Awesome List Updates on Apr 26, 2023

11 awesome lists updated today.

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1. Awesome Langchain

Tools / Low-code

• Langflow (⭐84k): LangFlow is a UI for LangChain

2. Awesome Generative Deep Art

Related Awesome Lists / Deforum

• kyrolabs/awesome-langchain (⭐8.5k): 😎 Awesome list of tools and project with the awesome LangChain framework

3. Awesome Web Archiving

Tools & Software / Acquisition

• Scoop (⭐162) - High-fidelity, browser-based, single-page web archiving library and CLI for witnessing the web. (Stable)

4. Awesome Django

Third-Party Packages / Configuration

• environs (⭐1.3k) - Simplified environment variable parsing that comes with a Django helper (⭐1.3k) that installs additional packages.

5. Awesome Mac

Audio and Video Tools / File Sharing

• YouTube Music - YouTube Music Desktop App bundled with custom plugins (and built-in ad blocker / downloader).

6. Awesome React

React General Resources

• React Conferences

• React CodeSandbox Playground

React State Management and Data Fetching

• immer (⭐28k) - Create the next immutable state by mutating the current one

• immutable-js (⭐33k) - Immutable persistent data collections for Javascript

• rxdb (⭐22k) - A fast, offline-first, reactive database for JavaScript Applications

React Maps

• react-map-gl (⭐8.2k) - React friendly API wrapper around MapboxGL JS

• react-leaflet (⭐5.4k) - React components for Leaflet maps

React Charts

• recharts (⭐26k) - Redefined chart library built with React and D3

• visx (⭐20k) - Visualization components

• victory (⭐11k) - A collection of composable React components for building interactive data visualizations

• react-vis (⭐8.8k) - Data Visualization Components

• nivo (⭐14k) - Provides a rich set of data visualization components built on top of the D3 and React libraries

React Renderers

• react-three-fiber (⭐29k) - A React renderer for Three.js

• ink (⭐30k) - React for interactive command-line apps

• remotion (⭐23k) - Make videos programmatically with React

• react-pdf (⭐16k) - Create PDF files using React

• react-figma (⭐2.6k) - A React renderer for Figma

React Native General Resources

• Expo Snack Playground

React Native Navigation

• react-navigation (⭐24k) - Routing and navigation for your React Native apps

React Native Awesome Components

• react-native-vector-icons (⭐18k) - Customizable Icons for React Native

React Native Libraries

• realm-js (⭐5.9k) - A mobile database: an alternative to SQLite & key-value stores

• react-native-device-info (⭐6.6k) - Device Information for React Native iOS and Android

7. Awesome Network Analysis

Books / Dissemination

• Linked: The New Science of Networks, by Albert-László Barabási (2002).

Books / General Overviews

• Networks, Crowds, and Markets: Reasoning About a Highly Connected World, by David Easley and Jon Kleinberg - Full pre-publication draft (review; 2010).

• The SAGE Handbook of Social Network Analysis, edited by John Scott and Peter J. Carrington (2011).

• Social and Economic Networks, by Matthew O. Jackson (2008).

• Social Network Analysis with Applications, by Ian McCulloh, Helen Armstrong and Anthony Johnson (2013).

Books / Method-specific

• Inferential Network Analysis, by Skyler J. Cranmer, Bruce A. Desmarais and Jason Morgan (2020).

• Network Analysis in Archaeology, edited by Carl Knappett (2013; review in French).

• Understanding Large Temporal Networks and Spatial Networks, by Vladimir Batagelj et al. (2014).

Courses / Topic-specific

• Complex Networks, by Rémy Cazabet (University Lyon 1 and ENS Lyon, 2022).
  • Network Science CheatSheets (⭐25).

• Graphs and Networks, by Dan Spielman (Yale University, 2013).

• Network Analysis and Modeling (Computer Science), by Aaron Clauset - Full lecture slides and readings (University of Colorado, 2022).

Datasets / Topic-specific

• Hetionet: an integrative network of disease (⭐292) - A complex biological network, available in multiple formats, including JSON and Neo4j.

• Mangal - Online platform to analyze, archive and share ecological network data (preprint, Python package (⭐2), R package (⭐14)).

• Manlio De Domenico’s Complex Multilayer Networks.

