Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
NumPy
NumPy is an open source library for the Python programming language, adding support for large, multidimensional arrays, and matrices, along with a large collection of high-level mathematical functions to operate on these arrays.
- GitHub: https://github.com/topics/numpy
- Wikipedia: https://en.wikipedia.org/wiki/NumPy
- Repo: https://github.com/numpy/numpy
- Created by: Travis Oliphant
- Related Topics: python, scipy,
- Last updated: 2024-11-15 00:20:36 UTC
- JSON Representation
https://github.com/xpcosmos/classificao-multilabel
Nesse projeto utilizei as bibliotecas e ferramentas mais populares para resolução de um problema de identificação de tags em discursões do StackOverFlow. Através de técnicas de NLP, os dados textuais foram transformados e realizada a aplicação dos algoritmos de classificação de múltiplas labels.
labels matplotlib multilabel-classification numpy pandas python seaborn sklearn
Last synced: 14 Nov 2024
https://github.com/yashika-malhotra/data-exploration-and-visualization-for-streaming-platform
Data Analysis and Visualization for streaming platform to provide insights and recommendations to improve their userbase.
colab-notebook data data-visualization jupyter-notebook matplotlib numpy pandas python seaborn
Last synced: 14 Nov 2024
https://github.com/sun-data/colorsynth
A Python library for creating false-color images from Numpy arrays of spectral intensity
cie1931 color-theory false-color-image image-processing matplotlib numpy spectrogram spectroscopy
Last synced: 20 Oct 2024
https://github.com/inspiaaa/2d-dft-visualisation
An interactive app that visualises how a 2D discrete Fourier Transform (DFT) works
2d dft discrete-fourier-transform fft image-processing matplotlib numpy python
Last synced: 13 Nov 2024
https://github.com/yashika-malhotra/cardioflex-treadmill-analysis-using-descriptive-statistics-probability
Description Analysis and Visualization on CardioFlex Treadmill data to provide insights and recommendations to improve their userbase.
colab-notebook data data-visualization jupyter-notebook matplotlib numpy pandas python seaborn
Last synced: 14 Nov 2024
https://github.com/messier16/m16_mlutils
Some stuff that is probably better implemented somewhere else but I'm still a newbie to find out where...
machine-learning numpy pandas python
Last synced: 28 Oct 2024
https://github.com/cursedprograms/ar-python-opencv
Augmented Reality with Python. Aruco Markers & OpenCV
aruco aruco-marker-detection aruco-markers aruco-markers-detection augmented-reality augmented-reality-applications matplotlib numpy opencv python
Last synced: 29 Oct 2024
https://github.com/ahmedshahriar/sentiment-analysis
Sentiment Analysis Projects
adam-optimizer data-science-projects deep-learning deep-neural-networks dense densely-connected-networks jupyter-notebook long-short-term-memory lstm-model lstm-sentiment-analysis machine-learning matplotlib numpy pandas scikit-learn sentiment-analysis tensorflow tensorflow-hub tensorflow-models tensorflow-text
Last synced: 03 Nov 2024
https://github.com/zceemja/si-base
A basic python package that converts numerical strings with units to base units
conversion jax numpy python scientific scipy
Last synced: 14 Oct 2024
https://github.com/anujdutt9/cnn-deep-layer-filters-visualization
CNN Deep Layer Filters Visualization using Tensorflow.
convolutional-neural-networks hidden-layers numpy python35 tensorflow visualization
Last synced: 13 Nov 2024
https://github.com/gandhasiri-rahul-mohan/random-forests-q2-company_data
About the data: Let’s consider a Company dataset with around 10 variables and 400 records.
data-science machine-learning numpy pandas python random-forest seaborn-plots
Last synced: 14 Nov 2024
https://github.com/gandhasiri-rahul-mohan/random-forests-q1-fraud_check
Use Random Forest to prepare a model on fraud data treating those who have taxable_income <= 30000 as "Risky" and others are "Good"
data-science machine-learning numpy pandas python random-forest
Last synced: 14 Nov 2024
https://github.com/syamkakarla98/machine_learning_course
This course covers the explanation and examples on supervised and unsupervised algorithms.
algorithm hacktoberfest hacktoberfest2019 jupyter-notebook machine-learning matplotlib neural-network numpy pandas python python3 scikit-learn scipy seaborn supervised-machine-learning tensorflow tutorial unsupervised-machine-learning
Last synced: 13 Nov 2024
https://github.com/andresberejnoi/netbuilder
Create fully connected neural networks that can be trained in just a few lines of code
educational-project feedforward-neural-network machine-learning netbuilder neural-network neuralnetwork numpy python python3
Last synced: 13 Nov 2024
https://github.com/adtzlr/named-einsum
NumPy's Einsum, but with named subscripts.
