [15, 63, 111], "compar": [15, 18, 27, 65, 74, 75, 96, 99, 120, 137, 140, 149, 153, 160, 169], "summat": [15, 18, 28], "shown": [15, 18, 82, 129, 144, 155, 157, 160], "assign": [15, 18, 26, 153, 183], "statement": [15, 18, 20, 29, 31, 47, 86, 87, 91, 105, 129, 166, 168], "sumofn": [15, 18], "thesum": [15, 18], "plu": [15, 84, 118], "denot": [15, 40, 96, 104, 167], "abov": [15, 18, 53, 92, 105, 129, 138, 156, 160, 163, 180], "bigger": [15, 37, 65, 94, 153, 156], "instanc": [15, 18], "larger": [15, 49, 103, 123, 148, 155], "greater": [15, 73, 115, 138, 155, 156, 162, 178], "smaller": [15, 27, 50, 91, 103, 117, 123, 129, 153, 171], "respect": [15, 18, 49], "analysi": [15, 29, 39, 43, 44, 49, 73, 75, 78, 96, 107, 132, 148, 153, 180, 183], "further": [15, 18], "exact": [15, 18], "overpow": 15, "rest": [15, 25, 40, 75, 77, 155], "comparison": [15, 180], "f": [15, 16, 20, 56, 121, 129, 140, 151, 154, 159, 164, 166], "represent": [15, 26, 99, 105, 106, 138], "less": [15, 38, 39, 50, 68, 69, 75, 78, 91, 115, 133, 137, 138, 143, 154, 155, 160, 163, 168, 178, 180], "certainli": [15, 18, 58, 78], "accur": [15, 29, 160, 166], "suppos": [15, 25, 39, 50, 56, 65, 75, 95, 159, 160, 167], "5n": 15, "27n": 15, "1005": 15, "insignific": 15, "role": 15, "plai": [15, 69, 74, 75, 76, 77, 80], "focu": [15, 73, 78, 87], "coeffici": [15, 137, 140, 148, 167, 170, 177, 179], "3n": 15, "data": [15, 16, 29, 33, 99, 106, 129, 132, 133, 137, 138, 140, 143, 144, 145, 150, 152, 153, 164, 168, 170, 183], "rather": [15, 31, 43, 49, 66, 73, 117, 127, 160, 162], "especi": [15, 16, 18, 49, 88, 91, 129, 133, 138], "poorli": [15, 16], "wherea": [15, 179], "extraordinarili": 15, "somewher": 15, "extrem": [15, 39], "distinct": [15, 65, 87, 97], "misl": 15, "logarithm": [15, 16, 103, 135], "quadrat": [15, 16, 94], "cubic": 15, "exponenti": [15, 16, 143], "graph": [15, 49, 75, 96, 99, 102, 103, 105, 123, 127, 133, 137, 139, 140, 143, 145, 147, 148, 149, 150, 167, 168, 169, 170, 171, 173, 174, 175, 176, 177, 179, 183], "notic": [15, 18, 91, 95, 156, 173], "tell": [15, 18, 31, 61, 153], "definit": [15, 32, 38, 45, 52, 54, 56, 60, 64, 65, 77, 96, 118, 138, 142], "main": 15, "y": [15, 39, 103, 122], "w": [15, 28, 39, 137, 138, 139, 140, 141, 143, 144, 145, 148, 150, 167, 168, 174, 181, 183], "v": [15, 95, 97, 132, 167, 169, 173, 175, 178], "33": [15, 69, 75, 103], "four": [15, 27, 40, 49, 80, 83, 84, 89, 91, 92, 106, 108, 162], "due": [15, 57, 58, 65, 141, 155, 161], "fourth": 15, "By": [15, 18, 54, 82, 133, 141, 147, 149, 164, 166, 180], "expon": [15, 122, 159], "easili": [15, 35], "overtak": 15, "continu": [15, 18, 29, 49, 75, 96, 113, 117, 120], "100n": 15, "blank": [15, 22, 71, 83, 92, 122, 137, 147, 167], "squar": [15, 16, 18, 33, 106, 118, 122], "log_": 15, "calcul": [15, 18, 25, 143], "1000": [15, 97, 115, 118, 129, 139, 148, 164, 177], "2000": [15, 102, 129], "certain": [16, 29, 45, 99], "circumst": [16, 74, 78], "notat": [16, 19, 183], "brute": 16, "contigu": [16, 87], "automat": [16, 142], "being": [16, 18, 39, 44, 68, 74, 78, 166], "rais": [16, 18, 35, 68, 78, 88, 157, 169, 180], "power": [16, 38, 39, 54, 58, 62, 91, 137, 138, 140, 143, 144, 147, 148, 151, 152, 154, 155, 159, 161, 164], "invers": 16, "logn": 16, "ax": [16, 51, 177, 183], "bx": 16, "student": [18, 182], "aris": 18, "answer": [18, 43, 74, 91, 120, 137, 141, 157, 161, 169, 180], "desir": 18, "hand": [18, 31, 46, 75, 137, 177], "encod": [18, 40, 77], "languag": 18, "programm": 18, "familiar": [18, 97, 135, 148, 156, 168], "variabl": [18, 57, 60, 63, 66, 69, 75, 142, 143, 145, 152, 160, 161], "strang": 18, "upon": 18, "inspect": 18, "essenti": [18, 32, 38, 39, 137, 160], "thing": [18, 23, 28, 31, 46, 58, 63, 73, 78, 87, 91, 115, 116, 141, 147, 148, 161, 178], "obviou": [18, 38, 39, 55, 58, 78, 118, 122, 127, 160], "poor": [18, 160], "assist": [18, 49], "readabl": 18, "necessari": [18, 20, 49, 52, 68, 75, 154, 160], "ask": [18, 30, 43, 50, 58, 71, 78, 80, 86, 87, 141, 153, 176, 180], "criteria": [18, 45, 51, 140, 183], "foo": 18, "itself": [18, 27, 35, 40, 45, 118, 168, 178], "hope": [18, 29, 66], "strive": 18, "those": [18, 29, 63, 73, 77, 87, 94, 125, 128, 132, 156, 160, 167], "perhap": [18, 43], "perspect": 18, "memori": 18, "dictat": 18, "care": 18, "altern": [18, 45, 69, 78, 85, 89, 92, 96, 110, 138, 169], "measur": [18, 29, 60, 69, 75, 122, 137, 153, 162, 170, 171, 179], "benchmark": 18, "track": [18, 75, 95, 152], "ctime": 18, "librari": [18, 35, 102, 109, 111, 132, 135], "clock": 18, "arbitrari": [18, 41, 87, 106, 117, 164], "embed": [18, 96], "job": [18, 46, 54], "No": [18, 67, 73, 82, 183], "carefulli": 18, "sigma": 18, "mathemat": [18, 32, 39, 41, 43, 45, 47, 49, 50, 99, 100, 106, 123, 133, 135, 141, 144, 147, 180], "termin": [18, 111], "ever": [18, 43], "afterward": 18, "plug": 18, "9": [18, 20, 28, 45, 56, 69, 75, 95, 96, 105, 120, 121, 122, 123, 127, 129, 137, 140, 153, 156, 177], "rectangl": 18, "height": [18, 56, 129, 153], "width": [18, 153], "half": [18, 58, 129, 173], "henc": [18, 141], "equat": [18, 43, 47, 49, 50, 120, 129, 159, 180], "sumofn3": 18, "formula": [18, 29], "develop": [18, 29, 44, 45, 78, 83, 97, 104, 120, 125, 133, 145], "50005000": 18, "000000": 18, "000001": 18, "output": 18, "record": [18, 38, 54, 57, 159, 164], "shorter": [18, 69, 149, 164], "hardli": 18, "impact": [18, 69], "intuit": 18, "repeat": [18, 35, 37, 43, 96, 152, 156, 169], "older": 18, "dai": [18, 161], "compil": 18, "instead": [18, 39, 60, 69, 73, 96, 98, 102, 137, 143, 152, 166, 169], "judg": [18, 43], "alon": [18, 66], "math": [19, 45, 133, 183], "anagram": [19, 183], "detect": [19, 35, 183], "travel": [19, 106, 132, 183], "salesperson": [19, 183], "alreadi": [20, 22, 94, 95, 96, 135, 137, 143, 168], "everyth": [20, 118], "companion": 20, "window": [20, 26, 28, 86, 111], "mac": 20, "linux": 20, "user": [20, 44, 105, 138, 139, 148], "interfer": 20, "http": [20, 22], "www": 20, "com": [20, 22], "product": 20, "default": [20, 94, 129, 153, 166], "conda": [20, 111], "allen": [20, 87, 132, 183], "downei": [20, 87, 132, 183], "git": [20, 22], "github": [20, 22, 169], "client": [20, 44], "download": 20, "clone": 20, "allendownei": 20, "thinkcomplexity2": 20, "creat": [20, 28, 30, 31, 33, 39, 44, 54, 57, 58, 63, 65, 69, 76, 86, 95, 102, 111, 116, 118, 121, 132, 137, 152, 153, 179, 182], "directori": 20, "file": [20, 22, 84, 140, 148, 182], "unzip": 20, "cd": 20, "sure": [20, 22, 23, 54, 70], "yml": 20, "activ": [20, 44, 58, 91, 151], "launch": [20, 96, 111], "browser": [20, 111], "tab": [20, 22], "exist": [20, 29, 35, 46, 57, 58, 65, 82, 91, 104, 142, 153, 167, 178], "server": [20, 44], "print": [20, 26, 28, 33, 173], "url": [20, 22], "03": 20, "115": 20, "notebookapp": 20, "serv": [20, 70, 73, 99], "home": 20, "localhost": 20, "8888": 20, "control": [20, 29, 44, 68, 111, 116, 129, 151, 162, 163, 179], "stop": [20, 118], "shut": 20, "down": [20, 22, 44, 46, 54, 64, 82, 85, 89, 92, 173], "confirm": [20, 164, 176], "whatev": [20, 70, 74], "past": [20, 29, 40, 69], "page": [20, 22, 30, 35, 137, 183], "click": [20, 22, 111], "chap09": [20, 125], "press": [20, 22], "shift": [20, 36, 37, 43, 45, 49, 85, 89, 92, 133], "enter": [20, 22, 84, 170], "error": [20, 115, 118, 149, 169], "messag": 20, "miss": [20, 160], "manag": [20, 44], "troubl": 20, "ffmpeg": 20, "instal": [21, 22, 111, 134, 183], "juypter": [21, 