• State Networks - US state-to-state relational variables, including borders, travel, trade and more.

• UC Berkeley Social Networks Study (UCNets) - Ego-centric data (personal networks) from a five-year panel study.

Journals / Topic-specific

• Connections (INSNA). Twitter: @ConnectionsSNA.

• IEEE Transactions on Network Science and Engineering (IEEE).

Professional Groups / Topic-specific

• INSNA - International Network for Social Network Analysis (SOCNET mailing-list). Twitter: @SocNetAnalysts.

• NetSci - Network Science Society. Twitter: @netscisociety.

• Society of Young Network Scientists (SYNS). Supports early-career network scientists. Twitter: @official_SYNS.

Professional Groups / Research Groups (Other)

• MelNet Social Network Research Group, Swinburne University of Technology. Twitter: @melnetsna.

• Mitchell Centre for Social Network Analysis, University of Manchester - Currently studies covert networks. Twitter: @MitchellSNA.

• NetLab - Research network at the University of Toronto, led by Barry Wellman.

Review Articles / Archeological and Historical Networks

• Analyse de réseaux et histoire, in French (Revue d’histoire moderne et contemporaine, 2005).

• Analyser les réseaux du passé en archéologie et en histoire, in French (Les Nouvelles de l’Archéologie, 2014).

• Formale Methoden der Netzwerkanalyse in den Geschichtswissenschaften: Warum und Wie? [Formal Network Methods in History: Why and How?], in German (preprint in English; Österreichische Zeitschrift für Geschichtswissenschaften, 2012).

• Graph Theory and Networks in Biology (preprint; IET Systems Biology, 2007).

• Introduction à la visualisation de données : l’analyse de réseau en histoire, in French (Geschichte und Informatik, 2015).

• Introduction : où en est l’analyse de réseaux en histoire ? [Introducción: ¿en qué punto se encuentra el análisis de redes en Historia?], in French and Spanish (REDES, 2011).

• Networks and History (Complexity, 2002).

• Networks of Power in Archaeology (Annual Review of Anthropology, 2014).

• Netzwerkanalyse in den Geschichtswissenschaften. Historische Netzwerkanalyse als Methode für die Erforschung von historischen Prozessen, in German (Prozesse. Formen, Dynamiken, Erklärungen, 2015).

• Thinking Through Networks: A Review of Formal Network Methods in Archaeology (Journal of Archaeological Method and Theory, 2013).

Review Articles / Bibliographic, Citation and Semantic Networks

• Assessing Impact and Quality from Local Dynamics of Citation Networks (Journal of Informetrics, 2012).

• Atypical Combinations and Scientific Impact (Science, 2013).

• On Bibliographic Networks (Scientometrics, 2013).

• Extracting Citation Networks from Publications in Classics (Digital Humanities Quarterly, 2016).

• Self-Citations, Co-Authorships and Keywords: A New Approach to Scientists’ Field Mobility? (Scientometrics, 2007).

• Socio-Semantic Frameworks (preprint; Advances in Complex Systems, 2013).

• Socio-Semantic Modeling of Epistemic Communities (APSA, 2014).

• Tradition and Innovation in Scientists’ Research Strategies (Annual Review of Sociology, 2015).

Review Articles / Biological, Ecological and Disease Networks

• Interactome Networks and Human Disease (Cell, 2011).

• Network Analysis: An Integrative Approach to the Structure of Psychopathology (Annual Review of Clinical Psychology, 2013).

• Network Biology: Understanding the Cell’s Functional Organization - Accessible introduction to (cellular) network analysis (Nature Reviews Genetics, 2004).

• Network Medicine: A Network-based Approach to Human Disease (Nature Review Genetics, 2011).

• Social Networks and the Spread of Infectious Diseases: the AIDS Example (Social Networks, 1985).

• Structure and Dynamics of Molecular Networks: A Novel Paradigm of Drug Discovery. A Comprehensive Review - Also includes an impressive list of network analysis software (Pharmacology & Therapeutics, 2013).

Review Articles / Complex and Multilayer Networks

• The Architecture of Complexity - From network theory to complexity theory (IEEE Control Systems Magazine, 2007).

• Complex Systems and Networks (special issue of Science, 2009).

• Statistical Mechanics of Complex Networks (Reviews of Modern Physics, 2002).