Last synced: 13 Nov 2024
https://github.com/sam120204/fin4all
Fin4All is an all-in-one investment assistant that democratizes access to real-time stock analysis, sentiment-driven insights, and personalized investment recommendations for investors of all experience levels.
agents django docker embeddings fingpt finhub fintech google-cloud langchain llm matplotlib mongodb numpy openai stock stock-market streamlit vader-sentiment-analysis yahoo-finance
Last synced: 27 Oct 2024
https://github.com/mitmul/chainer-mdn
Mixture Density Network with Chainer
chainer generative-model machine-learning mixture-density-networks numpy
Last synced: 13 Oct 2024
https://github.com/deep-diver/logistic-regression
simple neural network without hidden layer
logistic-regression neural-network numpy
Last synced: 23 Oct 2024
https://github.com/hamdivazim/examresultsjupyter
A project I made back in 2021! Plots graphs using csv data.
graphing ipython-notebook jupyter-notebook matplotlib matplotlib-pyplot numpy pandas seaborn table
Last synced: 13 Nov 2024
https://github.com/pferreirafabricio/graphic-computing
🖼️ Studies and activities of the discipline of Graphic Computing
graphic-computing numpy opencv python
Last synced: 14 Nov 2024
https://github.com/g0r0kh/clustering
k-means & hierarchical clustering
conda matplot numpy pandas scikit-learn scipy sklearn
Last synced: 14 Oct 2024
https://github.com/faiqa-batool/introduction-to-functions-in-python
Excercise and practice questions of the course 'Introduction to Functions in Python' from Datacamp
numpy pandas pandas-dataframe python python3
Last synced: 18 Oct 2024
https://github.com/rubydamodar/the-ultimate-pandas-bootcamp
Welcome to the Pandas for Data Science repository! This course is designed to take you from beginner to proficient in using Pandas, the powerful data manipulation library in Python. Whether you're just starting your data science journey or looking to sharpen your skills, this repository contains all the resources
beginner-friendly csv-data data-analysis data-cleaning data-manipulation data-science data-visualization dataframe exploratory-data-analysis jupyter-notebook machine-learning matplotlib numpy pandas python python-pandas series statistical-analysis time-series titanic-dataset
Last synced: 18 Oct 2024
https://github.com/illagrenan/django-numpy-json-encoder
Django JSON encoder with numpy support
Last synced: 07 Nov 2024
https://github.com/summitkwan/dynamicnn
neural network with dynamics
dbm hopfield-network numpy rbm tensorflow
Last synced: 29 Oct 2024
https://github.com/michedev/tensorguard
TensorGuard helps to guard against bad Tensor shapes in any tensor based library
deep-learning numpy pytorch tensorflow
Last synced: 03 Nov 2024
https://github.com/elcaiseri/machine-learning-from-scratch
ML using NumPy
knn linear-regression logistic-regression machine-learning naive-bayes numpy
Last synced: 08 Nov 2024
https://github.com/tansudasli/python-sandbox
Python sandbox w/ core capabilities and pandas, numpy, scipy, matplotlib, BeautifulSoup4 and ml models
beatifulsoup matplotlib numpy pandas python scipy
Last synced: 12 Nov 2024
https://github.com/soumyaco/chatclarity
Whats App group chat analytics and Searching (AI powered)
flask fullstack huggingface machine-learning numpy pandas python react-plotlyjs reactjs whatsapp
Last synced: 24 Oct 2024
https://github.com/didierrlopes/learn-python
Repository to learn python
matplotlib numpy pandas python teaching
Last synced: 13 Oct 2024
https://github.com/populated/compare
A simple Python-based code to compare texts for similarities.
