Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
Mathematics
Mathematics is an area of knowledge that includes such topics as numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes.
- GitHub: https://github.com/topics/mathematics
- Wikipedia: https://en.wikipedia.org/wiki/Mathematics
- Aliases: math,
- Last updated: 2025-01-24 00:18:44 UTC
- JSON Representation
https://github.com/stdlib-js/math-iter-special-logit
Create an iterator which evaluates the logit function for each iterated value.
iterable iterate iterator javascript log-odds logistic logit math mathematics node node-js nodejs proportion sigmoid special stdlib
Last synced: 10 Nov 2024
https://github.com/ruun/ruanscript
A programming language for high school and college level math
calculus ci-cd college college-project continuous-integration javascript math mathematics programming-language programming-languages ruanscript student study-project
Last synced: 11 Nov 2024
https://github.com/stdlib-js/stats-base-smaxabs
Calculate the maximum absolute value of a single-precision floating-point strided array.
abs absolute domain extent extremes javascript math mathematics max maximum node node-js nodejs range statistics stats stdlib strided strided-array typed
Last synced: 09 Jan 2025
https://github.com/stdlib-js/random-streams-cosine
Create a readable stream for generating pseudorandom numbers drawn from a raised cosine distribution.
continuous cosine javascript math mathematics node node-js nodejs prng pseudorandom raised rand random readable rng seed statistics stats stdlib stream
Last synced: 27 Nov 2024
https://github.com/llee454/pigeons
A proof of the Pigeonhole principle. The Pigeonhole principle is a fundamental theorem that is used widely in Computer Science and Combinatorics, it asserts that if you put n things into m containers, and n > m, then at least one of the containers contains more than one thing.
coq coq-formalization mathematics pigeonhole proof theorem-proving theorems
Last synced: 23 Oct 2024
https://github.com/imedadel/gatsby-papers
WIP - Easily publish your academic papers on the web using GatsbyJS
academia academic academic-paper academic-website computer-science gatsby-blog gatsby-starter gatsbyjs mathematics physics wip work-in-progress
Last synced: 29 Dec 2024
https://github.com/learnmathweb/app
LearnMath Official App
app electron electronjs learnmath math mathematics maths
Last synced: 11 Oct 2024
https://github.com/kartikk-26/leetcode-hustle
This repository is dedicated to solving one LeetCode question every day and pushing it here.
array binary-search dsa-algorithm java mathematics queue stack
Last synced: 27 Nov 2024
https://github.com/yunusey/newtonfractals
Newton Fractals in Godot!
2d animation fractals game godot godot-engine godot4 math mathematic-modeling mathematics simulation
Last synced: 24 Jan 2025
https://github.com/abhijit2505/matlab-projects
MATLAB is a multi-paradigm numerical computing environment and proprietary programming language developed by MathWorks. This repository contains some of my MATLAB practice projects.
integrals mathematics matlab ode-solver vizualisation
Last synced: 23 Jan 2025
https://github.com/spenceypantsy1/mnist-neural-network-with-numpy
A neural network built from scratch using NumPy to classify MNIST handwriting data. Focused on understanding the mathematics and algorithms behind deep learning.
backpropagation deep-learning image-classification machine-learning mathematics mnist neural-networks numpy python
Last synced: 28 Nov 2024
https://github.com/stdlib-js/random-streams-discrete-uniform
Create a readable stream for generating pseudorandom numbers drawn from a discrete uniform distribution.
discrete javascript math mathematics node node-js nodejs prng pseudorandom rand random readable rng seed seedable statistics stats stdlib stream uniform
Last synced: 01 Dec 2024
https://github.com/stdlib-js/random-base
Standard library base pseudorandom number generators.
base generator javascript lib library math mathematics node node-js nodejs prng pseudorandom rand random rng seed standard statistics stats stdlib
Last synced: 01 Dec 2024
https://github.com/galenseilis/conaction
A package for studying how things change together.
correlation correlation-analysis correlation-coefficient entropy-measures estimation information-theory math mathematical-functions mathematics multilinear-maps python python3 statistics statistics-library statistics-toolbox thesis-project transformation
Last synced: 09 Nov 2024
https://github.com/auralius/advanced-engineering-math-with-maple
Maple codes for the Advanced Engineering Mathematics course
engineering engineering-mathematics maple mathematics numerical-method ode pde
Last synced: 05 Dec 2024
https://github.com/stdlib-js/math-iter-sequences-nonsquares
Create an iterator which generates a sequence of nonsquares.