183], "anaconda": [21, 22, 111, 134, 183], "guidelin": 22, "link": [22, 118, 176, 177], "sign": [22, 44], "account": [22, 69, 73, 117], "welcom": 22, "colaboratori": [22, 132, 133], "button": 22, "screen": 22, "gmail": 22, "box": [22, 46, 122, 124, 153], "orang": 22, "overlai": 22, "pop": [22, 94, 95, 166, 169], "access": [22, 80], "privat": 22, "pearcej": 22, "repo": 22, "hit": [22, 23], "besid": [22, 160], "moment": [22, 29], "menu": 22, "below": [22, 23, 75, 129, 174, 178], "underneath": 22, "put": [22, 26, 33, 76, 86, 130, 163, 169], "reopen": 22, "scroll": 22, "homework": [22, 182], "googl": [23, 24, 132, 133, 134, 183], "colab": [23, 24, 134, 183], "ctrl": 23, "f9": 23, "save": 23, "undo": 23, "kei": [23, 77, 102, 167, 178], "command": [23, 44, 111], "m": [23, 39, 94, 96, 105, 127, 129, 141, 148, 149, 153, 156, 166, 169], "h": [23, 83], "my": [23, 132], "drive": [23, 102, 106, 111], "multipl": [23, 74, 94, 174, 178], "document": [23, 140, 148], "edit": [23, 136, 183], "togeth": [23, 99, 130, 148, 170], "updat": [23, 33, 54, 75, 79, 80, 108, 118, 129, 132, 142, 156, 169], "softwar": [23, 132], "trick": [24, 183], "trivial": [25, 27], "x_i": 25, "x0": 25, "arbitrarili": [25, 69], "x_": 25, "atyp": 25, "remaind": 25, "modulu": [25, 33, 173], "blink": 25, "switch": 25, "determinist": [25, 29, 35, 49, 110], "nondeterminist": 25, "later": [25, 49, 52, 54, 57, 63, 95, 111, 142], "dimension": [25, 47, 54, 56, 88, 113, 122], "totalit": 26, "001": [26, 115, 121], "step2": [26, 28], "interpret": [26, 46, 65, 138, 162], "binari": [26, 40, 63], "010": 26, "step3": 26, "row": [26, 28, 30, 33, 40, 75, 83, 86, 122, 123, 127, 128, 129, 148, 153, 177], "correl": [26, 30, 32, 35, 42, 86, 156, 183], "make_t": 26, "uint8": [26, 28, 33, 86], "unpackbit": 26, "255": 26, "encapsul": [26, 80, 86], "cell1d": [26, 30, 33, 121, 122], "py": [26, 33, 84, 86, 109, 111, 117, 121, 153, 156], "18": [27, 28, 86, 121, 122], "64": 27, "specifi": [27, 38, 61, 118, 164, 178], "tabl": [27, 30, 38, 40, 42, 46, 86, 137], "256": [27, 53], "examin": [27, 134], "visual": [27, 54, 84, 106, 138, 152, 153], "he": [27, 31, 38, 40, 43, 74, 77, 82, 83, 120, 152, 160, 168], "evolv": [27, 40, 47, 54, 58, 60, 65, 68, 74, 83, 129, 154, 157, 160, 162], "clearer": [27, 103, 138, 144, 155], "intric": [27, 54, 57], "pretti": [27, 39, 78, 102], "rel": [27, 50, 54, 57, 108, 118, 176], "hi": [27, 31, 43, 69, 80, 82, 92, 183], "356": 27, "domain": 28, "ll": [28, 29, 33, 50, 54, 56, 57, 61, 63, 65, 77, 86, 97, 98, 102, 104, 115, 118, 120, 122, 125, 127, 137, 145, 148, 153, 154, 155, 156, 157, 159, 166, 168, 171, 178, 179], "simpler": [28, 120], "c_k": 28, "a_": 28, "w_n": 28, "arang": [28, 80], "overlap": [28, 156], "col": [28, 33, 86, 153], "15": [28, 60, 149], "21": [28, 137], "valid": [28, 153, 182], "drawback": [28, 86], "fix": [28, 68, 96, 127, 128, 137, 143, 152, 156], "17": 28, "chanc": [28, 54, 57, 60, 79, 115, 124, 132, 133, 168], "philosoph": [29, 45, 49, 91, 110, 161], "stanc": 29, "precis": [29, 47, 128], "flavor": 29, "d1": 29, "d2": 29, "intrins": 29, "d3": 29, "event": [29, 45, 47, 161], "prior": [29, 45, 47], "nevertheless": [29, 43, 44, 58, 68, 78, 110, 180], "d4": 29, "construct": [29, 38, 39, 82, 87, 97, 105, 128, 139, 141, 147, 148, 169, 179], "virtual": 29, "everyon": [29, 43], "accept": [29, 43, 45, 46, 49, 91], "intermedi": 29, "center": [29, 30, 35, 40, 58, 86, 108, 109, 112, 117, 120, 122, 133, 152, 153], "mass": [29, 49, 54, 57, 138, 139, 143, 160, 180], "swing": 29, "along": [29, 35, 49, 60, 66, 89, 94, 103, 138, 170, 171], "scientif": [29, 31, 45, 47, 51, 83, 85, 88, 91, 183], "discoveri": 29, "revolut": [29, 161], "regard": [29, 49, 58, 127], "univers": [29, 31, 32, 35, 37, 42, 49, 50, 74, 88, 180, 183], "supernatur": [29, 31], "triumph": [29, 46], "newtonian": 29, "optimist": 29, "came": 29, "1814": 29, "pierr": 29, "simon": 29, "laplac": 29, "wrote": [29, 46, 148], "intellect": 29, "motion": [29, 50, 108, 180], "item": 29, "compos": 29, "vast": [29, 66], "submit": [29, 74], "embrac": 29, "greatest": 29, "bodi": [29, 49, 87, 110], "tiniest": 29, "atom": [29, 46], "uncertain": 29, "ey": 29, "demon": 29, "context": [29, 44, 45, 75, 86, 99, 154, 159], "spirit": 29, "implic": [29, 41, 77, 152], "evil": [29, 71], "19th": 29, "20th": [29, 45], "centuri": [29, 45], "gradual": [29, 43, 49], "dismantl": 29, "thermodynam": 29, "radioact": [29, 35], "quantum": [29, 45], "pose": 29, "success": [29, 68, 70, 74, 75, 80], "challeng": [29, 43, 55, 110, 111], "1960": [29, 104], "chao": 29, "short": [29, 50, 83, 96, 145, 148, 170, 177, 179], "nonlinear": [29, 49], "disturb": [29, 37, 118], "focus": [29, 133, 154, 160, 163], "stand": [29, 139], "conflict": [29, 58, 70, 71, 76, 108, 110], "free": [29, 70, 73, 111, 119, 137, 143, 183], "resolut": [29, 68, 110], "chap07": [30, 41], "hint": 30, "pad": 30, "wikipedia": [30, 49], "background": [30, 37, 129, 132], "stabl": [30, 37, 68, 75, 82, 83, 84, 85, 89, 91, 92, 129], "start_str": 30, "enumer": [30, 49, 97, 98, 140, 148, 153, 173, 178], "period": [30, 35, 46, 54, 57, 65, 82, 83, 84, 85, 89, 180], "translat": [30, 36, 37, 82, 84, 85, 86, 92], "biggest": 30, "collid": [30, 37, 82, 89, 118], "ture": [30, 31, 32, 36, 37, 38, 39, 82, 83, 84, 120, 125, 129], "busi": [30, 100, 106], "beaver": 30, "turingview": 30, "imag": [30, 33, 153], "tape": 30, "church": [31, 32, 38, 39], "thesi": [31, 32, 38, 39, 43], "abstract": [31, 32, 38, 39, 41, 49, 50, 68, 71, 99, 121, 124, 141, 162, 180], "me": 31, "qualif": 31, "undefin": [31, 167], "obvious": [31, 38, 50, 68, 73, 82], "unfalsifi": [31, 32, 36], "karl": 31, "popper": 31, "demarc": 31, "pseudosci": [31, 43, 47], "realm": [31, 32], "contradict": [31, 32, 58, 78], "descend": [31, 68], "ancestor": [31, 68], "genet": [31, 44, 63, 65, 78, 160], "modern": [31, 35, 45], "speci": [31, 39, 43, 53, 54, 57, 58, 60, 65, 100], "discov": [31, 44, 60, 65, 82, 84, 95, 166, 168], "whose": [31, 124, 143], "dna": 31, "bring": 31, "descent": 31, "creation": [31, 64, 99], "creator": 31, "appeal": [31, 50, 180], "imposs": [31, 36, 43, 161], "refut": [31, 36], "prove": [31, 37, 39, 43, 49, 66, 82, 83, 91, 180], "useless": [31, 36], "consequ": [31, 38, 40, 111], "wouldn": 31, "except": [31, 75, 86, 120, 127, 152, 161, 168], "inordin": 31, "fond": 31, "beetl": 31, "haldan": 31, "bioengin": 31, "act": [31, 78, 141], "chunk": [32, 41], "captur": [32, 38, 137, 145], "falsifi": [32, 36, 42, 183], "pseudo": [32, 35], "prng": [32, 35], "cell1dview": 33, "store": [33, 54, 80, 103, 127], "column": [33, 35, 36, 37, 75, 83, 86, 127, 129, 148, 153, 177], "pariti": 33, "odd": [33, 169, 173], "type": [33, 37, 82, 96, 99, 102, 127, 129, 148], "unsign": [33, 86], "plot_ca": 33, "graphic": [33, 83, 105, 109, 111], "matplotlib": 33, "pyplot": 33, "plt": 33, "cmap": 33, "get_cmap": 33, "imshow": 33, "interpol": 33, "abbrevi": 33, "colormap": [33, 84], "map": [33, 40, 56, 57, 63, 77, 80, 102, 106, 118, 138, 139, 143, 155, 168, 175], "draw": [33, 97, 102, 139], "slice": 33, "elt": 33, "lattic": [33, 40, 149, 167, 169, 170, 175, 177, 178, 179, 181, 183], "handl": [33, 45, 133], "side": [35, 122, 138, 144, 159], "triangl": [35, 40, 118, 122], "variou": [35, 75, 83], "treat": [35, 49, 103, 153], "sequenc": [35, 54, 63, 77, 79, 99, 106, 110, 117, 124], "distinguish": [35, 45, 69, 137, 161], "truli": [35, 49], "statist": [35, 47, 54, 110, 