comparsion nlp numpy spacy text
Last synced: 14 Oct 2024
https://github.com/behzodhalil/opencv-samples
A collection of samples about using OpenCV in Python
Last synced: 14 Oct 2024
https://github.com/ganeshkbhat/numericalarrays
numericalarrays offers comprehensive mathematical functions, random number generators, linear algebra routines, Fourier transforms, and more like NumPy. The goal is to be as near as NumPy as possible
array array-prototype arrays javascript linear-algebra matrix numerical numericalarrays numjs numpy numpyjs python scientific-computing
Last synced: 15 Oct 2024
https://github.com/robinka/bayesian-notebooks
Some notebooks for learning about bayesian models
bayesian-inference learning mcmc metropolis-hastings monte-carlo notebook numpy probability python
Last synced: 13 Nov 2024
https://github.com/lgeiger/mypy-einsum
MyPy Type Checking for NumPy/Jax/PyTorch Einsum Operations
deep-learning einsum jax mypy mypy-plugins numpy pytorch
Last synced: 12 Oct 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: 13 Oct 2024
https://github.com/omkarpattnaik8080/employeeretentionprediction
"This machine learning project predicts employee retention, employing Python and scikit-learn. Utilize AWS for model deployment, ensuring scalability and reliability. Explore predictive analytics to identify factors influencing employee turnover, facilitating proactive retention strategies for organizational stability and growth."
aws data-science machine-learning matplotlib numpy pandas seaborn
Last synced: 14 Nov 2024
https://github.com/omkarpattnaik8080/diabetiespredictionsystem
"This machine learning project predicts diabetes risk, utilizing Python and scikit-learn. Employ AWS for model deployment, ensuring scalability and reliability. Explore predictive analytics to identify factors influencing diabetes onset, enabling proactive healthcare interventions for improved patient outcomes and disease management."
aws machine-learning matplotlib numpy pandas python
Last synced: 14 Nov 2024
https://github.com/mint-lab/prog_meets_math
Programming Meets Mathematics
calculus linear-algebra matplotlib numpy optimization probability python scipy
Last synced: 16 Nov 2024
https://github.com/stanczakdominik/schrodinger_1d
Schrodinger equation solver in 1D
matplotlib numpy pde schrodinger-equation
Last synced: 21 Oct 2024
https://github.com/soumyapro/solar-cells-output-prediction
Solar Power forecasting for a Solar Power System is a very active research field, as reliable information about the future power generation allow for a safe operation of the power grid and helps to minimize the operational costs. Deep Learning algorithms have shown to be very powerful in forecasting tasks, such as economic time series or speech recognition. Up to now, Deep Learning algorithms have only been applied sparsely for forecasting renewable energy power plants. By using different Deep Learning Algorithms, such as RNN,LSTM with different Feature extraction method like PCA,1D CNN , Auto encoders , My motive is to show the forecast strength of these algorithms compared to a standard MLP and traditional machine learning model in forecasting the energy output of 21 solar power plants.
lstm-neural-networks matplotlib-pyplot mlp numpy pandas
Last synced: 12 Nov 2024
https://github.com/gitstar-oc/machine-learning
This are the Machine Learning notes by leading AI website named Deeplearning.AI. This notes will help you to be a machine learner from beginner to advanced level. Welcome Everyone!!
deep-learning deep-neural-networks jupyter-notebook machine-learning machine-learning-algorithms matplotlib numpy pandas python scikit-learn supervised-learning tensorflow unsupervised-learning
Last synced: 13 Oct 2024
https://github.com/bucknalla/ofdm_verilog
Example of OFDM in Python and Verilog
Last synced: 11 Nov 2024
https://github.com/shreyansh055/dynamic_pricing_strategy_055
Dynamic Pricing Strategy Project: This project utilizes machine learning algorithms in Python to optimize ride-sharing prices through real-time demand and supply analysis. By leveraging historical Uber data, it dynamically adjusts prices to maximize revenue and improve customer satisfaction.
machine-learning numpy pandas python scikit-learn
Last synced: 14 Nov 2024
https://github.com/a-r-j/npview
CLI tools for quickly inspecting CSV/TSV & NumPy (.npy) array files
cli csv data-analysis inspector npy numpy python tsv
Last synced: 11 Oct 2024
https://github.com/diusmontenegro/python3-miniprojects
This my mini-projects that you may be interested in doing too... Enjoy!!
