An open API service indexing awesome lists of open source software.

Data visualization

Data visualization is the visual depiction of data through the use of graphs, plots, and informational graphics. Its practitioners use statistics and data science to convey the meaning behind data in ethical and accurate ways.

https://github.com/code-taweezy/thermos-ai

An AI-powered thermal optimization and anomaly detection system for energy-efficient data centers. Note: this is a MVP

ai case-study data-visualization lovable-ai machine-learning matpplotlib mvp numpy pandas project python sckiit-learn seaborn solution tensorflow

Last synced: 02 May 2026

https://github.com/zeynepcol/data-analysis-visualization

Data visualization and interactive analytics - Olympics Dataset

data-analysis data-science data-visualization matplotlib pandas plotly python scipy seaborn streamlit

Last synced: 03 May 2026

https://github.com/nomadsdev/sys-moninsight

System Monitoring and Analysis Tool is a utility for real-time performance tracking. It logs CPU, memory, and disk usage, provides visual graphs, and offers performance recommendations. Perfect for optimizing system efficiency.

automation cpu-usage data-analysis data-visualization disk-usage matplotlib memory-usage performance-analysis performance-optimization psutil python real-time-monitoring resource-management sys-moninsight system-metrics

Last synced: 19 Jun 2026

https://github.com/musfiquejim/enacp-a-hybrid-machine-learning-framework-for-detecting-anticancer-peptides

EnACP: একটি Ensemble Learning মডেল যা অ্যান্টিক্যান্সার পেপটাইড সনাক্তকরণের জন্য ব্যবহৃত হয়।

adamoptimizer ai cnn-classification data-visualization deep-learning densenet inceptionv3 machine-learning matplotlib-pyplot numpy pandas randomforestclassifier randomforestregressor restnet sklearn u-net-pytorch vgg16 vgg19

Last synced: 04 May 2026

https://github.com/rayyan9477/house-price-prediction-model

This project aims to predict house prices using a machine learning model. The project involves data cleaning, feature engineering, model selection, training, and evaluation. The dataset is uploaded by the user, and the model is trained to predict house prices based on various features.

data-science data-visualization gridsearchcv machine-learning machine-learning-algorithms notebook python random-forest

Last synced: 05 May 2026

https://github.com/flazefy2/ds-global_cybersecurity_threats

https://www.kaggle.com/datasets/atharvasoundankar/global-cybersecurity-threats-2015-2024

data-science data-visualization numpy python squarify statistics

Last synced: 05 May 2026

https://github.com/shuddha2021/stellar-candidate-selector

A sophisticated candidate selection algorithm leveraging multi-criteria analysis and machine learning to identify top software engineering candidates. This tool features flexible filtering, score adjustment, and detailed visualizations to streamline the recruitment process.

candidate-selection data-analysis data-visualization machine-learning pandas plotting-in-python python python-data-analysis recruitment scikit-learn

Last synced: 05 May 2026

https://github.com/wizardoftrap/football-team-analytics

This Jupyter notebook, created on Kaggle, analyzes football player and team statistics for the 2024-2025 season. It provides insights into player performance, team metrics, and playing styles across major European leagues using data from the dataset players_data-2024_2025.csv.

data-analysis data-visualization jupyter-notebook pandas python

Last synced: 05 May 2026

https://github.com/kiranmayi5/python-projects

A collection of Python projects showcasing skills in data analysis and visualization.

data-analysis data-visualization machine-learning nlp python

Last synced: 05 May 2026

https://github.com/saeedkohansal/chart.js-tutorial-with-examples

Chart.js is a lightweight, open-source JavaScript library for creating stunning and interactive charts using HTML5 Canvas. It supports various chart types like bar, line, and pie charts, is easy to use, and offers customization options to suit any data visualization needs. Perfect for modern web applications!

barchart canvas chart chart-js chartjs charts css data-visualization datavisualization gilgeekify html html-chart html5 javascript linechart piechart programming scatterchart web-development webdevelopment