156], "rand": 35, "congruenti": 35, "serial": 35, "eventu": [35, 53, 60, 65, 85, 89, 116], "repetit": 35, "decai": 35, "thermal": 35, "nois": [35, 115, 118, 129, 151, 152, 154, 157, 161, 164, 165, 183], "indistinguish": [35, 110, 153], "collaps": 35, "qualiti": 35, "315": 35, "326": 35, "appera": 36, "slope": [36, 37, 122, 123, 138, 144, 153, 154, 155, 159, 162, 164], "proven": [36, 82, 129], "hypotes": 36, "ot": 36, "predicion": 36, "wrold": 36, "disproven": 36, "realist": [36, 39, 46, 49, 50, 56, 66, 91, 160, 162, 180], "notabl": 37, "matthew": 37, "cook": 37, "1998": [37, 179], "featur": [37, 39, 54, 63, 65, 66, 133, 135, 137, 141, 144, 160, 166], "pictur": [37, 138, 144, 155], "600": 37, "settl": [37, 82], "persist": [37, 91, 118], "vertic": [37, 89, 94, 99, 103, 106, 137, 143], "collis": [37, 109, 111, 112, 118, 160], "phase": [37, 124, 125, 131, 151, 183], "annihil": 37, "ship": [37, 82], "unchang": [37, 65, 152, 178], "basi": [37, 120, 166, 173], "signal": [37, 39, 86, 151, 152, 154, 159, 164], "gate": 37, "logic": [37, 39, 45, 66, 86, 127, 141, 160], "AND": 37, "OR": [37, 60, 65], "alan": [38, 84, 120, 125], "1936": 38, "infinit": [38, 40, 83, 156], "augment": [38, 44], "regist": 38, "design": [38, 44, 45, 50, 54, 68, 74, 82, 115], "architectur": 38, "tautologi": 38, "anyon": [38, 78, 83], "lamdba": 38, "calculu": [38, 49], "led": [38, 82], "remark": [38, 47], "lend": [38, 45, 46], "sophist": 38, "maxim": 38, "attain": 38, "perfect": [38, 57, 60, 63, 118, 137], "manifest": 38, "artifact": [39, 121], "clear": [39, 45, 65, 111, 141], "cone": [39, 111], "snail": 39, "shell": 39, "commun": [39, 44, 70, 73, 87, 168], "chemic": [39, 46, 120, 125, 129], "protein": 39, "virtu": [39, 160], "analogi": [39, 128, 141, 160], "harder": [39, 50, 78], "amen": 39, "easier": [39, 44, 69, 142], "compel": [39, 50], "offer": [39, 70, 73, 74, 83, 141, 161, 180], "goe": [39, 74, 103, 129, 168, 169], "exhibit": [39, 47, 125, 141, 147, 151, 157, 159, 160, 161, 162, 177], "quantit": 39, "share": [39, 44, 69, 74, 148], "suffici": [39, 63, 66, 70, 73, 154, 160], "obscur": [39, 152], "incident": 39, "realism": [39, 46, 85, 88, 93, 160, 183], "explanatori": [39, 46, 132, 143, 145, 150, 180, 183], "earli": 40, "1980": [40, 41, 50], "stephen": [40, 41], "paper": [40, 50, 103, 120, 127, 137, 140, 148, 152, 159, 160, 169, 178, 179], "systemat": [40, 166], "categori": [40, 160], "connect": [40, 83, 94, 96, 97, 98, 99, 100, 102, 104, 107, 127, 137, 139, 140, 141, 142, 148, 149, 167, 168, 169, 170, 173, 174, 175, 176, 179, 183], "notion": 40, "summar": [40, 137, 168], "concis": [40, 86, 132], "00110010": 40, "decim": 40, "triangular": 40, "affect": [40, 57, 63, 108, 127, 152, 154, 162, 178, 180], "surprisingli": [41, 58, 66, 74, 83, 88, 95, 141], "abil": [41, 57, 63, 65, 108, 110], "classifi": [42, 96, 183], "deriv": [43, 47, 50, 141, 147, 159, 180], "under": [43, 69, 73, 78, 92, 96, 118, 144, 183], "umbrella": 43, "satisfactori": [43, 160], "sync": 43, "steven": [43, 179], "strogatz": [43, 141, 145, 148, 169, 170, 171, 173, 174, 175, 177, 178, 180, 181, 183], "spontan": [43, 47, 118, 121], "synchron": [43, 47], "firefli": 43, "phenomenon": [43, 46, 140, 141, 143, 169, 170, 177, 179, 180], "dozen": 43, "oscil": [43, 47, 68, 75, 82, 83, 85, 89, 92], "ironclad": 43, "proof": [43, 45, 49, 50, 141, 168, 180], "inevit": [43, 45, 47, 66], "mathematician": [43, 49], "enthusiasm": 43, "address": [43, 71, 151], "assumpt": [43, 73, 180], "ponder": 43, "despit": [43, 54, 57], "global": 43, "subject": [43, 45, 50, 78, 176], "phenomena": [43, 46, 54, 62, 124, 128, 160, 161], "difficult": 43, "prevent": [43, 68, 75], "judgment": [43, 140], "agreement": 43, "consensu": 43, "fring": 43, "central": [43, 44, 58, 110, 133, 139], "reflect": [43, 49], "talk": [44, 166], "decentr": 44, "conceptu": 44, "robust": [44, 66, 152, 169], "web": [44, 89, 100, 137], "send": [44, 176], "request": [44, 108, 117, 118], "unavail": 44, "peer": 44, "node": [44, 94, 95, 96, 97, 98, 99, 102, 104, 105, 106, 137, 139, 140, 141, 142, 143, 144, 145, 148, 149, 166, 167, 168, 169, 170, 171, 173, 174, 175, 176, 177, 178, 179], "broad": [44, 160], "cast": 44, "content": [44, 91, 148], "organ": [44, 47, 54, 56, 57, 60, 63, 65, 74, 108, 110, 151, 152, 154, 157, 159, 160, 162, 183], "grassroot": 44, "armi": 44, "canon": 44, "hierarch": 44, "devolv": 44, "feasibl": 44, "de": [44, 50], "eiffel": 44, "tower": 44, "gustav": 44, "novel": 44, "deal": 44, "wind": 44, "load": 44, "aid": 44, "frank": 44, "gehri": 44, "guggenheim": 44, "museum": 44, "bilbao": 44, "great": [44, 135, 152], "minim": [44, 66, 73], "search": [44, 89, 168, 170, 171, 181, 183], "landscap": [44, 52, 54, 55, 57, 60, 64, 65, 67, 75, 183], "autom": [44, 83], "possibli": [44, 58, 60, 82, 99, 108], "ultim": [44, 50, 154, 161, 163], "evolut": [44, 52, 56, 57, 58, 60, 61, 62, 65, 66, 68, 110, 132, 160, 183], "notori": [44, 168], "violat": 44, "afield": 45, "postul": [45, 46, 85, 87, 91], "epistemologi": 45, "aristotelian": 45, "tradit": [45, 47, 180], "proposit": 45, "fail": 45, "dramat": 45, "fuzzi": [45, 87], "indeterminaci": 45, "vagu": 45, "uncertainti": 45, "bart": 45, "kosko": 45, "frequentist": 45, "bayesian": 45, "recent": [45, 49], "facilit": [45, 132], "cheap": 45, "reluct": 45, "probabilist": 45, "sharon": [45, 176], "bertsch": 45, "mcgrayn": 45, "histori": [45, 54, 57, 68, 74, 75, 80, 152], "enlighten": 45, "belief": [45, 47, 58, 91], "truth": 45, "godel": 45, "theorem": [45, 49, 66], "kuhn": [45, 140], "attent": [45, 91, 109, 112, 122, 160], "seemingli": [45, 84, 160], "unavoid": 45, "rebecca": 45, "goldstein": 45, "impli": [45, 106, 161], "immut": 45, "revis": [45, 58], "conced": 45, "concept": 45, "assert": 45, "indetermin": 45, "causat": [45, 165, 183], "overview": 45, "theme": [45, 133, 144], "celesti": [46, 49, 133], "solar": [46, 180], "eclips": 46, "instrument": [46, 54, 65, 75, 79, 85, 88, 93, 183], "electron": 46, "georg": 46, "motto": 46, "reduction": [46, 165, 183], "holism": [46, 165, 183], "abm": 47, "collect": [47, 79, 87, 89, 99, 128, 140, 166, 179], "multi": 47, "interconnect": [47, 99, 106, 137], "factual": 47, "incompat": 47, "wherebi": 47, "divers": [47, 53, 54, 57, 60, 66, 69, 133, 160], "frequenc": [47, 80, 151, 154, 159, 164], "stochast": [47, 49, 124], "thu": [49, 132], "convers": 49, "trend": 49, "friendli": 49, "planet": [49, 50, 180], "plane": 49, "frictionless": 49, "cow": 49, "spheric": 49, "en": 49, "org": 49, "wiki": 49, "spherical_cow": 49, "heterogen": 49, "serious": 49, "deprec": 49, "necessarili": [49, 75], "wors": [49, 115, 166], "abrupt": [49, 103, 104], "frontier": 49, "suspicion": 49, "scrutini": 49, "appel": 49, "haken": 49, "1976": 49, "936": 49, "lemma": 49, "man": [49, 152], "tongu": 49, "cheek": 49, "homo": 49, "economicu": 49, "virtuos": 49, "ration": [49, 73, 78], "hot": 49, "recogniz": 50, "someon": [50, 180], "planetari": [50, 180], "orbit": [50, 180], "ellipt": [50, 180], "newton": [50, 133], "gravit": [50, 180], "differenti": [50, 54, 55, 57, 60, 63, 66, 67, 69, 79, 120, 160, 180, 183], "ellips": [50, 180], "qed": 50, "satisfi": [50, 140, 141, 180], "rigor": 50, "detroit": 50, "pend": 50, "unsegreg": 50, "mayb": [50, 68, 74, 75, 78, 137], "composit": 50, "sun": 50, "aspect": [50, 91], "defend": 50, "extend": [50, 53, 60, 94, 95, 142, 166, 168, 169], "justifi": 50, "engin": [51, 159, 161, 