langdetect machine-learning matplotlib numpy opencv python3 tabula tkinter-gui torch
Last synced: 12 Nov 2024
https://github.com/sudhish-rithvik/license-plate-recognition-system
Automatic number-plate recognition is a technology that uses optical character recognition on images to read vehicle registration plates
cv2 cv2-library harcascade harcascades image image-processing mechine-learning mechinelearning numpy open-source opencv python
Last synced: 31 Oct 2024
https://github.com/harveyrdonnelly/maclaurin-series-models
A library of interactive Maclaurin Series Mathematical Models written in Python, including trigonometric and exponential functions.
maclaurin-series mathematical-modelling mathematics mathematics-education matplotlib numpy python python3 seaborn
Last synced: 15 Oct 2024
https://github.com/alejoduarte23/ssi-cov
The SSICOV is a system identification method for structural health monitoring (SHM) using Stochastic Subspace Identification (SSI). It processes acceleration data to extract modal parameters of a structure.
matplotlib modal-analysis numpy scikit-learn scipy signal-processing system-identification
Last synced: 14 Oct 2024
https://github.com/babak2/epidemiological_model
ci-cd-pipeline docker epidemiological-modelling matplotlib numpy python3 simulation
Last synced: 15 Oct 2024
https://github.com/jesussantana/data-science-with-python-it-academy
Learn how to extract value from data by ingesting, transforming, storing, analyzing, and visualizing data
classification-model clustering-methods dash data-analysis data-mining data-science database machine-learning matplotlib mongodb numpy pandas plotly python3 regression-models seaborn sklearn sql web-scraping
Last synced: 12 Nov 2024
https://github.com/farid-karimi/digit-recognizer
Digit Recognizer Neural Network
digit-recognizer matplotlib mnist neural-network numpy pandas
Last synced: 16 Nov 2024
https://github.com/ankitdhall/convolutionneuralnetwork
CNN implemented using Numpy in Python
cnn convolutional-neural-networks neural-network numpy python
Last synced: 15 Oct 2024
https://github.com/pjessesco/print2d
Replacement of `print()` for printing 2d array with readability including Torch and Numpy.
formatted-text numpy print python3 readability torch
Last synced: 15 Oct 2024
https://github.com/deep-diver/linear-regression
implement simple version of "Linear Regression" using only Numpy
Last synced: 23 Oct 2024
https://github.com/yogeshselvarajan/rent-prediction-of-house
We will build a model to estimate the rent by explaining the most influential boroughs of Paris the French capital. The used method is the Multiple Linear Regression .
linear-regression machine-learning multiple-linear-regression numpy pandas prediction price sklearn
Last synced: 12 Nov 2024
https://github.com/fuzailpalnak/fragment
Divide the Image in to Multiple fragments
Last synced: 07 Nov 2024
https://github.com/ranjan2104/multi-face-recognition-based-detect-system
Face Recognition System Uses for multi Face Detection. It is a Real time Detection System that can be Easily Port on any Hardware Devices due to its written in python. The Model First Train the Faces and after that Predict the output with more than 85%+ confidence due to its model classifier training with good algorithms so that predict with more accuracy by the help of OpenCV Module Haarcascade classifier and using numpy and pandas to fiIt is a Multi nd an pixel array of images and put operations over there.
datetime numpy opencv-contrib-python pandas pillow pytest-shutil python-csv time tk-tools
Last synced: 11 Nov 2024
https://github.com/mohitbansal964/image-processing-algorithms
Implementation of various Image Processing Algorithms
cv2 digital-image-processing gonzalez image-processing matplotlib numpy opencv opencv-python pandas pillow python python3
Last synced: 16 Nov 2024
https://github.com/ei-grad/bincount
No-copy parallelized bincount returning dict
bincount cython numpy python statistics
Last synced: 14 Nov 2024
https://github.com/ehtisham-sadiq/ai-pioneers-datascience-arena
This repository is dedicated to the AI Amigos team's participation in the Artificial Intelligence (AI) competition with a focus on Data Science.
