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: 2026-06-26 00:18:09 UTC
- JSON Representation
https://github.com/nikhilsree5/walmartcasestudy
Analysis of Customer Spending Habits at Walmart Inc
clt eda numpy pandas python3 statistics visualization
Last synced: 30 Apr 2026
https://github.com/vishal-verma-96/honey_production_analysis_using_python
In this project, I analyzed U.S. honey production from 1998 to 2021 across different U.S. cities, explored yields, and examined production values using Matplotlib and Seaborn visualizations.
matplotlib numpy pandas python-3 python-visualization seaborn
Last synced: 30 Apr 2026
https://github.com/tapishr/numpy-rnn
Implementation of an RNN using numpy library in python
numpy python recursive-neural-network rnn
Last synced: 30 Apr 2026
https://github.com/tinaland101/credit-risk-classification
The purpose of this project is to build a credit risk classification model using machine learning techniques. This model helps identify the creditworthiness of borrowers based on historical lending data. Specifically, it uses a logistic regression model to predict whether a loan is healthy (0) or high-risk (1).
numpy pandas pathlib scikit-learn
Last synced: 30 Apr 2026
https://github.com/scholarchen20/pythonlp
Python保姆级教学附有对应的demo项目（成绩管理系统），适合小白打基础。此外还包含Numpy,Tensorflow,Pytorch示例代码提供学习使用上手
image-classification image-processing numpy pands python pytorch system tensorflow
Last synced: 30 Apr 2026
https://github.com/shakhthi/network_security
matplotlib numpy pandas pymongo seaborn sklearn
Last synced: 30 Apr 2026
https://github.com/alirezasaharkhiz9/python-for-dataanalysis
The educational repository for data manipulation and analysis with the libraries numpy, pandas, and matplotlib.
Last synced: 30 Apr 2026
https://github.com/fikri-rouzan/data-science-mathematics
Proyek implementasi perhitungan matematika untuk klasifikasi probabilistik Naive Bayes serta eksperimen statistik A/B testing pada sistem rekomendasi dan pengembangan perangkat lunak.
jupyter-notebook matplotlib numpy pandas python scipy seaborn
Last synced: 08 Jun 2026
https://github.com/mayankfreelancer/advanced-sales-analytics-dashboard-power-bi-
This interactive Power BI dashboard provides a comprehensive analysis of sales data across regions, categories, and time periods. The project aims to uncover key trends in total sales, profit, quantity sold, and product performance, using advanced visualizations and forecasting techniques. 🛠 Tools & Techniques Used: Power BI
dashboard data-science data-visualization excel numpy pandas powerbi python sales-analysis sql
Last synced: 30 Apr 2026
https://github.com/gabboraron/python_nyelvtan
Egy python nyelvi elemekkel fogallkozó kurzus jegyzete.
ai matplotlib-pyplot numpy pandas
Last synced: 30 Apr 2026
https://github.com/professornova/ann-scratch
This repository implements a simple Artificial Neural Network (ANN) from scratch using only NumPy.
artificial-intelligence neural-network numpy scratch
Last synced: 30 Apr 2026
https://github.com/danchik12/habr_scraping
Parsing Habr articles and saving in csv format
csv fake-useragent numpy pandas parser python3
Last synced: 30 Apr 2026
https://github.com/johassel/feed_forward_neural_network
Fully-connected feed-forward neural network based on the couse "Python for Machine Learning" at TU Berlin WiSe 24/25
machine-learning neural-networks numpy python
Last synced: 30 Apr 2026
https://github.com/pedasoft-consult/sentiment_analysis
This project involves analyzing customer reviews to classify them as positive or negative using Logistic Regression. The workflow includes text preprocessing, feature extraction, training a model, making predictions, and evaluating its performance.