• The Structure and Function of Complex Networks (SIAM Review, 2003).

Review Articles / Ethics of Network Analysis

• A Cautionary Note on Data Inputs and Visual Outputs in Social Network Analysis (SNA) (preprint; British Journal of Management, 2014).

• Ethical Dilemmas in Social Network Research (special issue of Social Networks, 2005).

Review Articles / Network Modeling

• Introduction to Stochastic Actor-Based Models for Network Dynamics (preprint; Social Networks, 2010).

• Navigating the Range of Statistical Tools for Inferential Network Analysis (American Journal of Political Science, 2017).

• Social Network Evolution and Actor Oriented Models (Mathematics & Social Sciences, 1997).

• Statistical Models for Social Networks (Annual Review of Sociology, 2011).

• A Survey of Statistical Network Models - Book-length review (preprint; Foundations and Trends in Machine Learning, 2010).

• A Unified View of Generative Models for Networks: Models, Methods, Opportunities, and Challenges (video presentation; NIPS 2014 workshop on “Networks: From Graphs to Rich Data”).

Review Articles / Social, Economic and Political Networks

• A propos de la notion de rôle dans l’analyse des relations sociales (Mathématiques et sciences humaines, 2011).

• Brokerage (Annual Review of Sociology, 2012).

• Birds of a Feather: Homophily in Social Networks (Annual Review of Sociology, 2001).

• Network Analysis and Political Science (Annual Review of Political Science, 2011).

Selected Papers / Social, Economic and Political Networks

• Coauthorship and Citation Patterns in the Physical Review, by Travis Martin et al. - Highly typical study of scientific publishing productivity and collaboration through temporal network analysis (preprint; Physical Review E, 2013).

• La notion de réseau complexe : du réseau comme abstraction et outil à la masse de données des réseaux sociaux en ligne, by Alain Barrat, in French - Accessible introduction to the study of complex networks (Communication & Organisation, 2013).

• Network Analysis, Culture, and the Problem of Agency, by Mustafa Emirbayer and Jeff Goodwin (American Journal of Sociology, 1994), and Manifesto for a Relational Sociology, by Mustafa Emirbayer (American Journal of Sociology, 1997) - Sociological foundations for a science of social ties.

• Node Centrality in Weighted Networks: Generalizing Degree and Shortest Paths, by Tore Opsahl, Filip Agneessens and John Skvoretz - Explores the generalization of network centrality and distance measures to (positively) valued graphs (Social Networks, 2010; companion website).

• Scale-Free Networks, by Albert-László Barabási and Eric Bonabeau - Early, accessible formulation of the “networks are everywhere” argument (Scientific American, 2003).

• The Performativity of Networks, by Kieran Healy - Network analysis meets science studies: social networks, like financial markets, are highly subject to performativity, i.e. the possibility that reality might be altered by its theoretical inquiry (European Journal of Sociology, 2015).

• The Ties that Divide: A Network Analysis of the International Monetary System, 1890–1910 (The Journal of Economic History, 2005) and The Empirics of International Currencies: Network Externalities, History and Persistence (The Economic Journal, 2009), both by Marc Flandreau and Clemens Jobst - Network analysis of the foreign exchange system in the late 19th century (data).

• Topics in Social Network Analysis and Network Science, by A. James O’Malley and Jukka-Pekka Onnela - 50-page introduction to network analysis, with just the right amount of detail on all aspects of it (The Handbook of Health Services Research, forthcoming 2017).

Software / Social, Economic and Political Networks

• EgoWeb - Server-side software for social network data collection and processing.

• Graphia - Cross-platform tool to visualize large and complex networks (announcement).

• qgis-edge-bundling (⭐65) - Implementation of force-directed edge bundling for the QGIS Processing toolbox.

• Retina - Web application to share GEXF and GraphML network visualizations.

• Visone - Cross-platform Java network analysis and visualization program, free for noncommercial use.
  • Visone Tutorials - Including one using an archaeological case study (2017).

• VOSviewer - Cross-platform Java tool for constructing and visualizing bibliometric networks.

Software / Algorithms

• CONGA and CONGO - Algorithms to detect overlapping communities in networks, written in Java.

• Linkcomm - Link Communities in Complex Networks (⭐96) - Community detection algorithms, available in C++, Python and R.