Last synced: 05 May 2026

https://github.com/shazeus/vizflow-cli

Data visualization pipeline tool for schema inspection, charts, dashboards, and export

charts cli dashboard data-visualization flask pandas plotly python

Last synced: 09 Jun 2026

https://github.com/scarblase/portfolioprojects

A collection of data analysis and business intelligence projects using SQL, Python, and visualization tools to uncover insights from real-world datasets. 🚀📊

csv data-analysis data-engineering data-mining data-science data-visualization matplotlib matplotlib-pyplot pandas python python3 seaborn sql

Last synced: 06 May 2026

https://github.com/himanchalchandra/science-canvas

Repo containing projects I did during a four months bootcamp on Data Science and Machine Learning organized by Science Canvas India.

data-mining data-science data-visualization machine-learning-algorithms mysql nlp-machine-learning

Last synced: 06 May 2026

https://github.com/ssreeramj/binod-detector

Scrapes comments of a youtube video and shows distribution of comments having 'binod' in it

data-visualization heroku python streamlit youtube-api

Last synced: 16 May 2026

https://github.com/sivas-2/coffee-sales-visualization

This repository contains data visualization scripts and notebooks analyzing coffee sales data from a vending machine, sourced from Kaggle. The visualizations explore sales trends, customer preferences, and product popularity over time.

data data-analysis data-science data-visualization python visualization

Last synced: 07 May 2026

https://github.com/rembertdesigns/smart-vinyl-catalog

AI-powered vinyl cataloging and music discovery platform leveraging BigQuery’s generative AI. Processes mixed-format data to deliver personalized recommendations, collection analytics, and intelligent search. Created for the Kaggle BigQuery AI Challenge to showcase real-world, scalable AI solutions for music lovers.

ai bigquery data-science data-visualization generative-ai hackathon kaggle kaggle-competition machine-learning music-analytics music-recommendation-algorithm python recommender-system vinyl

Last synced: 07 May 2026

https://github.com/willjw3/virus-spy

A simple, easy-to-follow Covid-19 tracker Jamstack app.

data-visualization jamstack javascript react

Last synced: 07 May 2026

https://github.com/backdoorali/insider-threat-detection-project

Personal data analysis project combining insider threat detection, cybersecurity, and exploratory data analytics. Built for portfolio showcase and practical skills demonstration.

cybersecurity data-analysis data-analysis-excel data-analysis-project data-analyst data-analytics data-visualization eda excel insider-threat jupyter-lab jupyter-notebook matplotlib numbers pandas portfolio-project python python3 threat-detection threat-intelligence

Last synced: 07 May 2026

https://github.com/manhtdxxx/batch-and-stream-pipeline-via-lakehouse

This project demonstrates a modern Lakehouse architecture supporting both streaming and batch data pipelines, built on Apache Iceberg tables.

airflow batch-processing data-engineering data-visualization docker elt-pipeline hive-metastore iceberg kafka lakehouse medallion-architecture spark stream-processing superset trino

Last synced: 08 May 2026

https://github.com/shridhar1504/loan-clustering-datascience-project

This project uses Machine Learning to Cluster loan together based on their similarities. The project uses a dataset of loan application which includes information about the Loan amount and Balance. The project then use the clustering algorithm to group the loan together based on the similarities.

clustering-algorithm data-analysis data-science data-visualization datanalysis eda kmeans-clustering machine-learning python sql sql-server unsupervised-learning

Last synced: 08 May 2026

https://github.com/iguptashubham/ott-churn-eda-ml

Understanding why customers discontinue their subscriptions will be crucial in optimizing the user experience, reducing churn, and maximizing customer lifetime value. By using Machine learning model to predict the Customer Churn.

data-analysis data-analysis-project data-science data-science-portfolio data-science-projects data-visualization machine-learning python

Last synced: 08 May 2026

https://github.com/elaaatif/data-visualisation

This project aims to visualize the popularity of programming languages on GitHub from 2011 to 2021. We use data obtained from BigQuery's public `github_repos` and `githubarchive` datasets, focusing on public repositories, pull requests (PRs), and issues.