183], "fit_land": [52, 54, 60, 64], "fitnesslandscap": [52, 54, 56, 64, 65], "genotyp": [52, 54, 56, 57, 60, 62, 63, 65, 69, 75, 77, 80], "mutat": [52, 53, 57, 63, 65, 66, 67, 68, 69, 74, 77, 183], "ingredi": 53, "choose_dead": [53, 55, 61, 64, 79], "simwithdiffsurviv": [53, 55], "is_dead": [53, 61], "index_dead": [53, 61, 64, 79], "reproduc": [53, 57, 60, 61, 63, 64, 65, 78, 79, 137], "decreas": [53, 65, 121, 128, 162, 177], "13": [53, 54, 55, 60, 65, 75, 79, 86], "reproduct": [53, 54, 55, 57, 58, 60, 61, 63, 64, 66, 69, 79, 160], "inclus": 54, "standard": [54, 132, 137, 139, 143, 177], "deviat": [54, 137, 139, 143, 151], "metric": [54, 65, 75, 124], "parent": [54, 84], "meanfit": [54, 75], "sim": [54, 75], "get_fit": [54, 64, 79], "append": [54, 75, 80, 117, 122, 123, 128, 153, 177], "re": [54, 122, 123, 153, 155, 166, 177], "readi": [54, 65, 156, 166, 177], "make_all_ag": 54, "add_instru": 54, "drift": 54, "infer": 54, "phenotyp": [54, 56, 57], "walk": [54, 124, 128], "biolog": [54, 56, 66, 120], "inexplic": [54, 62], "clever": [54, 57], "extinct": [54, 57, 75, 78], "geolog": [54, 57, 161], "chap13": [55, 58], "separ": [55, 141, 153, 176, 179], "simwithboth": 55, "choose_replac": [55, 61, 64, 79], "simwithdiffreproduct": 55, "seed": [55, 75, 149], "metaphor": 56, "induc": [56, 62], "one_valu": 56, "zero_valu": 56, "contribut": [56, 57, 58, 66], "person": [57, 78, 91, 106, 110, 160, 176], "plant": [57, 161], "quantiti": [57, 63, 120, 143, 151, 154, 155, 159, 180], "biologi": [58, 71, 91], "intact": 58, "pew": 58, "respond": [58, 80], "34": 58, "chose": [58, 80, 82, 103, 137], "bare": [58, 87], "factor": [58, 73, 78, 83, 118], "religi": 58, "feel": [58, 78, 166], "reject": 58, "misinform": 58, "mislead": 58, "monkei": 58, "didn": [58, 74, 166], "empir": 58, "profoundli": 58, "irrefut": 58, "transit": [58, 103, 104, 128], "confus": 58, "clariti": 58, "accord": [58, 63, 83, 103, 143, 147], "opposit": [60, 77, 110], "began": 60, "branch": [60, 106, 170], "todai": 60, "mutant": [60, 65], "prob_mut": [60, 77], "05": [60, 77, 149], "flip": [60, 77, 98, 152, 178], "new_loc": 60, "exclus": [60, 65], "operand": 60, "uniqu": 60, "disappear": [60, 65, 156], "glider": [60, 82, 85, 89, 91, 92], "dy": 61, "dispers": [62, 65], "sorri": [62, 82, 86, 105, 122, 156], "constrain": [62, 99], "death": 64, "bog": 64, "num_dead": [64, 79], "sexual": [65, 78], "breed": 65, "fertil": 65, "offspr": 65, "asexu": 65, "bacteria": [65, 87], "cut": 65, "loc1": 65, "loc2": 65, "logical_xor": 65, "meandist": 65, "optim": [65, 68, 69, 96], "balanc": [65, 74, 164], "awai": [65, 111, 117, 118, 141, 155], "vice": [65, 70, 73, 77], "versa": [65, 70, 73, 77], "resum": 65, "set_valu": 65, "optimum": 65, "75": [65, 75, 102, 139], "needn": 65, "speciat": [66, 67, 183], "meant": [66, 71, 73, 160, 162], "likewis": 66, "demystifi": 66, "glimps": 66, "temporarili": 66, "evid": [67, 70, 73, 75, 140, 160, 161, 183], "summari": [67, 183], "axelrod": [68, 70, 74, 75, 77, 80], "tournament": [68, 69, 75, 77, 79, 81, 183], "altruism": [68, 70, 71, 74, 77, 78], "nice": [68, 69, 70, 74, 75, 81, 108, 127, 183], "strategi": [68, 69, 70, 74, 75, 77, 115], "tft": [68, 69, 74, 75, 77], "successfulli": [68, 74], "resist": [68, 74], "invas": [68, 75], "defector": [68, 69, 75, 80], "vulner": [68, 75], "nicer": [68, 75], "utopia": [68, 75], "cooper": [68, 69, 70, 73, 74, 75, 78, 80, 132, 183], "dystopia": [68, 75], "defect": [68, 69, 70, 73, 74, 75, 77, 78, 80], "alexrod": [68, 69, 74], "retali": [68, 69, 70, 74, 75], "prison": [68, 70, 71, 75, 77, 78, 81, 183], "dilemma": [68, 70, 71, 75, 77, 78, 81, 183], "insight": [68, 75], "inclin": 68, "forgiv": [68, 70, 74, 75], "innat": [68, 78], "brain": [68, 74, 78, 110, 148], "wire": [68, 74], "gene": [68, 74, 78, 91, 160], "altruist": [68, 78], "selfish": [68, 78, 160], "lean": 68, "chap14": [69, 71], "encourag": [69, 180], "vari": [69, 75, 129, 154, 159], "mele": [69, 75, 79, 80], "repeatedli": 69, "minor": 69, "invad": [69, 74], "round": [69, 70, 74, 75, 77, 80, 149, 173], "unlucki": 69, "oppon": [69, 70, 74, 75, 77, 80], "Or": [69, 106], "score": [69, 74, 75, 80, 87], "prob_surviv": 69, "aggress": 69, "num_round": [69, 80], "genom": [69, 75], "converg": 69, "presum": 69, "whenev": 69, "opportun": [69, 70, 73, 133], "maintain": [69, 108, 111, 115], "prevail": 69, "reactiv": 69, "provoc": 69, "detriment": [70, 71, 76, 78], "trait": 70, "vindict": [70, 74], "subsequ": [70, 74, 160], "enviou": [70, 74], "seldom": [70, 74], "outscor": [70, 74], "crimin": [70, 73], "gang": [70, 73], "arrest": [70, 73], "imprison": [70, 73], "solitari": [70, 73], "confin": [70, 73], "prosecutor": [70, 73], "lack": [70, 73], "convict": [70, 73], "princip": [70, 73], "charg": [70, 73], "lesser": [70, 73], "simultan": [70, 73], "bargain": [70, 73], "betrai": [70, 73], "testifi": [70, 73], "commit": [70, 73], "crime": [70, 73], "remain": [70, 73, 82], "silent": [70, 73], "competit": [70, 71, 76, 78, 80], "tit": [70, 74], "tat": [70, 74], "rober": 70, "engag": 71, "fun": 73, "contriv": 73, "reward": [73, 80], "punish": [73, 74], "player": 73, "she": 73, "symmetr": [73, 99, 106], "consider": [73, 75, 117], "negoti": 73, "promis": 73, "threaten": 73, "sentenc": 73, "justic": 73, "frustrat": [73, 133], "achiev": [73, 111, 115, 117], "escap": 73, "late": 74, "michigan": 74, "pd": [74, 77, 80], "invit": 74, "particip": 74, "kept": [74, 162], "partial": [74, 151], "temper": 74, "credibl": 74, "retribut": 74, "destruct": 75, "driven": [75, 78], "Their": [75, 140, 151, 179], "behav": [75, 110, 133, 160], "5000": 75, "tour": 75, "make_identical_ag": 75, "ddddddd": [75, 77], "pdsimul": [75, 79], "14": 75, "face": [75, 84], "nearli": [75, 82, 104, 123, 153, 155], "suspect": 75, "unstabl": [75, 85, 89, 151], "climb": 75, "bad": [75, 161], "perpetu": 75, "85": [75, 123], "occasion": [75, 109, 161, 162], "after_d": 75, "after_c": 75, "retaliatori": 75, "ground": [75, 125], "forget": 75, "weather": [75, 87], "titl": [77, 159], "evolutionari": [77, 160], "contest": 77, "ccccccc": 77, "ccdcdcd": 77, "1950": 78, "popular": [78, 83, 133], "psychologi": [78, 87], "fortun": [78, 95, 148, 161], "done": [78, 132], "smart": 78, "knowingli": 78, "contrari": 78, "experiment": [78, 103], "plain": 78, "willing": [78, 161], "incur": [78, 169], "benefit": 78, "nomin": 78, "conclus": [78, 81, 161, 176, 180, 183], "public": 78, "journal": 78, "train": [78, 82, 85, 86, 92], "doubt": 78, "procliv": 78, "environment": 78, "counterproduct": 78, "pure": 78, "suffer": 78, "haven": 78, "biologist": 78, "reciproc": 78, "kin": 78, "arguabl": 78, "resolv": 78, "asarrai": 79, "update_instru": 79, "payoff": 80, "agent1": 80, "agent2": 80, "reset": 80, "resp1": 80, "resp2": 80, "pay1": 80, "pay2": 80, "sixth": 80, "twelfth": 80, "i_row": 80, "j_row": 80, "score1": 80, "score2": 80, "fight": 80, "insid": [80, 153], "got": [80, 137], "gol": [82, 84, 86, 88, 89, 91, 93, 152, 183], "r": [82, 92, 120, 129], "pentomino": [82, 92], "methuselah": [82, 85, 92], "five": 82, "letter": [82, 176], "1103": 82, "block": 82, "blinker": 82, "beehiv": [82, 85, 89, 92], "boat": 82, "loaf": [82, 91], "gosper": [82, 85, 92], "gun": [82, 85, 92], "stream": [82, 85], "prompt": 82, "wonder": 82, "stabil": [82, 84, 152, 162], "him": [82, 176], "puffer": [82, 85, 86, 92], "indefinit": [82, 85], "wake": [82, 85, 86, 92], "team": 82, "coincid": [82, 