Last synced: 30 Apr 2026
https://github.com/sayginsaman/hand-gesture-desktop-controller
A comprehensive Python application that transforms your webcam into a powerful desktop control interface using computer vision and hand gesture recognition. Control media playback, volume, scrolling, and navigation with simple hand gestures - no mouse or keyboard required!
chmod gesture gesture-control gesture-detection gesture-recognition gestures media mediapipe numpy opencv pip pyautogui python
Last synced: 30 Apr 2026
https://github.com/abhiram-epuru/ai-powered-movie-recommender
A Movie Recommendation System using the MovieLens dataset, leveraging collaborative filtering techniques such as KNN (k-Nearest Neighbors) and Singular Value Decomposition (SVD). The project demonstrates a personalized recommendation model capable of suggesting movies based on user preferences and interaction data.
matplotlib numpy pandas python sckiit-learn seaborn
Last synced: 30 Apr 2026
https://github.com/alphan26/airbnb-data-visualization
I've used the airbnb new york dataset from kaggle to make a comprehensive data visualization using pandas, seaborn, matplotlib.
machine-learning matplotlib numpy pandas python seaborn
Last synced: 30 Apr 2026
https://github.com/lmizner/codecademy_biodiversity
Using knowledge of data analysis to interpret data about endangered animals for the National Park Service
barplot jupyter-notebook matplotlib-pyplot numpy pandas python seaborn
Last synced: 30 Apr 2026
https://github.com/johnrobertsantos/exploratory-data-analysis-using-python
This project represents the culmination of my Python learning journey.
jupyter matplotlib numpy pandas python seaborn
Last synced: 30 Apr 2026
https://github.com/mogankumar/bird-flock-simulation-with-pyspark
A PySpark-based bird flock simulation modeling alignment, cohesion, and separation forces with a leader guiding the flock. Efficiently handles large-scale simulations and generates a visualized GIF of the flock’s movement.
argparse matplotlib numpy pyspark python3
Last synced: 01 May 2026
https://github.com/koki0702/chainer0
A Small Chainer (Chainer From Zero)
chainer deep-learning neural-networks numpy python
Last synced: 01 May 2026
https://github.com/macnianios/fandango
a udemy project for seaborn data visualizations and basic pandas commands
numpy pandas python seaborn seaborn-plots udemy-course-project
Last synced: 01 May 2026
https://github.com/sairupeshl/portfolio-risk-calculator
A portfolio risk engine using Python, integrating the Yahoo Finance API to ingest and preprocess historical multi-asset price data
Last synced: 08 Jun 2026
https://github.com/hghyhghy/notebook
Repo consist numpy , matplotlib and pymongo aggression
jupyter-notebook matplotlib numpy pymongo python-3
Last synced: 01 May 2026
https://github.com/sandip2512/play-store-app-review-analysis
EDA on Play Store apps and user sentiment reviews
eda heatmaps matplotlib numpy pandas plotly seaborn sentiment-analysis
Last synced: 01 May 2026
https://github.com/avinashkr-ai/data-science-using-python-jupyter-notebook
Data Science Using Python Jupyter Notebook
data-science jupyter jupyter-notebook numpy pandas python
Last synced: 01 May 2026
https://github.com/lmlk-seal/arrowshelf
A lightning-fast, zero-copy, cross-process data store for Python using Apache Arrow.
apache-arrow big-data cross-process data-processing data-science data-store distributed-computing high-performance ipc lightning-fast memory-mapping multiprocessing numpy pandas parallel-computing performance-optimization python scientific-computing shared-memory zero-copy
Last synced: 01 May 2026
https://github.com/dhruvv1402/spam-detection-python-
This project is a Spam Detection System built using Python. It classifies SMS messages as spam or ham (not spam) using machine learning techniques.
countvectorizer kaggle-dataset nlp-machine-learning nltk numpy pandas python scikit-learn supervised-machine-learning tf-idf
Last synced: 01 May 2026
https://github.com/abideen-olawuwo/pyspark-prediction
pyspark prediction
linear-regression numpy pandas pyspark
Last synced: 01 May 2026
https://github.com/ducha-aiki/laf2ell
Utils for LAF to ellipse and back conversion. Also function for drawing LAFs.
ellipse laf local-features numpy visualization
Last synced: 02 May 2026
https://github.com/v-goncharenko/freespace
Implementation of signal propagation in free space
numpy python signal-processing
Last synced: 02 May 2026
https://github.com/mgitrov/ann-from-scratch
An artificial neural network implemented from scratch using numpy only.
artificial-neural-networks deep-learning guide numpy
Last synced: 02 May 2026
https://github.com/lipskiyp/trading_dashboard
Pandas framework to analyze financial time-series and calculate various performance metrics (e.g. Sharpe Ratio and Max Drawdown Duration).