int integer iter iterate iteration iterator javascript math mathematics node node-js nodejs non-square nonsquare number sequence squared squares stdlib
Last synced: 21 Dec 2024
https://github.com/stdlib-js/math-base-special-kernel-tan
Compute the tangent of a number on [-π/4, π/4].
angle javascript kernel math mathematics node node-js nodejs radians stdlib tan tangent trig trigonometry
Last synced: 21 Dec 2024
https://github.com/nonlin-lin-chaos-order-etc-etal/websofmath_now_sh_nextjs
Nonlinear Mathematics Example
logic math mathematics metamath mm nl nlsci nonlinear nonlinear-science science synergetic synergetics
Last synced: 01 Dec 2024
https://github.com/fuglede/burau
Search for non-trivial elements of the kernel of the Burau representation of the four-strand braid group.
braid braid-groups braids burau hacktoberfest math mathematical-physics mathematics quantum-field-theory representation-theory topological-quantum-computation topology
Last synced: 09 Nov 2024
https://github.com/ahmedgrati/python_simplex
Python simplex algorithm
mathematics python simplex-algorithm
Last synced: 12 Jan 2025
https://github.com/stdlib-js/constants-float16-precision
Effective number of bits in the significand of a half-precision floating-point number.
const constant float floating-point half ieee754 javascript math mathematics node node-js nodejs precision significand stdlib
Last synced: 09 Nov 2024
https://github.com/bjoern-hempel/js-reinforcement-learning-framework
A reinforcement learning framework
javascript mathematics mit-license reinforcement-learning reinforcement-learning-algorithms statistics
Last synced: 27 Dec 2024
https://github.com/agucova/psuprep
:closed_book: A dynamic summary generator for the Chilean national math admissions test (PSU/PDT).
education flask gunicorn heroku huey latex mathematics
Last synced: 09 Jan 2025
https://github.com/skylark0924/mathematics-for-engineering
Record my learning notes about Mathematics
Last synced: 30 Nov 2024
https://github.com/stdlib-js/math-strided-special-bessely1-by
Compute the Bessel function of the second kind of order one for each element retrieved from an input strided array via a callback function.
accessor array bessel callback clbk element-wise javascript map math mathematics ndarray node node-js nodejs special stdlib strided transform vector y1
Last synced: 08 Nov 2024
https://github.com/lewisakura/100-test
A math question that evaluates to 100. Designed to test operator precedence.
bidmas bodmas math mathematics operator-precedence programming-language-development test testing
Last synced: 25 Jan 2025
https://github.com/mikebsg01/competitive-programming
Solutions of several online judges and problems of programming competitions (data structures and algorithms).
algorithms bitmask c c-plus-plus competitive-programming cpp11 data-structures dp graphs hashing java mathematics online-judges programming-competitions programming-contests python3 ruby trees vectors
Last synced: 09 Nov 2024
https://github.com/sayidmushtaq/gradegenius
GradeGenius is a simple web app designed to make calculating your exam grades easy and efficient. 🧑🏼🎓
grade-calculator html-css-javascript mathematics
Last synced: 25 Nov 2024
https://github.com/stdlib-js/stats-iter
Standard library functions for computing statistics over iterators.
iter iteration iterator iterators javascript lib library math mathematics node node-js nodejs standard statistics stats stdlib
Last synced: 21 Oct 2024
https://github.com/pniewiejski/ulam-spiral
Generate ulam spirals 🌀
mathematics prime-numbers sieve-of-eratosthenes ulam-spiral
Last synced: 31 Oct 2024
https://github.com/digitalkaoz/rechentrainer
let your kids train some basic math
flutter learning mathematics mobx
Last synced: 07 Dec 2024
https://github.com/avezoor/avz-project-euler
A project of solving programming algorithm problems taken from projecteuler.net
algorithm mathematics projecteuler projecteuler-solutions
Last synced: 20 Dec 2024
https://github.com/deanblackborough/mathsquiz
Small Maths quiz. app to generate questions for my 8 and 2 year old. Generates random short division and long multiplication questions.