161], "unboundedli": 82, "uninterest": 82, "1982": 82, "1983": 82, "patern": 82, "toad": [82, 85, 89, 91], "pintomino": 82, "martin": 83, "gardner": 83, "south": [83, 84], "west": [83, 84], "moor": [83, 127], "stai": [83, 127, 129, 151, 154, 157, 162, 163], "loos": 83, "overcrowd": 83, "moder": 83, "densiti": [83, 122, 154, 159], "flourish": 83, "conjectur": [83, 92, 93, 120, 129, 183], "bounti": 83, "disprov": [83, 92], "fill": [83, 92, 123, 147], "spell": [83, 84], "chap08": [84, 88], "portabl": 84, "format": [84, 89, 118, 127], "pars": 84, "lifeview": 84, "cell2dview": 84, "highlif": 84, "highlifeview": 84, "add_cel": 84, "turmit": 84, "termit": [84, 118], "homag": 84, "langton": 84, "ant": 84, "chri": 84, "1986": 84, "black": 84, "white": [84, 111, 127, 159], "forward": [84, 110, 176], "104": 84, "trail": [84, 86], "highwai": [84, 113, 115, 118], "pertain": [85, 91, 180], "zeros_lik": 86, "3x3": 86, "evalu": 86, "accordingli": 86, "straightforward": 86, "verbos": 86, "slow": [86, 133, 148, 166], "scipi": [86, 135, 153, 164], "modul": [86, 98, 138, 139, 166, 178, 183], "astyp": 86, "elsewher": 86, "slightli": 86, "weight": [86, 106, 108, 111], "improv": [86, 115], "everywher": [86, 120, 129, 160], "lookup": 86, "detritu": 86, "recurs": 86, "sr1": [87, 91], "verg": 87, "comfort": [87, 161], "yourself": 87, "agre": [87, 110], "instrumentalist": 87, "aren": 87, "cute": 87, "hurrican": [87, 91], "air": [87, 91, 154, 159], "flow": [87, 91, 118, 120, 124, 127], "freudian": 87, "id": 87, "superego": 87, "electr": [87, 91, 124, 127, 137, 148], "magnet": [87, 91], "electromagnet": [87, 91], "constel": [87, 91], "mushroom": 87, "fruit": 87, "fungu": 87, "underground": 87, "edibl": 87, "sharp": 87, "molecul": [87, 160], "lung": 87, "food": [87, 100], "stomach": 87, "nutrient": 87, "blood": 87, "water": [87, 124, 125, 127, 128, 151], "hair": 87, "skin": 87, "dirt": 87, "gut": 87, "mitochondria": 87, "weigh": 87, "conceiv": 87, "conwai": [88, 92, 93, 183], "issu": 88, "orient": [89, 108, 135], "horizont": 89, "spent": [89, 177], "embarrass": 89, "fascin": 89, "star": [91, 180], "perceiv": 91, "fast": [91, 127, 169], "2500": [91, 102], "ago": 91, "heraclitu": 91, "river": 91, "suppli": 91, "demand": 91, "market": [91, 161], "strength": 91, "realiti": 91, "sr2": 91, "advanc": [91, 128], "sr3": 91, "sr4": 91, "correctli": 91, "unten": 91, "strict": 91, "criterion": 91, "epistem": 91, "attitud": 91, "recommend": 91, "unobserv": 91, "defens": 91, "attack": [91, 161], "pai": [91, 109, 112, 122], "sr": 91, "outer": [91, 175], "classif": 92, "perid": 92, "reachable_nod": [94, 95, 96, 166], "g": [94, 95, 96, 97, 98, 99, 102, 103, 104, 139, 140, 142, 148, 166, 167, 168, 169, 173, 175, 178], "stack": [94, 95, 96, 99, 166], "membership": 94, "doubl": [94, 166], "conveni": [94, 164], "whichev": [94, 115, 129], "break": [95, 140], "reachabl": [95, 96], "is_connect": [95, 96, 103], "er": [95, 96, 97, 99, 104, 107, 183], "chap04": [96, 100], "bother": 96, "ineffici": 96, "m_pair": 96, "sampl": [96, 148, 164], "make_m_graph": 96, "prob_connect": [96, 103], "make_random_graph": [96, 98, 103], "all_pair": [97, 98, 140, 167, 175], "make_complete_graph": [97, 98], "nx": [97, 98, 102, 137, 139, 140, 142, 148, 149, 173, 175], "add_nodes_from": [97, 98, 102, 173], "add_edges_from": [97, 98, 102, 140, 142, 148, 173], "draw_circular": [97, 102], "node_color": [97, 102], "node_s": [97, 102], "with_label": [97, 102], "soon": [97, 144, 156], "random_pair": 98, "complementari": [98, 138, 143], "random_graph": [98, 149], "asymmetr": [99, 106], "street": [99, 106], "e": [99, 166], "vertex": [99, 137], "pairwis": 99, "ed": 99, "networkx": [99, 100, 107, 132, 135, 137, 140, 142, 148, 166, 169, 175, 179, 183], "manipul": 99, "adt": 99, "lifo": 99, "undirect": [99, 102, 104, 106], "bidirect": 99, "friendship": [100, 106], "ecolog": 100, "predat": 100, "prei": 100, "introduc": 100, "erd\u0151": [100, 103, 104, 127], "r\u00e9nyi": [100, 103, 104, 127], "appendic": 100, "commonli": 102, "instanti": 102, "digraph": 102, "add_nod": 102, "alic": [102, 106], "bob": [102, 106], "chuck": [102, 106], "nodeview": 102, "add_edg": [102, 139, 178], "circl": [102, 106, 111, 118, 170, 173, 174], "longitud": 102, "latitud": 102, "albani": 102, "74": 102, "43": [102, 137, 139], "boston": [102, 176], "71": 102, "42": 102, "nyc": 102, "41": 102, "philli": 102, "drive_tim": 102, "node_shap": 102, "draw_networkx_edge_label": 102, "edge_label": 102, "hashabl": 102, "critic": [103, 104, 123, 124, 128, 130, 152, 153, 154, 155, 157, 159, 160, 161, 162, 183], "tf": 103, "bool": 103, "23": 103, "10000": 103, "lnn": [103, 104], "logspac": [103, 177], "sound": [104, 154, 159, 165, 183], "paul": 104, "alfr\u00e9d": 104, "regim": 104, "rapid": [104, 124, 128, 130], "friend": [105, 106, 138, 139, 148, 176, 179], "media": 105, "platform": 105, "complete_graph": 105, "checkout": 105, "bar": 106, "chart": 106, "stock": [106, 161], "price": 106, "road": [106, 115], "associ": 106, "facebook": [106, 137, 138, 139, 140, 144, 148, 149], "twitter": 106, "dijkstra": [106, 166, 169, 170, 171, 179, 181, 183], "drawn": [106, 108], "arrow": 106, "hour": 106, "placement": 106, "geographi": 106, "layout": 106, "set_goal": 108, "boid": [108, 111, 112, 119, 183], "carrot": [108, 111, 117], "w_avoid": 108, "w_center": 108, "w_align": 108, "w_love": 108, "align": [108, 109, 112, 117], "love": [108, 117], "mag": [108, 117], "acceler": [108, 117, 118], "veloc": [108, 109, 112, 117, 180], "mu": 108, "dt": 108, "vel": [108, 117], "po": [108, 117], "axi": [108, 138, 144, 177], "bird": [108, 109, 111, 112, 113], "speed": [108, 109, 111, 112, 115, 116, 118], "flock": [108, 109, 110, 111, 112, 183], "radiu": [108, 117, 129], "angl": [108, 117], "maneuver": 108, "fish": [108, 109], "cloud": [108, 134], "fly": 108, "insect": 108, "1987": [109, 154, 162], "craig": 109, "reynold": [109, 117], "herd": [109, 110, 183], "contract": [109, 112], "oid": [109, 112], "accent": [109, 112], "pronunci": [109, 112], "land": 109, "obstacl": [109, 112], "boids7": [109, 111, 117], "gari": 109, "william": [109, 110], "flake": [109, 111], "beauti": 109, "vpython": [109, 111, 117], "vector": [109, 117, 135], "traffic": [110, 111, 115, 116, 183], "jam": [110, 111, 115, 116, 183], "backward": [110, 118], "car": [110, 113, 115, 118], "conscious": 110, "jame": 110, "stage": 110, "david": [110, 132, 183], "hume": 110, "percept": 110, "illus": 110, "reconcil": 110, "compat": [110, 111, 140], "neuron": [110, 148], "chap12": [111, 113], "betterdriv": 111, "driver": [111, 115, 116, 118], "choose_acceler": [111, 115, 118], "sphere": 111, "mous": 111, "react": [111, 120, 125, 129], "sight": 111, "directli": [111, 124, 176], "compatibil": 111, "strongest": 111, "wherein": 112, "ep": [115, 118], "01": [115, 121, 122], "ugh": 115, "attract": 117, "centroid": 117, "get_neighbor": 117, "vec": 117, "vector_toward_cent": 117, "taken": [117, 176], "radian": 117, "offset": 117, "diff_angl": 117, "subtract": [117, 129, 178], "limit_vector": 117, "null_vector": 117, "helper": 117, "pi": 117, "wider": 117, "negat": 117, "steer": 117, "brake": 118, "trap": 118, "mitchel": 118, "resnick": 118, "turtl": 118, "linspac": 118, "endpoint": 118, "circular": 118, "dist": [118, 168], "acc": 118, "min": [118, 129, 153], "max_acc": 118, "max": 118, "min_acc": 118, "nonneg": 118, "speed_limit": 