financial-analysis numpy pandas
Last synced: 02 May 2026
https://github.com/shreyas-wagire/data-science
jupyter-notebook numpy pandas python3
Last synced: 02 May 2026
https://github.com/parham1998/linear_regression_pytorch
Implementation of a simple Linear Regression model with Numpy & PyTorch library
backpropagation gradient-descent linear-regression loss-functions numpy python pytorch
Last synced: 02 May 2026
https://github.com/krook1024-uni-archive/kmeans
kmeans implementation for a university course
kmeans kmeans-clustering machine-learning numpy python
Last synced: 02 May 2026
https://github.com/camsai/jupyterlite
CAMSAI JupyterLite is a lightweight, browser-based environment tailored for AI-driven materials science research. It integrates CAMSAI tools, schemas, and workflows, enabling users to validate data, run simulations, and explore materials science applications without requiring local installation or setup.
chemistry jupyterlite materials materials-design materials-informatics materials-science matplotlib numpy pyodide python scipy
Last synced: 02 May 2026
https://github.com/hariprasath-v/solafune_aerosol_optical_depth_estimation
Estimate AOD using Sentinel-2 data, leveraging its spectral bands and spatial resolution to improve accuracy.
catboost efficientnet exploratory-data-analysis huggingface jupyter-notebook matplotlib numpy pandas pearson-correlation python remote-sensing seaborn solafune timm transformer
Last synced: 02 May 2026
https://github.com/ksharma67/intel-stock-predication-wiith-eda
We are trying to design a model that can predict the price of stock using different methods and algorithms.
eda linear-regression machine-learning-algorithms matplotlib numpy pandas prediction python scaler seaborn skit-learn
Last synced: 02 May 2026
https://github.com/baranovserv/h-s-diagram
Парсер данных построения H-S диаграммы для веществ
diagrams json matplotlib numpy parser requests
Last synced: 02 May 2026
https://github.com/vermenea/masters---ad-signaling-pathway-using-hsp90-inhibitor
Influence of 17-AAG a Hsp90 inhibitor on signaling pathway in Atopic Dermatitis
matplotlib numpy pandas python seaborn statmodels
Last synced: 02 May 2026
https://github.com/hadjuse/spotify-recommendation-knn
Here is a personal project where i use KNN project to classify songs
data-science graphics interpretation knn-classification machine-learning matplotlib music numpy plotly spotify
Last synced: 03 May 2026
https://github.com/badranalyst/movie-correlation-analysis-in-python
This project analyzes movie data correlations using Python libraries like Pandas, NumPy, Seaborn, and Matplotlib. It examines relationships between attributes such as ratings, genres, and box office performance to uncover trends that inform recommendations and enhance understanding of movie success factors.
data data-analysis dataset jupyter jupyter-notebook matplotlib matplotlib-pyplot numpy pandas python seaborn
Last synced: 03 May 2026
https://github.com/helenaden/data-science-fundamentals
This project delves into fundamental data science concepts using Python libraries like NumPy and Pandas
data-analysis datascience datasets datavisualization datawrangling heatmap numpy pandas patterns python
Last synced: 03 May 2026
https://github.com/krumyakimov/house-price-developments-in-bulgaria
I developed this project for my final exam in the Data Science course at SoftUni.
data-science jupyter-notebook matplotlib numpy pandas scipy seaborn
Last synced: 03 May 2026
https://github.com/raduldev/biopython
Biopython Record Work and few extra coding excercise
bioinformatics biopython gromacs jupyter-notebook matplotlib numpy pandas python3
Last synced: 03 May 2026
https://github.com/alexbie98/bietorch
neural nets with numpy
autograd neural-nets numpy torch
Last synced: 03 May 2026
https://github.com/fandredev/ml-my-guide
my own annotations about ML/DS using pandas, matplotlib, numpy, scikit learn
anaconda matplotlib numpy pandas plotly scikit-learn seaborn
Last synced: 03 May 2026
https://github.com/layonj3000/libras-recognition
This project is a Brazilian Sign Language (LIBRAS) recognition system that utilizes computer vision and machine learning techniques.