artificial-intelligence competition data-analysis data-science data-visualization machine-learning model-building model-evaluation numpy pandas python3 supervised-learning unsupervised-learning
Last synced: 12 Nov 2024
https://github.com/ranjan2104/diabetes-prediction-application
It is a Model that Predict the Diabetes Status of any person by just giving the some observations so that take the decision on that with the accuracy of 93%+. Due to Trained Model with Data sets so that able to predict very carefully on the previous decision it is supervised learning model using an algorithm is Linear regression and Sklearn for testing and Training the Model and Flask is Uses in Backend and in Frontend HTML, CSS, Js is Using.
flask gunicorn itsdangerous jinja2 markupsafe matplotlib numpy pandas scikit-learn scipy werkzeug
Last synced: 11 Nov 2024
https://github.com/rshrc/machinelearning
Collection of Machine Learning Algorithms and Datasets
matplotlib numpy pandas python3 sklearn
Last synced: 10 Nov 2024
https://github.com/abhishekmali21/human-skin-detection-using-different-color-spaces
Designed and Created a Human Skin Detection Model to identify skin present in an image using color spaces such as RGB, HSV & YCbCr in achieving higher accuracy.
color-space easygui flask flask-cors hsv image-processing mask-image numpy opencv rgb skin-detection tkinter webbrowser ycbcr
Last synced: 05 Nov 2024
https://github.com/dongminlee94/python-for-ml
A repository for study of python for machine learning
data-cleaning data-science kaggle-titanic machine-learning matplotlib numpy pandas python pythonic-code
Last synced: 12 Nov 2024
https://github.com/yuanx749/complex_systems
A Python package for studying complex systems.
jupyter matplotlib networkx numpy pep8 project scipy streamlit
Last synced: 10 Nov 2024
https://github.com/miteshputhran/analysis-using-python
Analysis using Natural Language Toolkit(NLTK), Numpy, Pandas and Matplotlib
analysis folder-structure json matplotlib nltk numpy pandas python zipf
Last synced: 15 Oct 2024
https://github.com/hairymax/yandex.practicum.datascience
My projects from the Yandex Practicum Data Science course.
catboost computer-vision data-analysis data-science keras lightgbm matplotlib nltk numpy pandas python scikit-learn seaborn tensorflow xgboost
Last synced: 15 Nov 2024
https://github.com/miteshputhran/nyc-vehicle-collision-analysis
Used vehicle collision data from NYC Open Data to analyse various factors for collisions, identifying the vehicle type involved in the crashes and using weather dataset to identify how snowfall and precipitation had caused increase in collisons
collision csv folder-structure json matplotlib newyork numpy nyc pandas python vehicles
Last synced: 15 Oct 2024
https://github.com/lucasalegre/backpropagation
Implementation of a fully connected neural network from scratch using numpy.
classification machine-learning neural-network numpy
Last synced: 15 Oct 2024
https://github.com/asem000/sepes
Nested tree tools in python
jax nested-structures numpy torch tree
Last synced: 14 Oct 2024
https://github.com/ranjan2104/automobil-prediction-application
This Model is Built using Machine Learning Algorithm i.e Linear Regression and Sklearn so training and testing of data and uses Flask as in Backend and HTML, CSS and JS as in Frontend and the pickle module is used for make a .pkl file such that the data can be fetched using flask is possible and make the prediction of 88%+.
bootstrap4 css flask html js linear-regression numpy pandas pickle sklearn
Last synced: 11 Nov 2024
https://github.com/fsquillace/notebooks
Various examples of handy Jupyter notebooks
ipywidgets jupyter-notebook matplotlib numpy
Last synced: 01 Nov 2024
https://github.com/adamouization/seal-pup-aerial-imagery-neural-network-classifier
:mag_right: Machine Learning & Data Visualisation/Processing techniques for classifying seal pups from aerial imagery using Neural Networks.
classification classification-model jupyter jupyter-lab logistic-regression machine-learning machine-learning-algorithms matplotlib matplotlib-pyplot numpy pandas python python3 scikit-learn scikitlearn-machine-learning scipy seaborn smote svm
Last synced: 09 Nov 2024
https://github.com/vmeazevedo/text_codifier
Script para codificação/decoficação de dados armazenados em um arquivo de texto.
