Package: ManyIVsNets 0.1.1

ManyIVsNets: Environmental Phillips Curve Analysis with Multiple Instrumental Variables and Networks

Comprehensive toolkit for Environmental Phillips Curve analysis featuring multidimensional instrumental variable creation, transfer entropy causal discovery, network analysis, and state-of-the-art econometric methods. Implements geographic, technological, migration, geopolitical, financial, and natural risk instruments with robust diagnostics and visualization. Provides 24 different instrumental variable approaches with empirical validation. Methods based on Phillips (1958) <doi:10.1111/j.1468-0335.1958.tb00003.x>, transfer entropy by Schreiber (2000) <doi:10.1103/PhysRevLett.85.461>, and weak instrument tests by Stock and Yogo (2005) <doi:10.1017/CBO9780511614491.006>.

Authors:Avishek Bhandari [aut, cre, cph]

ManyIVsNets_0.1.1.tar.gz
ManyIVsNets_0.1.1.zip(r-4.7)ManyIVsNets_0.1.1.zip(r-4.6)ManyIVsNets_0.1.1.zip(r-4.5)
ManyIVsNets_0.1.1.tgz(r-4.6-any)ManyIVsNets_0.1.1.tgz(r-4.5-any)
ManyIVsNets_0.1.1.tar.gz(r-4.7-any)ManyIVsNets_0.1.1.tar.gz(r-4.6-any)
ManyIVsNets_0.1.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
ManyIVsNets/json (API)

# Install 'ManyIVsNets' in R:
install.packages('ManyIVsNets', repos = c('https://avishekb9.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/avishekb9/manyivsnets/issues

Pkgdown/docs site:https://avishekb9.github.io

Datasets:

On CRAN:

Conda:

4.41 score 13 scripts 215 downloads 22 exports 96 dependencies

Last updated from:ede017e8ef. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-x86_64OK182
source / vignettesOK255
linux-release-x86_64OK161
macos-release-arm64OK134
macos-oldrel-arm64OK195
windows-develOK106
windows-releaseOK106
windows-oldrelOK99
wasm-releaseOK150

Exports:calculate_instrument_strengthconduct_transfer_entropy_analysiscreate_alternative_sota_instrumentscreate_composite_instrumentscreate_comprehensive_network_plotscreate_comprehensive_results_tablecreate_publication_summarycreate_real_instruments_from_datacreate_te_based_instrumentsexport_comprehensive_resultsload_epc_data_correctedmerge_epc_with_created_instrumentsplot_country_income_networkplot_cross_income_co2_nexusplot_instrument_causal_pathwaysplot_instrument_strength_comparisonplot_migration_impactplot_regional_networkplot_transfer_entropy_networkrun_complete_epc_analysisrun_comprehensive_epc_modelsrun_comprehensive_iv_diagnostics

Dependencies:abindAERbackportsbase64encbitbit64bootbroomcachemcarcarDataclicliprcolorspacecowplotcpp11crayonDerivdoBydplyrfarverfastmapforecastFormulafracdiffgenericsggforceggplot2ggraphggrepelgluegraphlayoutsgridExtragtablehmsigraphisobandjsonlitelabelinglatticelifecyclelme4lmtestmagrittrMASSMatrixMatrixModelsmemoisemgcvminqamodelrnlmenloptrnnetnumDerivpbkrtestpillarpkgconfigpolyclipprettyunitsprogresspurrrquantregR6rbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackreadrreformulasrlangS7sandwichscalesSparseMstringistringrsurvivalsystemfontstibbletidygraphtidyrtidyselecttimeDatetweenrtzdburcautf8vctrsviridisviridisLitevroomwithrzoo

Creating Multidimensional Instruments from Scratch
Philosophy: From Data to Instruments | Six Dimensions of Real Instruments | Dimension 1: Geographic Instruments | Dimension 2: Technology Instruments | Dimension 3: Migration Instruments | Dimension 4: Geopolitical Instruments | Dimension 5: Financial Instruments | Dimension 6: Natural Risk Instruments | Composite Instrument Creation | Alternative State-of-the-Art Instruments | Spatial and Network Instruments | Bartik and Shift-Share Instruments | Judge Historical Instruments (Best Performing!) | Instrument Validation Framework | 1. Strength Testing (F-statistics) | 2. Relevance Testing | 3. Exogeneity Testing | Country-Specific Examples | High-Income Countries | Transition Economies | Emerging Markets | Advanced Techniques | 1. Time-Varying Instruments | 2. Income-Specific Instruments | 3. Regional Interactions | Best Practices for Instrument Creation | 1. Multiple Instrument Approaches | 2. Historical vs. Contemporary | 3. Geographic vs. Institutional | Common Issues and Solutions | Issue 1: Weak Instruments (F < 10) | Issue 2: Overidentification Rejection | Issue 3: Limited Cross-Country Variation | Empirical Validation Results | Top 10 Strongest Instruments | Diagnostic Summary | Conclusion
Rendered frominstrument_creation.Rmdusingknitr::rmarkdown