beginner cpp learning-by-doing mathematics
Last synced: 22 Dec 2024
https://github.com/stdlib-js/math-strided-special-acos-by
Compute the arccosine of each element retrieved from an input strided array via a callback function.
acos arccosine array element-wise inverse javascript map math mathematics ndarray node node-js nodejs radians stdlib strided transform trig trigonometry vector
Last synced: 08 Nov 2024
https://github.com/stdlib-js/math-base-ops-mul
Multiply two double-precision floating-point numbers.
double double-precision javascript math mathematics multiplication multiply node node-js nodejs number prod product stdlib times
Last synced: 08 Nov 2024
https://github.com/MartinKondor/positron
Blazingly fast deep learning library for Python.
ai algorithms artificial-intelligence deep-learning deep-neural-networks machinelearning math mathematics neural-network neural-networks
Last synced: 02 Nov 2024
https://github.com/surajsgh/data-structures-and-algorithms
👨💻 💪 A Repository of General Mathematical Programs, Bits Manipulation, Recursion and 'Data Structures and Algorithms'.
algorithms data-structures java leetcode mathematics problem-solving recursion technical-interview-questions
Last synced: 09 Nov 2024
https://github.com/wtanaka/ansible-role-numpy
Ansible role to install numpy for Python
ansible ansible-galaxy ansible-role ansible-roles galaxy linear-algebra linear-algebra-library linearalgebra math mathematics numpy python scientific scientific-computing
Last synced: 23 Jan 2025
https://github.com/stdlib-js/math-base-special-sin
Compute the sine of a number.
angle javascript math mathematics node node-js nodejs radians sin sine stdlib trig trigonometry
Last synced: 15 Oct 2024
https://github.com/0kalekale/mandelbrot-rs
mandelbrot set in opengl with glium
fractal glium mandelbrot mandelbrot-fractal math mathematics opengl rust
Last synced: 06 Dec 2024
https://github.com/pelenium/math-parser
Math parser of expressions in Polish notaiton (LISP like)
expression-evaluator expression-parser fsharp math mathematics maths parser polish-notation
Last synced: 21 Jan 2025
https://github.com/rajatasusual/realtime-vector-embeddings
This project is created to understand how similar different pieces of text are in a multi-dimensional space. This is a crucial concept in Natural Language Processing (NLP) tasks such as text classification, clustering, and recommendation systems.
ai embeddings gpt graph-algorithms mathematics neural-network ollama plotly rag vector-database
Last synced: 06 Jan 2025
https://github.com/stdlib-js/math-base-tools-lucaspoly
Evaluate a Lucas polynomial.
eval evalpoly evaluate fib fibo fibonacci javascript lucas math mathematics negalucas node node-js nodejs number poly polynomial polyval stdlib
Last synced: 18 Nov 2024
https://github.com/stdlib-js/math-base-special-fibonacci-index
Compute the Fibonacci number index.
fib fibonacci function index javascript math mathematics node node-js nodejs number seq sequence special special-functions stdlib
Last synced: 23 Jan 2025
https://github.com/stdlib-js/blas-ext-base-dnannsumkbn
Calculate the sum of double-precision floating-point strided array elements, ignoring NaN values and using an improved Kahan–Babuška algorithm.
array blas compensated extended float64 javascript math mathematics node node-js nodejs statistics stats stdlib strided strided-array sum summation total typed
Last synced: 06 Nov 2024
https://github.com/stdlib-js/array-linspace
Generate a linearly spaced numeric array.
array generic javascript linear linspace math mathematics matlab node node-js nodejs stdlib utilities utils
Last synced: 18 Nov 2024
https://github.com/stdlib-js/math-base-special-pow
Exponential function.
exponential function javascript math mathematics natural node node-js nodejs number pow power stdlib
Last synced: 12 Oct 2024
https://github.com/stdlib-js/random-iter
Standard library pseudorandom number generator iterators.
generator javascript lib library math mathematics node node-js nodejs prng pseudorandom rand random rng seed seedable standard statistics stats stdlib
Last synced: 18 Nov 2024
https://github.com/stdlib-js/random-iter-logistic
Create an iterator for generating pseudorandom numbers drawn from a logistic distribution.