css d3-visualization d3js data-visualization

Last synced: 08 May 2026

https://github.com/najibninaba/jobs-sg

Interactive visualization of AI exposure across 562 Singapore occupations, adapted from karpathy/jobs using MOM wage data and SSOC classifications.

ai data-visualization dataviz jobs labour-market labour-market-statistics llm occupational-data singapore treemap

Last synced: 10 Jun 2026

https://github.com/darshan1924/stock-price-pridiction

Stock Price Predictor App: A machine learning-powered application built with Streamlit to analyze historical stock data, visualize trends (e.g., moving averages), and predict future stock prices using an LSTM model. It fetches real-time data via Yahoo Finance and provides interactive visualizations for informed decision-making.

data-visualization jupyter-notebook kera lstm-neural-networks machine-learning python3 stock-price-prediction streamlit yahoo-finance-api

Last synced: 09 May 2026

https://github.com/talha-1010/imdb-data-analysis

A data analysis project made with python using pandas

data-analysis data-visualization jupyter-notebook pandas pandas-dataframe

Last synced: 09 May 2026

https://github.com/douglasvolcato/fiis-analysis-brasilian-market

Brazilian investment fund analysis focused in dividend yield and minimun price variation

data-science data-visualization pandas python scraping scraping-websites

Last synced: 09 May 2026

https://github.com/mariam-badr-mb/gtc-ml-project2-diabetes-prediction

This project is part of the GTC Machine Learning Program. It demonstrates the end-to-end ML workflow by building a predictive model for diabetes detection

classification-algorithm data-analysis data-visualization diabetes-prediction gridsearchcv hyperparameter-tuning machine-learning python

Last synced: 09 May 2026

https://github.com/vrostbyte/budget-app

Web app to manage personal finances: track expenses, income, bills, and visualize budgets with charts.

bills-management budget css data-visualization expense- finance html income-tracker javascript json personal-finance web-app

Last synced: 10 May 2026

https://github.com/deva-246/business-insights-on-realtime-swiggy-data-using-python

Data analysis for business decision-making and insights of a real time segment of Swiggy data.

data-visualization jupyter pandas python seaborn

Last synced: 10 May 2026

https://github.com/neelanjan-chakraborty/custoclarity

CUSTO CLARITY is a customer segmentation model built in Python. Using clustering on real retail datasets, it identifies 5 customer segments that unlocked strategic retail partnerships. Powered by scikit-learn, pandas, seaborn, and Matplotlib.

clustering-algorithm clustering-algorithms customer-analytics customer-segmentation data-visualization kmeans kmeans-clustering pandas python scikit-learn

Last synced: 11 May 2026

https://github.com/mtrebi/d3_cars

Cars Dataset Visualization (PCP) using d3.js

d3js data-visualization javascript

Last synced: 12 May 2026

https://github.com/vjo/d3-punchcard

D3 Punchcard chart 📊●•●

chart d3js data-visualization library punchcard visualization

Last synced: 13 Jun 2026

https://github.com/soufianboukir/ecom-analytics-platform

End-to-end data science project on an Amazon sales dataset, including data preprocessing, analysis, modeling, and a Streamlit dashboard for insights and decision-making.

data-analysis data-science data-visualization data-visualization-dashboard forecasting-models timeseries

Last synced: 14 Jun 2026

https://github.com/dorukalkan/3a-superstore-analysis

End-to-end data analysis, machine learning, and visualization project on a Turkish supermarket dataset

data-science data-visualization dbt machine-learning power-bi python sql

Last synced: 20 Jun 2026

https://github.com/alicankaya192/world-happiness-report-2025

Comprehensive exploratory data analysis (EDA) and visualization of the World Happiness Report 2025. Analyzes global rankings, regional distributions, key happiness factors, and detects wealth-happiness paradox outliers using Python (Pandas, Matplotlib, SciPy).

correlation-analysis data-analysis data-science data-visualization eda exploratory-data-analysis global-happiness happiness-index matplotlib pandas python scipy statistics whr-2025 world-happiness-report