Last synced: 01 Nov 2024
https://github.com/trainingbypackt/data-wrangling-with-python-elearning
Creating actionable data from raw sources
beautifulsoup4 data-science data-wrangling matplotlib numpy pandas python web-scraping
Last synced: 14 Nov 2024
https://github.com/bsolomon1124/npaes
AES Encryption in NumPy
aes-encryption encryption numpy python python2 python3
Last synced: 18 Oct 2024
https://github.com/owainkenwayucl/fractals
Python (some Julia!) tools for generating fractals
julia-sets julialang mandelbrot numpy python3
Last synced: 14 Oct 2024
https://github.com/isla-uh/redpandas
Pandas pipeline for RedVox data
acoustics analysis data-science data-structures-and-algorithms geophysics infrasound libquantum numpy pandas redvox scipy smartphone
Last synced: 13 Oct 2024
https://github.com/daquintero/numpsy
Integration of NumPy, SymPy, SciPy, and Pandas into a single extendable mathematical framework.
integration numpsy numpy pandas python3 scientific scipy sympy
Last synced: 13 Oct 2024
https://github.com/shreyansh055/time-series-forecasting_055
The Time Series Forecasting Project predicts future trends using historical data with Python, Pandas, and models like ARIMA, LSTM, and Prophet, focusing on scalable, accurate forecasting for business and finance.
lstm matplotlib numpy pandas python scikit-learn seaborn
Last synced: 31 Oct 2024
https://github.com/aliosmankaya/DataScienceProjects
This repository for my Data Science, Machine Learning and Deep Learning projects. I want to share my work on this areas.
breast-cancer-wisconsin chest-xray classification data-science deep-learning imagedatagenerator insurance kaggle keras machine-learning matplotlib-pyplot numpy pandas python regression seaborn tensorflow tensorflow2 titanic-kaggle
Last synced: 08 Aug 2024
https://github.com/pyroscope/auvyon
AuVyon collects little helpers to handle media data.
audio magickdraw matplotlib numpy python scipy spectrogram video waveform
Last synced: 13 Oct 2024
https://github.com/noaa-mdl/grib2io-interp
Interpolation component for grib2io interfacing to the NCEPLIBS-ip library
atmospheric-science data-science f2py fortran grib2 interpolation interpolation-methods meteorology ncep nceplibs nceplibs-ip numpy weather weather-data
Last synced: 11 Oct 2024
https://github.com/florianwoelki/neural-network-weed-detection
This repository contains a custom made neural network which will classify weed.
classification images multiclass-classification multiclass-neural-network neural-network numpy python3
Last synced: 14 Oct 2024
https://github.com/lyqht/sg-bill-org-scraper
Web scraper to get Singapore Billing Organisations
jupyter-notebook numpy pandas python3 rpa scraping tagui
Last synced: 09 Nov 2024
https://github.com/hansalemaos/numba_aot_compiler
A function to facilitate the Ahead-of-time compilation with Numba
aheadoftime aot compile numba numpy pyd
Last synced: 07 Nov 2024
https://github.com/gill-singh-a/rocket-simulator
Simulates the Flight of a Rocket by plotting its Altitude, Vertical Velocity, Vertical Acceleration and Vertical Forces acted upon the Rocket vs Time.
math matplotlib numpy physics python python3 rocket rocket-simulation rocket-simulator simulation simulator sympy
Last synced: 09 Nov 2024
https://github.com/tom-mohr/clevertable
Consistent, intelligent transformation of text-based tabular data into numerical data.
conversion data-science numpy pandas python
Last synced: 11 Nov 2024
https://github.com/yannbouyeron/genopy
Analyses génétiques et phylogénétiques pour les SVT
biopython genetique lycee numpy pandas phylogenie svt
Last synced: 11 Oct 2024
https://github.com/protechz/e-commerce-analysis
Short machine learning project which analyses customer behaviour 🔎
analysis clustering ecommerce machine-learning numpy pandas sklearn
Last synced: 10 Oct 2024
https://github.com/hansalemaos/cythonfastsort
C++ parallel sorting algorithms through Cython - up to 8 times faster than NumPy
c cpp cython numpy parallel-computing parallel-programming python sorting
Last synced: 13 Nov 2024
https://github.com/williyam-m/company-registration-trends
flask matplotlib numpy pandas-python scikit-learn
Last synced: 16 Nov 2024