continuous generator iterator javascript logistic math mathematics node node-js nodejs prng pseudorandom rand random rng seed seedable statistics stats stdlib
Last synced: 19 Jan 2025
https://github.com/stdlib-js/math-base-utils-relative-difference
Compute the relative difference of two real numbers.
abs diff difference dist distance error javascript math mathematics node node-js nodejs numbers relative stdlib
Last synced: 18 Nov 2024
https://github.com/stdlib-js/math-base-special-inv
Compute the multiplicative inverse of a double-precision floating-point number.
dbl double double-precision inv inverse javascript math mathematics multiplicative node node-js nodejs number reciprocal stdlib
Last synced: 15 Jan 2025
https://github.com/stdlib-js/math-iter-utils-continued-fraction
Evaluate the terms of a continued fraction.
approximation continued fraction iterable iterate iterator javascript math mathematics node node-js nodejs stdlib
Last synced: 08 Nov 2024
https://github.com/lebrancconvas/gcd-lcm
Finding GCD and LCM via Web Application.
gcd lcm material-ui math mathematics maths mui personal-project react reactjs side-project
Last synced: 08 Jan 2025
https://github.com/stdlib-js/math-strided-special-ceil
Round each element in a strided array toward positive infinity.
array ceil element-wise integer javascript math mathematics ndarray nearest node node-js nodejs round stdlib strided vector
Last synced: 08 Nov 2024
https://github.com/raphsenn/least-squares
Least squares data fitting with SFML in C++.
cplusplus data-fitting data-science data-visualization gauss-newton gauss-newton-method least-sqaure-method least-squares least-squares-approximation linear-regression machine-learning mathematics newtons-method sfml
Last synced: 21 Jan 2025
https://github.com/stdlib-js/random-base-logistic
Logistic distributed pseudorandom numbers.
factory generator javascript logistic math mathematics node node-js nodejs prng pseudorandom rand random rng seed seedable statistics stats stdlib
Last synced: 12 Oct 2024
https://github.com/nohomey/mathematics
Solving mathematic tasks in first semester of studying Bachelor of Informatics in FMI at SU using LaTex
homework latex lims linear-algebra mathematical-analysis mathematics
Last synced: 13 Jan 2025
https://github.com/dhiraj9022/hackerrank
#10DaysOfJavascript #10DaysOfStatistics #hackerrank #mathematics & Statistics #30daysofcode
Last synced: 29 Nov 2024
https://github.com/eigenein/bpci
Binomial proportion confidence intervals
agresti-coull binomial crate mathematics proportions rust rust-library statistics wald-interval wilson-score
Last synced: 12 Jan 2025
https://github.com/bhavik-jikadara/ai-ml-roadmap
Welcome to the ultimate guide for starting your journey in Artificial Intelligence and Machine Learning in 2024! This roadmap provides a step-by-step approach to mastering AI and ML, from fundamentals to advanced topics.
artificial-intelligence computer-vision deep-learning deployment fundamentals-of-programming keras libraries machine-learning mathematics mlops natural-language-processing production-code pytorch reinforcement-learning roadmap scikit-learn tensorflow tools
Last synced: 09 Nov 2024
https://github.com/kientech/data-science-self-study
Self-study in data science involves taking the initiative to learn and master the skills and concepts related to data analysis and modeling through various resources, courses or bootcamps, and personal projects. This approach requires strong self-motivation and discipline, but provides a flexible..
code data-science jupyter-notebook mathematics python
Last synced: 26 Jan 2025
https://github.com/ninivert/lissajous-plotter
ES6 JavaScript implementation of the Lissajous plots
animation lissajous lissajous-curve lissajous-figures mathematics
Last synced: 05 Jan 2025
https://github.com/firelemons/probability-programs
The scripts for Introduction to Probability by Charles M. Grinstead and J. Laurie Snell ported to python
mathematics probability python
Last synced: 06 Dec 2024
https://github.com/stdlib-js/math-tools
Standard library math tools.
javascript lib library math mathematics node node-js nodejs standard stdlib tooling tools
Last synced: 20 Jan 2025
https://github.com/stdlib-js/stats-base-dsvariance
Calculate the variance of a single-precision floating-point strided array using extended accumulation and returning an extended precision result.