118, "adjust": 118, "02": 118, "98": 118, "16": 118, "uneven": 118, "watch": 118, "perturb": [119, 162, 183], "arbitr": [119, 183], "Will": [119, 183], "1952": [120, 129], "morphogenesi": 120, "island": [120, 129], "spread": [120, 125], "outward": 120, "fractal": [121, 124, 125, 128, 131, 151, 152, 156, 157, 165, 183], "wrap1d": 121, "child": 121, "1990": 121, "bak": [121, 151, 152, 154, 159, 160, 162, 164], "chen": [121, 152], "tang": [121, 151, 152, 154, 159, 160, 162, 164], "forest": 121, "fire": 121, "tree": [121, 170], "burn": 121, "geometri": [121, 124, 125, 128, 151, 152, 153, 157], "geometr": 122, "l": [122, 137, 148, 149, 175, 177, 183], "cube": 122, "volum": [122, 159], "32": [122, 176], "count_cel": [122, 153], "start_singl": 122, "versu": [122, 123, 137, 144, 159], "dash": [122, 153], "ith": 122, "97": 122, "57": 122, "wet": [123, 127, 128], "perc": [123, 128], "test_perc": [123, 128, 130], "num_fil": 123, "num_wet": [123, 128], "porou": [123, 124, 125, 127], "euclidean": 124, "rn": 124, "diffus": [124, 125, 130, 131, 183], "intermix": 124, "substanc": 124, "particl": 124, "freez": [124, 128, 151], "snowflak": [124, 151], "crystal": [124, 151], "percol": [124, 125, 128, 131, 183], "fluid": [124, 127], "semi": [124, 127], "materi": [124, 125, 127, 132], "epidem": [124, 127, 161], "resistor": [124, 127], "liquid": [125, 127, 128], "coffe": 125, "oil": 127, "rock": 127, "hydrogen": 127, "ga": [127, 160], "micropor": 127, "liter": 127, "dry": 127, "remind": 127, "poru": 127, "von": 127, "neumann": 127, "lightli": 127, "shade": 127, "bottom_row_wet": 128, "new_num_wet": 128, "estimate_prob_percol": 128, "55": 128, "70": 128, "find_crit": 128, "005": 128, "q_crit": 128, "59": 128, "solid": 128, "reactiondiffus": 129, "param": [129, 153], "array2": 129, "add_island": 129, "twentieth": 129, "ra": 129, "rb": 129, "cb": 129, "feed": 129, "kill": 129, "035": 129, "057": 129, "4000": [129, 148], "spot": 129, "055": 129, "062": 129, "coral": 129, "039": 129, "065": 129, "mitosi": 129, "jan": [132, 183], "pearc": [132, 183], "teach": [132, 168], "excel": 132, "runeston": [132, 135], "plan": 132, "brad": [132, 183], "miller": [132, 183], "ranum": [132, 183], "onlin": [132, 145, 148], "noteook": 132, "salesman": 132, "reader": 132, "unmodifi": 132, "interdisciplinari": 133, "intersect": 133, "art": 133, "toolkit": 133, "recur": [133, 144], "corollari": 133, "skill": 133, "encount": 133, "technic": 133, "audienc": 133, "wish": 134, "collaboratori": 134, "relev": 134, "appendix": [134, 183], "apendix": 134, "via": 134, "colabortori": 134, "throughout": 135, "prerequisit": [136, 183], "1999": 137, "movi": [137, 148], "actor": [137, 140, 148], "western": [137, 148], "pmf": [137, 138, 139, 140, 143, 144, 152, 155], "straight": [137, 138, 144, 153, 155, 159, 164], "ba": [137, 138, 140, 141, 143, 145, 150, 183], "preferenti": [137, 141, 143], "attach": [137, 141, 143], "rich": 137, "richer": 137, "obei": [137, 138, 144, 155, 160], "barabasi_albert_graph": [137, 142], "4039": [137, 148, 149], "22": [137, 149, 153], "dataset": [137, 138, 139, 140, 144, 148, 149], "52": [137, 139], "69": 137, "037": 137, "61": [137, 148, 149], "corect": 137, "barab\u00e1si": [138, 140, 141, 143, 144, 145, 150, 183], "albert": [138, 140, 141, 143, 144, 145, 150, 183], "articl": 138, "cumulative_prob": 138, "pmf_fb": [138, 139], "506": 138, "noisi": [138, 164], "thinkstat": 138, "thinkstats2": [138, 139], "cdf_fb": 138, "fb": [138, 139, 148], "thinkplot": [138, 139, 153], "ccdf": [138, 143], "x_m": 138, "\u03b1": [138, 143, 144, 155], "logccdf": 138, "logx": 138, "logx_m": 138, "ideal": [139, 160, 180], "varianc": 139, "44": [139, 149], "oop": 139, "briefli": 139, "std": 139, "691": 139, "414": 139, "pmf_w": 139, "465": 139, "pdf": 139, "38": 139, "ti": [140, 141], "hub": [140, 141], "favor": 140, "essai": [140, 168], "powerlaw_cluster_graph": 140, "holm": 140, "kim": 140, "powerlaw": 140, "collabor": 140, "dat": 140, "gz": [140, 148], "gzip": 140, "read_actor_network": 140, "filenam": [140, 148], "int": [140, 148, 149], "split": [140, 164], "thinkcomplex": 140, "connected_component_subgraph": 140, "subset": [140, 142, 179], "milgram": [141, 171, 181, 183], "warrant": [141, 147], "constitut": 141, "unimport": 141, "watt": [141, 145, 148, 169, 170, 171, 173, 174, 175, 177, 178, 180, 181, 183], "strongli": 141, "young": 141, "empty_graph": 142, "target": [142, 176], "repeated_nod": 142, "_random_subset": 142, "discard": 142, "exit": [142, 177], "asymptot": [143, 144, 152], "extent": 143, "transform": 144, "emphas": [144, 160], "largest": 144, "logpmf": 144, "logk": 144, "discrep": [144, 145], "chap06": 145, "respositori": 145, "bank": 147, "film": 148, "roundworm": 148, "elegan": 148, "regardless": 148, "stanford": 148, "project": 148, "snap": 148, "88": 148, "234": 148, "websit": 148, "4038": 148, "read_graph": 148, "loadtxt": 148, "loadtext": 148, "facebook_combin": 148, "txt": 148, "88234": 148, "average_clust": 148, "trial": [148, 149, 152], "sample_path_length": 148, "shortest_path_length": [148, 175], "comprehens": 148, "estimate_path_length": 148, "watts_strogatz_graph": 149, "46": 149, "011": 149, "63": 149, "pink": [151, 152, 154, 157, 161, 164, 165, 183], "decompos": [151, 154, 159], "frozen": 151, "temperatur": 151, "puzzl": 151, "wiesenfeld": [151, 152, 154, 159, 160, 162, 164], "soc": [151, 154, 157, 160, 165, 183], "extern": [151, 162, 163], "chap10": [152, 157], "sand": [152, 153, 154, 155, 157, 159, 160, 161, 163, 165, 183], "pile": [152, 153, 154, 155, 157, 159, 160, 161, 163, 164, 165, 183], "grain": [152, 154, 156, 161, 162, 163], "sandpil": [152, 153, 155, 156, 164], "1989": 152, "creutz": 152, "spectrum": [152, 154, 159, 164], "benoit": 152, "mandelbrot": 152, "heret": 152, "joint": 152, "filter": [152, 155], "holist": [152, 154, 160, 163], "131": 153, "pile3": 153, "379": 153, "toppl": [153, 154, 155, 156, 159, 162, 163, 164], "draw_four": 153, "viewer": 153, "preplot": 153, "viewe": 153, "subplot": 153, "draw_arrai": 153, "vmax": 153, "sandpileview": 153, "deceiv": 153, "confid": 153, "transpos": [153, 155, 177], "steps2": 153, "unpack": [153, 155], "linestyl": 153, "linregress": 153, "regress": 153, "stat": 153, "871": 153, "502": 153, "781": 153, "084": 153, "curvatur": 153, "avalanch": [154, 155, 159, 160, 161, 162, 163], "friction": 154, "unwant": [154, 159], "proxim": [154, 161, 163], "durat": [154, 155, 159], "deeper": [154, 161, 166], "pile2": [155, 164], "100000": 155, "drop_and_run": 155, "_": [155, 177], "pmft": 155, "strictli": 155, "num_toppl": 156, "itertool": 156, "332": 156, "53": 156, "336": 156, "onto": 156, "symmetri": 156, "broken": 156, "equalibrium": 156, "frequent": [157, 160], "subtitl": 159, "flicker": 159, "detour": 159, "amplitud": 159, "\u03b2": [159, 164], "logp": [159, 164], "logf": [159, 164], "cite": 160, "report": [160, 164], "dens": 160, "sticki": 160, "momentum": 160, "neglig": [160, 180], "elast": 160, "richard": 160, "dawkin": 160, "meme": 160, "transmiss": 160, "dispar": 160, "whatsoev": 160, "theorist": 160, "belong": 160, "primari": 160, "secondari": 160, "reread": [160, 162], "percent": 161, "pundit": 161, "televis": 161, "ordinari": 161, "earthquak": 161, "fault": 161, "charl": 161, "perrow": 161, "failur": 161, "nuclear": 161, "harmless": 161, "catastroph": 161, "investig": 161, "war": 