Last update: 2025-06-12
Started: 2025-06-12

Introduction to ManyIVsNets
What is the Environmental Phillips Curve? | Package Overview | 🔧 24 Instrumental Variable Approaches | 🌐 Transfer Entropy Causal Discovery | 📊 7 Publication-Quality Visualizations | 📈 Comprehensive Econometric Framework | Key Features | ✅ Methodological Innovation | ✅ Empirical Validation | Quick Start | Usage | Basic Usage | Create Instruments from Your Data | Transfer Entropy Analysis | Econometric Analysis | Visualization | Methodological Advantages | 1. Multiple Identification Strategies | 2. Theory-Driven Instrument Creation | 3. Network-Based Innovation | Empirical Performance | Instrument Strength Results | Strength Classification | Transfer Entropy Results | Real-World Applications | 1. Policy Analysis | 2. Academic Research | 3. International Organizations | Package Structure | Core Functions | Data | Getting Started | 1. Explore the Vignettes | 2. Run the Examples | 3. Use Your Own Data | Citation | BibTeX Entry | Support and Contribution | Getting Help | Contributing | Conclusion
Rendered fromintroduction.Rmdusingknitr::rmarkdown

Last update: 2025-06-12
Started: 2025-06-12

Network Analysis and Visualization Guide
Overview of Network Analysis in ManyIVsNets | Network Types and Applications | 1. Transfer Entropy Networks (Variable-Level) | 2. Country Income Classification Networks | 3. Cross-Income CO2 Growth Nexus | 4. Migration Impact Networks | 5. Instrument Causal Pathways | 6. Regional Networks | 7. Instrument Strength Comparison | Comprehensive Network Analysis Results | Key Findings from Network Analysis | Network Visualization Best Practices | 1. Layout Algorithms | 2. Color Schemes | 3. Node and Edge Sizing | Advanced Network Analysis | 1. Network Metrics | 2. Community Detection | 3. Network Evolution Analysis | Complete Network Analysis Workflow | Step 1: Data Preparation | Step 2: Transfer Entropy Analysis | Step 3: Create All Network Visualizations | Step 4: Instrument Strength Analysis | Empirical Results Summary | Network Analysis Performance | Top Performing Instruments | Conclusion | Future Extensions
Rendered fromnetwork_visualization.Rmdusingknitr::rmarkdown

Last update: 2025-06-12
Started: 2025-06-12

Transfer Entropy Analysis and Causal Discovery
What is Transfer Entropy? | Why Transfer Entropy for Environmental Economics? | Variables in Our Transfer Entropy Analysis | Transfer Entropy Implementation | Data Preparation | Enhanced Transfer Entropy Calculation | Transfer Entropy Matrix Construction | Our Transfer Entropy Results | Transfer Entropy Matrix | Key Causal Relationships Identified | Network Properties | Transfer Entropy Network Construction | Network Creation Process | Network Visualization | Country Network Construction from Transfer Entropy | Country Similarity Matrix | Network-Based Instruments Creation | Transfer Entropy Instrument Performance | TE-Based Instrument Strength | Country Network Properties | Methodological Advantages | 1. Non-Parametric Causal Discovery | 2. Directional Causality | 3. Network-Based Instruments | Robustness Checks | 1. Alternative Entropy Measures | 2. Lag Length Sensitivity | 3. Sample Period Robustness | Policy Implications | 1. Economic Growth-Environment Nexus | 2. Labor Market Dynamics | 3. Energy Transition Effects | Comparison with Traditional Methods | Transfer Entropy vs. Granger Causality | Empirical Comparison | Advanced Applications | 1. Dynamic Network Analysis | 2. Conditional Transfer Entropy | 3. Multivariate Transfer Entropy | Conclusion
Rendered fromtransfer_entropy_analysis.Rmdusingknitr::rmarkdown

Last update: 2025-06-12
Started: 2025-06-12

Readme and manuals

Help Manual

Help pageTopics
Calculate Instrument Strengthcalculate_instrument_strength
Conduct Transfer Entropy Analysis for Causal Discoveryconduct_transfer_entropy_analysis
Create Alternative State-of-the-Art Instrumentscreate_alternative_sota_instruments
Create Composite Instruments using Factor Analysiscreate_composite_instruments
Create Comprehensive Network Plotscreate_comprehensive_network_plots
Create Comprehensive Results Tablecreate_comprehensive_results_table
Create enhanced test data with all required variablescreate_enhanced_test_data
Create Publication Summarycreate_publication_summary
Create Real Multidimensional Instruments from Economic Datacreate_real_instruments_from_data
Create Transfer Entropy-Based Instrumentscreate_te_based_instruments
Create test EPC data for testingcreate_test_epc_data
Create test instruments for testingcreate_test_instruments
Export Comprehensive Results to CSVexport_comprehensive_results
Load and Clean EPC Dataload_epc_data_corrected
Merge EPC Data with Created Instrumentsmerge_epc_with_created_instruments
Create Country Network Visualization by Income Classificationplot_country_income_network
Create Cross-Income CO2 Growth Nexus Visualizationplot_cross_income_co2_nexus
Create Instrument Causal Pathways Networkplot_instrument_causal_pathways
Create Instrument Strength Comparison Visualizationplot_instrument_strength_comparison
Create Migration Impact Visualizationplot_migration_impact
Create Regional Network Visualizationplot_regional_network
Create Transfer Entropy Network Visualizationplot_transfer_entropy_network
Run Complete EPC Analysis Pipelinerun_complete_epc_analysis
Run Comprehensive EPC Modelsrun_comprehensive_epc_models
Run Comprehensive IV Diagnosticsrun_comprehensive_iv_diagnostics
Sample Environmental Phillips Curve Datasample_epc_data