computer-vision libras mediapipe numpy opencv python random-forest-classifier
Last synced: 03 May 2026
https://github.com/nak-dt/deep-decision-forest
A custom ensemble tree model inspired by Deep Forest
ai machine-learning machine-learning-algorithms numpy pandas python sklearn
Last synced: 03 May 2026
https://github.com/prathicashettym/machinelearningalgorithms
Contains mini projects and implementation using ML algorithms
jupyter-notebook linear-regression matplotlib numpy pandas panfas python seaborn
Last synced: 03 May 2026
https://github.com/jsnevt/decisiontreecls
Data Science - Árvores aleatórias - RandomForestClassifier
decision-tree-classifier matplotlib numpy pandas seaborn
Last synced: 03 May 2026
https://github.com/codeslash21/tmdb_data_analysis
We analysed TMDB dataset which contains around 11000 movies details. We analyzed to find some interesting facts about the dataset.
data-analysis data-visualization matplotlib nanodegree-project numpy pandas python tmdb-movie
Last synced: 03 May 2026
https://github.com/akhil-krishnan-r/super_market_analysis
The growth of supermarkets in most populated cities are increasing and market competitions are also high. This dataset is one of the historical sales of supermarket company which has recorded in 3 different branches for 3 months data. Predictive data analytics methods are easy to apply with this dataset
data-visualization matplotlib numpy pandas seaborn
Last synced: 03 May 2026
https://github.com/vinicius999/icu-beds-forecast-covid-19
Predição da ocupação de leitos de UTI no Brasil devido a pandemia do COVID-19, usando Support Vector Regression (SVR)
covid-19 matplotlib numpy pandas python sklearn support-vector-regression
Last synced: 03 May 2026
https://github.com/pramodyasahan/binary-classifier
This repository houses the code for a machine learning model designed to predict customer churn. The model is built using Support Vector Machine (SVM) from the scikit-learn library and incorporates preprocessing, pipeline, and grid search techniques for optimal performance.
Last synced: 03 May 2026
https://github.com/zongxr/dcic2025-riverwaterprediction
闽江，福建省最大独流入海河流，流域降水丰沛。在新型电力系统和新阶段水利高质量发展的环境下，如何缓解流域防汛压力，提升水资源利用率是水电企业高质量发展的重中之重。目前，基于传统水文学原理已实现未来9小时甲级精度的洪水预报，但存在遇见期与预见精度上仍有提升空间，因此，通过结合人工智能技术实现流域入库流量的精准预测，对保障水库安全调度、防洪及清洁能源稳定供应具有重大战略意义。
lightgbm machine-learning numpy pandas sklearn time-series xgboost
Last synced: 03 May 2026
https://github.com/muskanmi/data_analysis_python
Data analysis on students result dataset using python libraries.
boxplot countplots data-analysis numpy pandas pie-chart python3 seaborn
Last synced: 03 May 2026
https://github.com/syed-m-nofel/python-data-science-fundamentals
Python notebooks for data manipulation (Pandas/NumPy) and API workflows – from basics to practical examples.
api beginner-friendly data-analysis data-science http-requests jupyter-notebook numpy pandas pandas-dataframe python tutorial
Last synced: 03 May 2026
https://github.com/lmizner/codecademy_product_defects
Practicing rules of probability, set theory, and distributions
cdf jupyter-notebook numpy pmf ppf python rvs scipy-stats
Last synced: 03 May 2026
https://github.com/alvii147/discretetimelib
Python library for analysis of discrete time signals and systems
numpy pandas scipy signals-and-systems sympy
Last synced: 03 May 2026
https://github.com/coderooz/handwritten_digit_recognition
This project uses a Convolutional Neural Network (CNN) to recognize handwritten digits from the MNIST dataset. The model is built using TensorFlow and Keras.
colab handwritten-digit-recognition image-classification matplotlib neural-network numpy python tensorflow
Last synced: 03 May 2026
https://github.com/takana671/noisetexture
Generating noise texture images.
cellular-noise cython domain-warping fractal noise-textures numpy periodic-noise perlin-noise python3 simplex-noise tileable-noise value-noise voronoi
Last synced: 03 May 2026
https://github.com/atchayaah/home-value-insights-kc
Data-driven project predicting King County housing prices using EDA, regression models, and ML techniques, developed as part of IBM’s Data Analysis with Python course on Coursera.