161, "invent": [161, 168], "terrorist": 161, "unexplain": 161, "perimet": 162, "excess": 162, "spill": 162, "fine": 162, "tune": 162, "struct": 163, "toppled_seq": 164, "extract": [164, 177], "welch": 164, "nperseg": 164, "2048": 164, "freq": 164, "segment": 164, "tradeoff": 164, "58": 164, "mention": 166, "depth": [166, 170], "df": [166, 168, 169], "bf": [166, 168, 169, 171], "castl": 166, "door": 166, "adventur": 166, "nm": 166, "queue": [166, 168, 169, 170], "dequ": [166, 168], "reachable_nodes_bf": [166, 169], "popleft": [166, 168], "leftmost": 166, "cliqu": [167, 170, 179], "c_u": 167, "node_clust": 167, "has_edg": 167, "make_ring_lattic": [167, 173, 175], "convinc": 167, "clustering_coeffici": [167, 177], "cu": 167, "edsger": 168, "dutch": 168, "semaphor": 168, "TO": 168, "profound": 168, "cruelti": 168, "entertain": 168, "cantanker": 168, "breadth": [168, 170, 171, 181, 183], "shortest_path_dijkstra": [168, 169], "new_dist": 168, "undiscov": 168, "induct": 168, "make_regular_graph": 169, "valueerror": 169, "overhead": 169, "plain_bf": 169, "nextlevel": 169, "thislevel": 169, "curr_nod": 169, "dequeu": 169, "enqueu": 169, "nearest": [169, 170, 173, 174], "rewir": [169, 177, 178, 179], "root": 170, "cliquish": [170, 179], "travers": [170, 176], "backtrack": 170, "stanlei": [171, 181, 183], "chap05": 171, "adjacent_edg": 173, "halfk": 173, "lowest": 173, "floor": 173, "divis": 173, "path_length": 175, "length_map": 175, "characteristic_path_length": [175, 177], "psychologist": 176, "conduct": 176, "obedi": 176, "sent": 176, "wichita": 176, "kansa": 176, "enclos": 176, "occup": 176, "massachusett": 176, "told": 176, "mail": 176, "knew": 176, "specul": [176, 180], "geograph": 176, "guess": 176, "mile": 176, "1600": 176, "hop": 176, "run_one_graph": 177, "mpl": 177, "cc": [177, 183], "make_ws_graph": 177, "ran": 177, "run_experi": 177, "apart": 177, "new_v": 178, "remove_edg": 178, "asid": 178, "duncan": 179, "likelihood": 179, "combin": 179, "algebra": 180, "relativist": 180, "superfici": 180, "formal": 180, "attempt": 180, "tent": 180, "passag": 180, "custom": 182, "restructuredtext": 182, "complexity sci": 183, "game of lif": 183, "prefac": 183, "grate": 183, "releas": 183, "noncommerci": 183, "sharealik": 183, "intern": 183, "licens": 183, "BY": 183, "nc": 183, "sa": 183, "port": 183, "janic": 183, "creativ": 183}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"emerg": [0, 110], "exercis": [1, 30, 55, 69, 84, 96, 111, 121, 140, 152, 169], "glossari": [2, 16, 32, 47, 57, 70, 85, 99, 112, 124, 143, 154, 170], "implement": [3, 4, 33, 86, 156], "schell": [3, 8], "": [3, 8, 40, 73, 74, 82, 83, 168], "model": [3, 8, 13, 39, 46, 49, 123, 131, 137, 141, 149], "sugarscap": [4, 11], "introduct": [5, 41, 50, 58, 71, 88, 100, 113, 125, 133, 145, 157, 171], "match": [6, 17, 34, 48, 59, 72, 90, 101, 114, 126, 146, 158, 172], "migrat": 7, "wave": 7, "behavior": 7, "segreg": 9, "self": [10, 14, 15, 36, 62, 76, 92, 105, 116, 130, 147, 163, 165, 174], "check": [10, 14, 15, 36, 62, 76, 92, 105, 116, 130, 147, 163, 174], "wealth": 12, "inequ": 12, "agent": [13, 52], "base": 13, "algorithm": [14, 18, 19, 94, 117, 168], "analysi": [14, 18, 19, 94], "exampl": 14, "an": 14, "anagram": 14, "detect": 14, "solut": 14, "1": [14, 15, 21], "off": 14, "2": [14, 24], "sort": 14, "compar": 14, "3": 14, "brute": 14, "forc": 14, "4": 14, "count": 14, "The": [14, 43, 49, 78, 79, 80, 117, 164, 177], "travel": 14, "salesperson": 14, "problem": [14, 78], "big": 15, "o": 15, "notat": [15, 18], "tabl": [15, 26, 183], "common": 15, "function": 15, "what": [18, 39, 106, 180], "i": [18, 39, 106, 180], "some": 18, "need": 18, "math": 18, "appli": 18, "instal": 20, "juypter": 20, "notebook": 20, "through": 20, "anaconda": 20, "appendix": [21, 24], "get": 22, "start": 22, "With": 22, "googl": 22, "colab": 22, "tip": 23, "trick": 23, "A": 25, "simpl": 25, "ca": [25, 26, 27, 33], "classifi": 27, "cross": 28, "correl": 28, "determin": 29, "falsifi": 31, "random": [35, 104, 115], "spaceship": 37, "univers": 38, "thi": 39, "wolfram": 40, "experi": [40, 177], "cellular": 42, "automaton": 42, "chang": [43, 128, 132], "criteria": 43, "scienc": [43, 51], "complex": [44, 45, 51, 132, 183], "engin": 44, "think": [45, 132], "differ": 46, "purpos": 46, "ax": 49, "scientif": 49, "differenti": [53, 61], "surviv": 53, "evid": 54, "evolut": [54, 63, 67, 77, 81], "fit": 56, "landscap": 56, "mutat": 60, "No": 61, "simul": [63, 64, 77, 79], "speciat": 65, "summari": 66, "conclus": 68, "prison": [73, 74], "dilemma": [73, 74], "tournament": [74, 80], "result": 75, "cooper": [77, 81], "nice": 78, "conwai": [82, 83], "conjectur": 82, "gol": 83, "life": [86, 89, 93], "instrument": 87, "pattern": 89, "realism": 91, "game": 93, "graph": [94, 95, 97, 98, 104, 106, 107, 142, 178, 181], "connect": [95, 103], "gener": [97, 98, 142], "er": 98, "networkx": 102, "probabl": 103, "arbitr": 108, "boid": [109, 117], "free": [110, 150], "Will": 110, "perturb": 115, "traffic": [118, 119], "jam": [118, 119], "herd": 119, "flock": 119, "diffus": [120, 129], "fractal": [122, 123, 153], "percol": [123, 127], "phase": 128, "reaction": 129, "physic": 131, "from": 132, "second": 132, "edit": 132, "first": [132, 166], "run": 134, "code": 134, "prerequisit": 135, "prefac": 136, "barab\u00e1si": 137, "albert": 137, "cumul": 138, "distribut": [138, 144, 155], "degre": 139, "explanatori": 141, "ba": 142, "heavi": [144, 155], "tail": [144, 155], "social": 148, "network": [148, 150], "data": 148, "w": [149, 177, 178], "scale": 150, "critic": [151, 165], "system": 151, "sand": [156, 162, 164], "pile": [156, 162], "pink": 159, "nois": 159, "reduction": 160, "holism": 160, "soc": 161, "causat": 161, "predict": 161, "sound": 164, "organ": 165, "breadth": 166, "search": 166, "cluster": 167, "dijkstra": 168, "ring": 173, "lattic": 173, "shortest": 175, "path": 175, "length": 175, "stanlei": 176, "milgram": 176, "watt": 179, "strogatz": 179, "kind": 180, "explan": 180, "small": 181, "world": 181, "class": 182, "assign": 182, "On": 183, "acknowledg": 183, "indic": 183}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 8, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx": 57}, "alltitles": {"Emergence": [[0, "emergence"]], "Exercises": [[1, "exercises"], [30, "exercises"], [55, "exercises"], [69, "exercises"], [84, "exercises"], [96, "exercises"], [111, "exercises"], [121, "exercises"], [140, "exercises"], [152, "exercises"], [169, "exercises"]], "Glossary": [[2, "glossary"], [16, "glossary"], [32, "glossary"], [47, "glossary"], [57, "glossary"], [70, "glossary"], [85, "glossary"], [99, "glossary"], [112, "glossary"], [124, "glossary"], [143, "glossary"], [154, "glossary"], [170, "glossary"]], "Implementation of Schelling\u2019s Model": [[3, "implementation-of-schellings-model"]], "Implementing Sugarscape": [[4, "implementing-sugarscape"]], "Introduction": [[5, "introduction"], [41, "introduction"], [50, "introduction"], [58, "introduction"], [71, "introduction"], [88, "introduction"], [100, "introduction"], [113, "introduction"], [125, "introduction"], [133, "introduction"], [145, "introduction"], [157, "introduction"], [171, "introduction"]], "Matching": [[6, "matching"], [17, "matching"], [34, "matching"], [48, "matching"], [59, "matching"], [72, "matching"], [90, "matching"], [101, "matching"], [114, "matching"], [126, "matching"], [146, "matching"], [158, "matching"], [172, "matching"]], "Migration