• MixNet - Erdös-Rényi Mixture Model for Networks - Community detection method, available in C++ and R.

• vbmod: Variational Bayesian Inference for Network Modularity - MATLAB and Python implementations of a Bayesian community detection algorithm.

Software / C / C++

• BGL - Boost Graph Library - C++ library that provides a generic interface to access graph structures.

• igraph - C library of network analysis tools; also exists as packages for Python and R.

• MapEquation - C++ code for the Infomap method of multilevel community detection.

• Louvain Method - C++ code for the Louvain multi-level community detection algorithm.

• networks.tb - C program designed for analyzing socio-semantic networks. Runs on Linux and Mac OS X.

• OGDF - Open Graph Drawing Framework - Self-contained C++ class library for diagram, network and tree layouts.

• Walktrap - C++ program that implements the WalkTrap community detection algorithm.

Software / Java

• GraphStream - Java library for the modeling and analysis of dynamic graphs.

Software / JavaScript

• Cytoscape.js - Network analysis and visualization library.

• GENSI - JavaScript graphical tool to collect ego-centered network data (paper).

• GoJS - Visualization library to draw diagrams and several types of network layouts.

• greuler - Visualization library to build and manipulate graphs through a simple API. Powered by d3.js and WebCola.

• Popoto.js (⭐523) - Library based on d3.js that provides a graph based search interface.

• Sigma - JavaScript library dedicated to graph drawing.

• vis.js - JavaScript library with network visualization capabilities.

Software / Julia

• Graphs.jl (⭐204) - Package to manipulate graph objects in Julia.
  • Creating Network Diagrams in Plotly from Julia.
  • MetaGraphs (⭐66) - Graph data structures with multiple heterogeneous metadata for Graphs.jl.

Software / Python

• bokeh - Python library for interactive data visualization in the browser, with support for networks.

• cdlib (⭐399) - Python community detection library, with 60+ methods and evaluation/visualization features.

• nngt - Library-agnostic graph generation and analysis that wraps around networkx, igraph and graph-tool). Includes normalized graph measures, advanced visualizations, (geo)spatial tools, and interfaces for neuroscience simulators.

• scipy.sparse.csgraph - Fast graph algorithms based on sparse matrix representations.

• tnetwork (⭐16) - Python library for temporal networks, and dynamic community detection in particular.

Software / R

• Bergm - Tools to analyse Bayesian exponential random graph models (BERGM). Related Twitter: @BayesianSNA.

• brainGraph - Tools for performing graph theory analysis of brain MRI data.

• dodgr - Computes distances on dual-weighted directed graphs, such as street networks, using priority-queue shortest paths.

• EpiModel - Tools for simulating mathematical models of infectious disease dynamics (presentation paper).

• ergMargins - Process analysis for ERGMs.

• ergmito - ERGMs for small networks.

• fergm - Frailty ERGMs.

• geomnet - Single-geometry approach to network visualization with ggplot2.

• ggnetwork - Multiple-geometries approach to plot network objects with ggplot2.

• ggraph - Grammar of graph graphics built in the spirit of ggplot2. See also: tidygraph R package.

• migraph - A set of tools that extend common social network analysis packages for analysing multimodal and multilevel networks.

• relevent - Tools to fit relational event models (REM).
  • informR - Tools to create sequence statistics from event lists to be used in relevent.

• spnet - Methods for visualizing spatial networks on maps in the sp class.

• spNetwork - Methods for spatial network analysis, including e.g. kernel density estimation, distances and point pattern analysis.

• statnet - The project behind many R network analysis packages (mailing-list, tutorials/workshops).
  • Exponential Random Graph Models (ERGMs) Using statnet (2022).
  • Guides for Using the statnet Package (2010).
  • Modeling Valued Networks with statnet (2022).

• tidygraph - ‘Tidy’ approach to building graph structures. See also: ggraph R package.
  • Introducing tidygraph
  • Tidying up your network analysis with tidygraph and ggraph

Varia / Tutorials

• (Psychological) Network Analysis Workshops - 3-day workshop on psychological network analysis using R (2019).

Varia / Fictional Networks

• Character Co-Occurrences in Victor Hugo’s Les Misérables, plotted as an adjacency matrix, written in Python (+ Javascript).