Last synced: 21 Jun 2026

https://github.com/clarelgibson/england-school-admissions

An interactive dashboard helping parents in England understand the primary and secondary school admissions process.

dashboard data-visualization england primary-school r school school-admissions secondary-school tableau tableau-public tidyverse uk united-kingdom

Last synced: 29 Jun 2026

https://github.com/atulkp018/investwisesharpe

This project analyzes stock performance using the Sharpe Ratio to evaluate risk-adjusted returns. It includes data visualization, EDA, and Sharpe Ratio computation for Facebook and Amazon stocks, compared against the S&P 500 benchmark.

data-visualization investment-analysis matpoltlib pandas python stock-analysis

Last synced: 10 Apr 2026

https://github.com/fatihilhan42/book-recommendation-system-with-python

In this project, we are making a book recommendation system that recommends similar books according to the genres or ratings that the user enters, using a large book dataset. The link of the dataset is given below. Happy reading...

books data-analysis data-science data-visualization kaggle python recommendation-engine recommendation-system

Last synced: 04 May 2026

https://github.com/aqueeqazam/matplotlib-for-data-science-analysis-and-statistics

With a nice mix between customization options and ease of use, Matplotlib is a robust Python library that can be used by both novice and seasoned data scientists and machine learning engineer to create a wide range of representations.

data-science data-visualization machine-learning matplotlib pyplot statistics

Last synced: 07 Oct 2025

https://github.com/estebanrucan/reporte-comunas-tasa-defuncion-alta_2017

El fin de este reporte es indicar cuales son las mayores causas de defunción en las comunas de Chile en el año 2017, el material queda a libre disposición para que se puedan tomar medidas.

chile data-visualization ggplot2 plotly rmarkdown

Last synced: 04 Feb 2026

https://github.com/deliprofesor/virtual-reality-in-education-impact-analysis-and-insights

This project examines the impact of Virtual Reality (VR) on education, focusing on its effects on student engagement, learning outcomes, and creativity. It uses data analysis techniques like descriptive statistics, correlation analysis, and clustering to assess VR's effectiveness in enhancing learning.

clustering data data-analysis data-science data-visualization exploratory-data-analysis hypothesis-testing machine-learning python regression-analysis virtual-reality

Last synced: 14 Jun 2025

https://github.com/sagarprajapat2004/data-analysis-visualization

Downloaded and analyzed a dataset from Kaggle using NumPy and Pandas created visualizations with Matplotlib and Seaborn developed a Flask web application to showcase data insights and conclusions.

data-analysis data-modeling data-visualization exploratory-data-analysis flask python statical-analysis

Last synced: 04 May 2026

https://github.com/umutonder97/project-network-ids

Network-Based Intrusion Detection System - dev/deploy-ment of a Hybrid Intrusion Detection System (HIDS) that integrates Signature-based Network Intrusion Detection Systems (SNIDS)

artificial-neural-networks convolutional-neural-networks covid-19 covid-19-russia covid19-data data-visualization genetic-algorithm ids keras-tensorflow knn microservices-architecture network-behavioral-analysis python time-series-forecasting

Last synced: 05 Jul 2025

https://github.com/wazedkhan/medical-data-analysis

This project visualize and make calculations from medical examination data using matplotlib, seaborn, and pandas.

data-visualization jupyter-notebook matplotlib pandas python3 seaborn

Last synced: 13 Apr 2026

https://github.com/shoebjoarder/superstore

A Dash app to analyze Superstore dataset.

dashboard data-analysis data-visualization python-3

Last synced: 02 Apr 2025

https://github.com/shellynagar27/good-cabs-data-analysis-project

This project is part of CodeBasics Challenge #13, where the goal was to provide actionable insights to the Chief of Operations at Goodcabs, a cab service provider in tier-2 cities of India. The project focused on analyzing key metrics like trip volume, repeat passenger rate, and passenger satisfaction.

critical-thinking data-analysis data-visualization excel exploratory-data-analysis power-bi presentation problem-solving sql storytelling