and Wave Behavior": [[7, "migration-and-wave-behavior"]], "Schelling\u2019s Model": [[8, "schellings-model"]], "Segregation": [[9, "segregation"]], "Self Check": [[10, "self-check"], [14, null], [15, null], [36, "self-check"], [62, "self-check"], [76, "self-check"], [92, "self-check"], [105, "self-check"], [116, "self-check"], [130, "self-check"], [147, "self-check"], [163, "self-check"], [174, "self-check"]], "Sugarscape": [[11, "sugarscape"]], "Wealth Inequality": [[12, "wealth-inequality"]], "Agent-based Models": [[13, "agent-based-models"]], "Algorithm Analysis Examples": [[14, "algorithm-analysis-examples"]], "An Anagram Detection Example": [[14, "an-anagram-detection-example"]], "Solution 1: Checking Off": [[14, "solution-1-checking-off"]], "Solution 2: Sort and Compare": [[14, "solution-2-sort-and-compare"]], "Solution 3: Brute Force": [[14, "solution-3-brute-force"]], "Solution 4: Count and Compare": [[14, "solution-4-count-and-compare"]], "The Traveling Salesperson Problem": [[14, "the-traveling-salesperson-problem"]], "Big-O Notation": [[15, "big-o-notation"]], "Table 1: Common Big-O Functions": [[15, "id1"]], "What Is Algorithm Analysis?": [[18, "what-is-algorithm-analysis"]], "Some Needed Math Notation": [[18, "some-needed-math-notation"]], "Applying the Math Notation": [[18, "applying-the-math-notation"]], "Algorithm Analysis": [[19, "algorithm-analysis"]], "Installing Juypter Notebooks through Anaconda": [[20, "installing-juypter-notebooks-through-anaconda"]], "Appendix 1": [[21, "appendix-1"]], "Getting Started With Google Colab": [[22, "getting-started-with-google-colab"]], "Tips and Tricks": [[23, "tips-and-tricks"]], "Appendix 2": [[24, "appendix-2"]], "A Simple CA": [[25, "a-simple-ca"]], "CA Tables": [[26, "ca-tables"]], "Classifying CAs": [[27, "classifying-cas"]], "Cross-Correlation": [[28, "cross-correlation"]], "Determinism": [[29, "determinism"]], "Falsifiability": [[31, "falsifiability"]], "Implementing CAs": [[33, "implementing-cas"]], "Randomness": [[35, "randomness"]], "Spaceships": [[37, "spaceships"]], "Universality": [[38, "universality"]], "What is this a Model of?": [[39, "what-is-this-a-model-of"]], "Wolfram\u2019s Experiment": [[40, "wolfram-s-experiment"]], "Cellular Automatons": [[42, "cellular-automatons"]], "The Changing Criteria of Science": [[43, "the-changing-criteria-of-science"]], "Complexity Engineering": [[44, "complexity-engineering"]], "Complexity Thinking": [[45, "complexity-thinking"]], "Different Models for Different Purposes": [[46, "different-models-for-different-purposes"]], "The Axes of Scientific Models": [[49, "the-axes-of-scientific-models"]], "Complexity Science": [[51, "complexity-science"]], "Agents": [[52, "agents"]], "Differential Survival": [[53, "differential-survival"]], "Evidence of Evolution": [[54, "evidence-of-evolution"]], "Fitness Landscape": [[56, "fitness-landscape"]], "Mutation": [[60, "mutation"]], "No Differentiation": [[61, "no-differentiation"]], "Simulating Evolution": [[63, "simulating-evolution"]], "Simulation": [[64, "simulation"]], "Speciation": [[65, "speciation"]], "Summary": [[66, "summary"]], "Evolution": [[67, "evolution"]], "Conclusions": [[68, "conclusions"]], "Prisoner\u2019s Dilemma": [[73, "prisoners-dilemma"]], "Prisoner\u2019s Dilemma Tournaments": [[74, "prisoners-dilemma-tournaments"]], "Results": [[75, "results"]], "Simulating Evolution of Cooperation": [[77, "simulating-evolution-of-cooperation"]], "The Problem of Nice": [[78, "the-problem-of-nice"]], "The Simulation": [[79, "the-simulation"]], "The Tournament": [[80, "the-tournament"]], "Evolution of Cooperation": [[81, "evolution-of-cooperation"]], "Conway\u2019s Conjecture": [[82, "conways-conjecture"]], "Conway\u2019s GoL": [[83, "conways-gol"]], "Implementing Life": [[86, "implementing-life"]], "Instrumentalism": [[87, "instrumentalism"]], "Life Pattern": [[89, "life-pattern"]], "Realism": [[91, "realism"]], "Game of Life": [[93, "game-of-life"]], "Analysis of Graph Algorithms": [[94, "analysis-of-graph-algorithms"]], "Connected Graphs": [[95, "connected-graphs"]], "Generating Graphs": [[97, "generating-graphs"]], "Generating ER Graphs": [[98, "generating-er-graphs"]], "NetworkX": [[102, "networkx"]], "Probability of Connectivity": [[103, "probability-of-connectivity"]], "Random Graphs": [[104, "random-graphs"]], "What is a Graph?": [[106, "what-is-a-graph"]], "Graphs": [[107, "graphs"]], "Arbitration": [[108, "arbitration"]], "Boids": [[109, "boids"]], "Emergence and Free Will": [[110, "emergence-and-free-will"]], "Random Perturbation": [[115, "random-perturbation"]], "The Boid Algorithm": [[117, "the-boid-algorithm"]], "Traffic Jams": [[118, "traffic-jams"]], "Herds, Flocks, and Traffic Jams": [[119, "herds-flocks-and-traffic-jams"]], "Diffusion": [[120, "diffusion"]], "Fractals": [[122, "fractals"], [153, "fractals"]], "Fractals and Percolation Models": [[123, "fractals-and-percolation-models"]], "Percolation": [[127, "percolation"]], "Phase Change": [[128, "phase-change"]], "Reaction-Diffusion": [[129, "reaction-diffusion"]], "Physical Modeling": [[131, "physical-modeling"]], "Changes from the Second Edition of Think Complexity": [[132, "changes-from-the-second-edition-of-think-complexity"]], "Changes from the First Edition of Think Complexity": [[132, "changes-from-the-first-edition-of-think-complexity"]], "Running the Code": [[134, "running-the-code"]], "Prerequisites": [[135, "prerequisites"]], "Preface": [[136, "preface"]], "Barab\u00e1si-Albert Model": [[137, "barabasi-albert-model"]], "Cumulative Distributions": [[138, "cumulative-distributions"]], "Degree": [[139, "degree"]], "Explanatory Models": [[141, "explanatory-models"]], "Generating BA Graphs": [[142, "generating-ba-graphs"]], "Heavy-tailed Distributions": [[144, "heavy-tailed-distributions"]], "Social Network Data": [[148, "social-network-data"]], "WS Models": [[149, "ws-models"]], "Scale-Free Networks": [[150, "scale-free-networks"]], "Critical Systems": [[151, "critical-systems"]], "Heavy-Tailed Distributions": [[155, "heavy-tailed-distributions"]], "Implementing the Sand Pile": [[156, "implementing-the-sand-pile"]], "Pink Noise": [[159, "pink-noise"]], "Reductionism and Holism": [[160, "reductionism-and-holism"]], "SOC, Causation, and Prediction": [[161, "soc-causation-and-prediction"]], "Sand Piles": [[162, "sand-piles"]], "The Sound of Sand": [[164, "the-sound-of-sand"]], "Self-Organized Criticality": [[165, "self-organized-criticality"]], "Breadth-First Search": [[166, "breadth-first-search"]], "Clustering": [[167, "clustering"]], "Dijkstra\u2019s Algorithm": [[168, "dijkstras-algorithm"]], "Ring lattice": [[173, "ring-lattice"]], "Shortest Path Lengths": [[175, "shortest-path-lengths"]], "Stanley Milgram": [[176, "stanley-milgram"]], "The WS Experiment": [[177, "the-ws-experiment"]], "WS Graphs": [[178, "ws-graphs"]], "Watts and Strogatz": [[179, "watts-and-strogatz"]], "What Kind of Explanation is that?": [[180, "what-kind-of-explanation-is-that"]], "Small World Graphs": [[181, "small-world-graphs"]], "Class Assignments": [[182, "class-assignments"]], "On Complexity": [[183, "on-complexity"]], "Acknowledgements": [[183, "acknowledgements"]], "Indices and tables": [[183, "indices-and-tables"]]}, "indexentries": {}})