array deviation dispersion javascript math mathematics node node-js nodejs sample-variance standard-deviation statistics stats stdlib strided strided-array typed unbiased var variance
Last synced: 24 Oct 2024
https://github.com/stdlib-js/stats-base-meanwd
Calculate the arithmetic mean of a strided array using Welford's algorithm.
arithmetic-mean array average avg central-tendency javascript math mathematics mean node node-js nodejs statistics stats stdlib strided strided-array welford
Last synced: 24 Oct 2024
https://github.com/strake/stern-brocot.hs
Library of the Stern-Brocot representation of the rational numbers
arithmetic mathematics rational-numbers stern-brocot-tree
Last synced: 19 Jan 2025
https://github.com/bartolomej/vector-field
Dynamical 2D vector field visualisation.
mathematics vector-field visualization
Last synced: 22 Dec 2024
https://github.com/kristorres/ferrers-rocher
🤓 A web app that animates bijections of integer partitions.
javascript mathematics nodejs rollup svelte web-app
Last synced: 29 Nov 2024
https://github.com/stdlib-js/stats-base-dsemyc
Calculate the standard error of the mean for a double-precision floating-point strided array using a one-pass algorithm proposed by Youngs and Cramer.
array estimate estimation float64 javascript math mathematics mean node node-js nodejs standard-deviation standard-error standard-error-of-the-mean statistics stats stdlib strided strided-array typed
Last synced: 13 Jan 2025
https://github.com/stdlib-js/math-base-special-falling-factorial
Compute the falling factorial.
descending factorial falling falling-sequential function gamma javascript lower math mathematics node node-js nodejs number special special-function stdlib
Last synced: 13 Jan 2025
https://github.com/a3ro-dev/weather-prediction-application
a weather prediction application built using Streamlit. The application predicts future temperatures and weather types based on past trends. It provides a sleek and intuitive user interface for input and displays the predictions dynamically.
charts mathematics matplotlib numpy plotting python python3 streamlit weather weather-app weather-forecast weatherprediction webapp
Last synced: 31 Oct 2024
https://github.com/itis-enrico-fermi/notespeedup
A collection of tools to speed up digital note-taking in scientific and mathematical fields.
algebra coefficients latex latex-generator latex-notes lecture-notes linear-algebra math-notes mathematics matrices note-taking notes python-script python3 scalars vectors
Last synced: 21 Jan 2025
https://github.com/stdlib-js/random-strided-minstd
Fill a strided array with pseudorandom numbers generated using a linear congruential pseudorandom number generator (LCG).
javascript lcg lehmer math mathematics minstd node node-js nodejs prng pseudorandom rand randi randint random randu rng statistics stats stdlib
Last synced: 14 Dec 2024
https://github.com/forked-from-1kasper/principia
Principia: Metamath-like Logician Language
formal-languages logic mathematics metamath proof-assistant theorem-prover
Last synced: 10 Nov 2024
https://github.com/quantum-software-development/statistical-measures
This repository contains a statistical analysis of customer service ratings for Biscobis Ltd
machine-learning mathematics mathp mathplotlib measurements numpy pandas puthon3 seaborn statisctics
Last synced: 31 Oct 2024
https://github.com/mathflowjs/mathflow
💎 A scripting language designed for solving mathematical expressions and calculations.
henryhale language math-library math-parser mathematical-expressions mathematics ts typescript
Last synced: 08 Jan 2025
https://github.com/lancejpollard/hash
Hashing Function Theory
cryptography group-theory hash-functions mathematics papers
Last synced: 30 Nov 2024
https://github.com/stdlib-js/math-base-special-asindf
Compute the arcsine (in degrees) of a single-precision floating-point number.
arcsine asin degree inverse javascript math mathematics node node-js nodejs radians sine stdlib trig trigonometry
Last synced: 17 Nov 2024
https://github.com/stdlib-js/random-array-tools
Pseudorandom number generator array creation function tools.
generator javascript lib library math mathematics node node-js nodejs prng pseudorandom rand random rng seed seedable standard statistics stats stdlib
Last synced: 20 Nov 2024
https://github.com/Mahdi7s/WPF-Oxyplot-ReactiveUI
A WPF application, which allows you to load data files that contain pairs of x and y values and display them on a graph.