joblib matplotlib numpy pandas pickle python scikit-learn seaborn
Last synced: 03 May 2026
https://github.com/sohamrider786/house_price_predictor
A machine learning project to predict house prices based on various property features using advanced regression techniques. This project demonstrates end-to-end model development, including data preprocessing, feature engineering, model training, evaluation, and visualization.
machine-learning matplotlib-pyplot numpy pandas random-forest-regression sklearn-library
Last synced: 04 May 2026
https://github.com/reshmaaiman/fifa
FIFA20
data data-science data-visualization dataanalysisusingpython github jupyter-notebook matplotlib numpy pandas python seaborn-python
Last synced: 10 Apr 2026
https://github.com/anselmoo/useful-math-functions
useful-math-functions for Optimization, Benchmarking, Visualizing, and more ...
basic functions math mathematics numpy
Last synced: 17 Mar 2025
https://github.com/mogankumar/covid-19-classification
A deep learning-based project that classifies chest X-ray images into Normal, COVID-19, and Viral Pneumonia using a two-layer CNN architecture. Achieves high accuracy and demonstrates potential for aiding in early diagnosis and treatment of COVID-19.
keras-tensorflow matplotlib numpy python3
Last synced: 11 May 2026
https://github.com/themysterysolver/python_basics
"This repo includes simple Python programs for beginners, covering various concepts, object-oriented programming, and different module usages, to help with understanding and learning Python."
basic-python-syntax collections dsa matplotlib numpy oops-in-python pandas python re scipy
Last synced: 05 Apr 2026
https://github.com/amardeepsingh-06/smart_attendance_system
The Smart Attendance System is designed to automate the attendance process using facial recognition. Traditional methods of taking attendance can be time-consuming and prone to errors. This project aims to streamline the process by leveraging computer vision technology, allowing for efficient, contactless, and accurate attendance tracking.
asgiref django mysql numpy opencv pillow-library python sqlparse
Last synced: 05 Apr 2026
https://github.com/rakibhhridoy/appliedmachinelearninghousing-regression
Let's take the Housing dataset which contains information about different houses in Boston. This data was originally a part of UCI Machine Learning Repository and has been removed now. We can also access this data from the scikit-learn library. The objective is to predict the value of prices of the house using the given features.
deep-learning housing-market housing-prices machine-learning numpy pandas python real-estate regression scikit-learn
Last synced: 05 Apr 2026
https://github.com/prajakta1321/authencheck
Amdocs Gen AI Graduate Hackathon 2024-25- A comprehensive fact-checking and misinformation detection system that leverages cutting-edge AI models and multiple news sources to verify information circulating on social media
api bert-fine-tuning flask-application matplotlib ngrok-server nlp nlp-machine-learning numpy pandas python3 scikit-learn seaborn wandb
Last synced: 05 Apr 2026
https://github.com/offthetab/statistics_homework
Практические работы по статистике МИРЭА 3 курс.
numpy pandas python statsmodels
Last synced: 05 Apr 2026
https://github.com/greatmonster11/ct202
Machine Learning Theorety
clustering decision-tree iris-dataset k-fold linear-regression numpy pandas perceptron-learning-algorithm python sklearn
Last synced: 05 Apr 2026
https://github.com/abolfazl-younesi/levy-walk
This repository contains a Python implementation of the Lévy Walk simulation, a random walk model with a power-law step length distribution. The code simulates multiple walkers with boundary conditions and visualizes their trajectories for different values of the power-law exponent.
levy-walks matplotlib numpy python random-walk
Last synced: 02 May 2026
https://github.com/anas436/diabetes-prediction-whether-has-diabetes-or-not
jupyter-notebook numpy pandas python3 sklearn svm
Last synced: 05 Apr 2026
https://github.com/tigureis/data-preparation-from-kickstarter-campaigns
Kickstarter Data Prep: A hands-on guide to basic data cleaning and transformation.