Last synced: 25 Jan 2026

https://github.com/abhinav330/911-emergency-calls-analysis

This Python Notebook analyzes emergency call data from the '911.csv' dataset. It uses various data visualization techniques to explore and gain insights into the emergency call data, including the types of calls, reasons for calls, and call patterns over time.

data-analysis data-science data-visualization eda exploratory-data-analysis exploratory-data-visualizations numpy pandas python

Last synced: 09 Jun 2026

https://github.com/dickyalfauzi/f1-dash

<p align="center"> <picture> <source media="(prefers-color-scheme: dark)" srcset="./dash/public/tag-logo.png" width="200"> <img alt="f1-dash" src="./dash/public/tag-logo.png" width="200"> </picture></p><h1 align="center">Real-time Formula 1 telemetry and timing</h1>## f1-dashA real-time F1 dashboard that shows the leader board, t

bun cars dashboard data-visualization f1 formula1 nextjs plotly-dash races realtime rust telemetry typescript

Last synced: 15 Mar 2026

https://github.com/mugilan1309/csv_analyzer

📊 A simple Streamlit-based CSV Analysis & Preprocessing Tool for quick data insights.

csv-processing data-analysis data-visualization machine-learning python streamlit

Last synced: 04 May 2026

https://github.com/cartervr/taxdatabase-sql-tableau

End-to-end process for building an SQL Azure database, performing data analysis with SQL and Python, and visualizing data with Tableau.

azure data-science data-visualization database-architecture database-deployment database-management databse-design datanalysis erdiagram sql tableau

Last synced: 13 Mar 2026

https://github.com/rafaelmoura23/capella-info-ai

CapellaInfo is a Laravel-based application designed for automation, data, and AI projects. Its primary goal is to store and manage personal projects efficiently, providing a centralized platform for innovation and development.

artificial-intelligence automation data-science data-visualization laravel neural-network

Last synced: 28 Apr 2026

https://github.com/eracodex/d3js-heatmap

Global Heatmap presentation with D3js and Reactjs

d3js data-science data-visualization heatmap javascript reactjs

Last synced: 07 Apr 2025

https://github.com/satvikpraveen/pandasplayground

📊 A comprehensive pandas mastery project with 10 modular Jupyter notebooks covering data loading, cleaning, grouping, merging, time series, visualization, and performance profiling. Includes real-world workflows, Docker, Streamlit, and reusable utils. Ideal for data scientists and analysts to learn, practice, and refer. Practice-ready and modular.

analytics cheatsheet data-analysis data-cleaning data-pipeline data-science data-visualization docker etl exploratory-data-analysis jupyter-notebook jupyterlab learning-resource memory-profiling open-source pandas performance-tuning python streamlit time-series

Last synced: 10 Apr 2026

https://github.com/master-helix/music-queries

This is a beginner Data Analyst Portfolio Project aimed at providing data insights based on a music store dataset

data-analytics data-visualization ms-excel postgresql sql

Last synced: 06 Sep 2025

https://github.com/shinjimc/simulated_annealing_tsp

This project applies Simulated Annealing to solve the Traveling Salesman Problem using Peru's departments as nodes. Through iterative refinement, it finds the shortest route visiting each department once. Visual feedback enhances understanding and debugging, resulting in an optimal solution displayed with total distance.

data-visualization geospatial-analysis simulated-annealing simulated-annealing-algorithm simulated-annealing-edge-detection traveling-salesman-problem traveling-salesman-problem-solver

Last synced: 24 Jul 2025

https://github.com/prodip2416/dashboard-with-analytics

dashboard chart and data visualization using AntD Chart

antd antdchart dashboard data-visualization

Last synced: 07 Nov 2025

https://github.com/vatshayan/pokemon-analysis

Visualization, Analysis & Predicting the accuracy of finding Pokemon power, attack & speed through Machine Learning

artificial-intelligence data data-analysis data-science data-visualization dataset machine-learning machine-learning-algorithms pokemon scikit-learn