• Social Network Analysis of Alice in Wonderland.

• Universal Properties of Mythological Networks (preprint).

Varia / Network Science

• From Albert-László Barabási’s review articles:
  • Taming Complexity.
  • The Network Takeover.

• The Invasion of the Physicists - How “network science” came up.

• Isolated Social Networkers, Networks and Netwars and The Inter-Disciplinary Politics of Interdisciplinary Research or, “Hey, That Was My Idea First.” - Series of blog posts that predate the advent of “network science” as a buzzword, but that touch upon the same issues as those now being discussed under that heading.

• Predicting Highly Cited Papers - Prediction of the next highly cited papers in network science.

Varia / Two-Mode Networks

• L’analyse des graphes bipartis, in French (2013).

• Basic Notions for the Analysis of Large Two-mode Networks (preprint, related code; Social Networks, 2008).

• Generalized Blockmodeling of Two-mode Network Data (preprint).

• Generalized Two-Mode Cores.

8. Awesome Cpp

Debug

• Catch2 (⭐20k) - A modern, C++-native, test framework for unit-tests, TDD and BDD. [Boost]

9. Awesome Digital History

Archives and primary sources / Asia

• FOCAL - The Asia Directories and Chronicles is a reference work for foreign traders in the Asian region, published annually by the Hong Kong Daily Press, annually between 1863 and 1941.

Archives and primary sources / Global

• Fxtop - Forex rate history since 1953.

Archives and primary sources / Great Britain

• National Records of Scotland - Repository for the public and legal records of Scotland.

• The National Archives - A non-ministerial department, and the official archive and publisher for the UK Government, and for England and Wales.

• The Proceedings of the Old Bailey - London's Central Criminal Court, 1674 to 1913.

Archives and primary sources / Netherlands

• Delpher - Dutch newspapers, books and magazines.

• Nationaal Archief - Rich collection of the National Archives of the Netherlands.

Archives and primary sources / North America

• Ad*Access - U.S. and Canadian advertisements covering five product categories - Beauty and Hygiene, Radio, Television, Transportation, and World War II propaganda - dated between 1911 and 1955.

• David Rumsey Map Collection - Historical maps collection.

• Digital Transgender Archive - Wide range of trans-related digitized historical materials, born-digital materials, and information on archival holdings throughout the world.

• HathiTrust - A not-for-profit collaborative of academic and research libraries preserving and making accessible millions of digitized items.

• Perry-Castañeda Library Map Collection - Online collection of scanned maps.

Archives and primary sources / Switzerland

• Année Politique Suisse - Sources and database for swiss socio-political topics.

• arCHeco - Index of economic collections in archives of Switzerland and Liechtenstein.

• e-codices - Virtual manuscript library of Switzerland.

• histHub - The platform manages authority files on Swiss history.

• MEMOBASE - Provides access to audiovisual documents from Swiss memory institutions.

• Sammlung Schweizerischer Rechtsquellen online - Retrodigitalisierte und digitale Editionseinheiten der Schweizerischen Rechtsquellen. Ediert wird rechtshistorisches Quellenmaterial vom Mittelalter bis in die Frühe Neuzeit (1798).

Learning / Switzerland

• Crafting Digital History - A Workbook for Methods and Readings in Digital History.

• Digital History Guide - Introduction to the web for historians, who wish to produce online historical work.

• HIST 7370 - Online course for Methods and Readings in Digital History.

• History Toolkit - History Toolkit for Students.

• Local Linkages - Professional development curriculum to introduce to historical research methods and digital history skills.

• Python für Historiker:innen - The Jupyter Book (in German language) is aimed at historians who are looking for a first application-oriented and interactive introduction to the Python programming language.

More Awesome / Switzerland

• Data Visualization (⭐4k) - A curated list of awesome open-source data visualizations frameworks, libraries and software.

• Research Tools (⭐2.3k) - A list of tools for research.

• Scientific Writing (⭐820) - Scientific writing can extend beyond LaTeX, made possible by formats, such as Markdown (and its many flavours), reStructuredText and Jupyter notebooks.

10. Awesome Eslint

Plugins / Frameworks

• Svelte (⭐349) - Linting rules for Svelte v3 Components.

11. Awesome Orgs

Web

• Mdx-js - Markdown for the component era.

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