data-cleaning data-construction data-integration data-science data-selection numpy pandas
Last synced: 19 Apr 2026
https://github.com/perpendicooler/computational_fluid_dynamics
Numerical Methods
2-dimensional-heat boundary-element-method computational-fluid-dynamics diffusion-models finite-difference-method finite-element-methods finite-volume-methods fluid-dynamics heat-equation heat-transfer jupyter-notebook matplotlib numerical-methods numpy odeint odeivp python rk4 scipy
Last synced: 13 Apr 2026
https://github.com/ondiekelijah/data-analysis-udacity
Udacity Data Analysis Nano Degree course resources
jupyter-notebook matplotlib numpy pandas python
Last synced: 17 Mar 2025
https://github.com/clchinkc/zombie
Personal project, Python, NumPy, Matplotlib, Pygame, Scikit-learn, TensorFlow, Docker
algorithms data-analysis docker machine-learning matplotlib numpy pygame python sklearn tensorflow zombie-simulation
Last synced: 05 Apr 2026
https://github.com/iv4n-ga6l/simple-image-segmentation
Simple implementation of image segmentation using the Watershed algorithm
imagesegmentation matplotlib numpy opencv python watershed-algorithm
Last synced: 13 May 2026
https://github.com/futuresea-dev/media-player-vision
Media Player Vision
numpy opencv pygui python scipy tkinter vlc-media-player vsa
Last synced: 05 Apr 2026
https://github.com/niteshchawla/delhivery-featureengineering
The Data team builds intelligence and capabilities using this data that helps them to widen the gap between the quality, efficiency, and profitability of their business versus their competitors.
feature-engineering hypothesis-testing matplotlib-pyplot numpy pandas-python scipy-stats seaborn
Last synced: 14 May 2026
https://github.com/sejalmankar1012/customer_churn
The goal of this project was to develop a machine learning model that predicts customer churn based on historical customer data.
dataset deep-learning deployment machine-learning model-building modeling numpy optimization pandas seaborn streamlit tensorflow
Last synced: 05 Apr 2026
https://github.com/Marvin-VW/3dengine_python
3D engine written in Python using OpenCV and NumPy
Last synced: 29 Sep 2025
https://github.com/hadson0/dip-candy-classification
Candy classification project using digital image processing. Includes dataset creation, model development, and evaluation tools with TensorFlow, OpenCV, and Albumentations. Complete setup and instructions provided for building and training the model.
albumentations bounding-boxes cnn computer-vision cvat image-classification image-processing keras machine-learning matplotlib numpy opencv python seaborn sklearn tensorflow
Last synced: 29 Sep 2025
https://github.com/yalai92/cava_imp_exp_analysis
Analysis, visualization, preprocessing and clustering of global sparkling wine trade (2017–2024) using Python in Colab and ML to reveal trends and country profiles.
clustering colab-notebook data-science data-visualization machine-learning matplotlib numpy pandas preprocessing python sklearn tableau-public
Last synced: 25 Jan 2026
https://github.com/jovicdev97/Financial-Loan-DataScience-Notebook
using numpy and pandas to analyze a synthetic loan dataset with python
data-analysis matlabplot numpy pandas plotting python seaborn
Last synced: 12 Mar 2025
https://github.com/lexxai/goit_python_ds_hw_02
Модуль 2. Знайомство з Pandas, Аналіз файлів, Аналіз датасет c Kaggle.com. Python Data Science. Homework.
datascience google-colab homework jupyter-nootebook matplotlib numpy numpy-arrays pandas python seaborn seaborn-plots
Last synced: 17 Apr 2026
https://github.com/heyitsjoealongi/fantasy-football-qbwr-model
Fantasy Football: Quarterback / Wide Receiver - Gaussian Process Regression (GPR) Machine Learning Model
machine-learning matplotlib model numpy python scikit-learn
Last synced: 01 Apr 2025
https://github.com/quocanh189/sentiment_analysis_eventhub
This project implements a Sentiment Analysis model using a neural network architecture built with Keras. The model classifies text into binary sentiment categories (positive or negative) by leveraging word embeddings and Gated Recurrent Units (GRU) layers. Additionally, the project includes a simple Flask web application to provide a real-time sent
docker flask nlp-machine-learning numpy pandas sentiment-analysis tensorflow
Last synced: 28 Oct 2025
https://github.com/mateusdigital/ram_it
Ram It is a clone of the nostalgic Atari 2600 game, created by https://mateus.digital
Last synced: 17 Mar 2025