mathematics mvvm-architecture oxyplot reactiveui wpf-application
Last synced: 23 Oct 2024
https://github.com/kolosovpetro/polynomialidentityinvolvingbtandfaulhaber
Polynomial identity involving Binomial Theorem and Faulhaber's formula
binomial-theorem math mathematics open-research open-science polynomials preprints research research-project working-paper
Last synced: 16 Jan 2025
https://github.com/stdlib-js/stats-base-dvarianceyc
Calculate the variance of a double-precision floating-point strided array using a one-pass algorithm proposed by Youngs and Cramer.
cramer deviation dispersion javascript math mathematics node node-js nodejs sample-variance standard-deviation statistics stats stdlib strided strided-array unbiased var variance youngs
Last synced: 20 Nov 2024
https://github.com/stdlib-js/stats-base-sdsmeanors
Calculate the arithmetic mean of a single-precision floating-point strided array using ordinary recursive summation with extended accumulation.
arithmetic-mean array average avg central-tendency float32 javascript math mathematics mean node node-js nodejs ors statistics stats stdlib strided strided-array typed
Last synced: 28 Oct 2024
https://github.com/julieisbaka/code-math-ai
Data set for an AI with the function / purpose of assisting in mathamatical computations and general coding / development.
ai machine-learning math math-library mathematica mathematical-expressions mathematical-modelling mathematical-programming mathematics maths matlab matplotlib matplotlib-animation matplotlib-figures matplotlib-pyplot matplotlib-python
Last synced: 21 Jan 2025
https://github.com/xcarpentier/fibo-premier
experimentation with rust programming
fibonacci mathematics rust rust-lang
Last synced: 11 Dec 2024
https://github.com/mattmcmanis/triangulum
Pascal's Triangle Generator
generator math mathematics pascal-triangle pascal-triangle-generator pascals-triangle
Last synced: 23 Jan 2025
https://github.com/mgobeaalcoba/maths_functions_in_notebooks
estatistic jupyter-notebook mathematics maths python
Last synced: 20 Jan 2025
https://github.com/kolosovpetro/identitiesinrascaltriangle
In this manuscript, we show new binomial identities in iterated rascal triangles, revealing a connection between the Vandermonde convolution and iterated rascal numbers. We also present Vandermonde-like binomial identities. Furthermore, we establish a relation between iterated rascal triangle and (1,q)-binomial coefficients.
binomial-coefficient binomial-theorem mathematica mathematics open-research open-science pascals-triangle research-paper research-project
Last synced: 16 Jan 2025
https://github.com/neemiasbsilva/datascience-portfolio
Hello guys, welcome to my Data Science Portfolio. I include some knowledges I earn in my journey. I included some case study, papers, and code. Please check the readme.
case-study churn-prediction code-challenges data-analysis data-science deep-learning forecasting fundamental-of-statistics health-care image-recognition machine-learnin machine-learning math mathematics pattern-recognition portfolio programming-skills speech-emotion-detection statistics voice-activity-detection
Last synced: 05 Jan 2025
https://github.com/melihcanndemir/3d-fractal-explorer
Interactive 3D visualization tool for exploring the mesmerizing world of Mandelbrot and Julia fractals. Built with Python, OpenGL and PyQt5, offering real-time animation and intuitive controls.
3d-graphics complex-numbers computer-graphics data-visualization educational fractal graphics-programming interactive julia-set mandelbrot math-visualization mathematical-art mathematics numpy opengl pyqt pyqt5 python scientific-visualization visualization
Last synced: 05 Jan 2025
https://github.com/verzatiledev/university.210ct_exercises
Software to Solve Mathematics Factorial Numbers Trailing's, Algorithms
cplusplus mathematics software university-assignment
Last synced: 08 Jan 2025
https://github.com/afg6k7h4fhy2/re-tdwmfc-2024
A replication in Python of some of the 2024 paper (The Demographic-Wealth model for cliodynamics) by Wittmann and Kuehn.
cliodynamics demography history mathematics modeling python
Last synced: 27 Dec 2024
https://github.com/stdlib-js/stats-base-sstdevyc
Calculate the standard deviation of a single-precision floating-point strided array using a one-pass algorithm proposed by Youngs and Cramer.
deviation dispersion javascript math mathematics node node-js nodejs sample-standard-deviation spread standard-deviation statistics stats stdlib strided strided-array typed unbiased var variance
Last synced: 17 Nov 2024