Last synced: 30 May 2026

https://github.com/abhisek-13/whatsapp-chat-analyzer

The WhatsApp Chat Analyzer is a data analysis project that provides insights into WhatsApp chats. It analyzes chat data to show metrics like the number of lines, most used letter, chatting duration, media files shared, most used emojis, and group member activity. The results are displayed on a user-friendly dashboard built with Streamlit.

data-analysis data-mining data-visualization eda machine-learning machine-learning-algorithms matplotlib numpy pandas python seaborn sklearn

Last synced: 13 Apr 2026

https://github.com/virajbhutada/diamond-price-estimator

This project develops a predictive model to estimate diamond prices based on characteristics like carat, cut, color, and clarity. It covers data preprocessing, feature engineering, model selection, training, and evaluation. The final product is a web app where users can input diamond attributes to get accurate and instant price predictions.

cross-validation css data-analysis data-science-projects data-visualization eda feature-engineering html hyperparameter-tuning jupyter-notebooks machine-learning ml-algorithms model-deployment model-selection performance-optimization predictive-modeling python python-app user-interface

Last synced: 14 Apr 2026

https://github.com/blankscreen-exe/data-mining-lab

Course Code: CS626, MCS Batch-2019 (Final Year) Evening

data-visualization datamining datamining-algorithms datascience

Last synced: 26 Feb 2025

https://github.com/patricoferris/data_visualisations

Playing around with Data and Web Graphics

data-visualization javascript

Last synced: 10 Jun 2026

https://github.com/drod75/nyc-arrests-analysis

This is a simple Data Science Project made to analyze and display data and trends found within the NYC Arrests Year to Date Dataset.

data-analysis data-visualization folium jupyter-notebook matplotlib-pyplot nyc-opendata nypd python scikit-learn seaborn

Last synced: 04 May 2026

https://github.com/ak-abhilash/insightcat

📊 One-click open-source EDA tool for CSV, Excel, JSON

csv- data-analysis- data-visualization eda- fastapi- open-source- pandas- react-

Last synced: 14 Jun 2025

https://github.com/jmofuture/analisis-videojuegos

Análisis histórico de ventas en unidades de videojuegos por categoría y región

csv csv-import data-visualization dax excel powerbi powerquery

Last synced: 04 Jan 2026

https://github.com/ledsouza/estudo_matplotlib

Projeto de curso sobre o uso da biblioteca matplotlib

data-visualization matplotlib vitrinedev

Last synced: 03 Oct 2025

https://github.com/srinibas-masanta/olympics-data-analysis

The Olympics Analysis project explores Olympic data to uncover trends in athlete performance, medal distribution, and participation across countries and demographics. By leveraging detailed datasets, it provides insights into the evolution of the Games, highlighting key patterns and disparities over time.

data-analysis data-science data-visualization olympics olympics-visualization

Last synced: 02 Apr 2025

https://github.com/nafis2508/australia-population-insights

Interactive Power BI dashboard analyzing Australia's population trends (1996–2016) across gender, age, region, and country of birth using ABS Census data. Built for data-driven policy, migration, and urban planning insights.

abs-data australia census dashboard data-storytelling data-visualization dax demographics etl power-bi

Last synced: 24 Jun 2026

https://github.com/omar7001-b/data-miner

DataMiner is an interactive web application for data mining and machine learning. It helps users upload, clean, transform, and analyze datasets while building predictive models — all through a simple and powerful Streamlit interface.

data-cleaning data-mining data-preprocessing data-science data-visualization interactive-dashboards pandas python scikit-learn streamlit

Last synced: 28 Apr 2025

https://github.com/domingosdeeulariadumba/ablisk

A Python module for design, analysis and decision-making of A/B tests.

ab-testing data-visualization statistics

Last synced: 14 Jan 2026

https://github.com/nischay002/us-honey-production-analysis

Analysis of US honey production (1995–2021) using Python & data visualization. Identifies trends in honey yield, pricing, and colony distribution across states.

data-analysis data-visualization exploratory-data-analysis honey-production matplotlib pandas python seaborn us-agriculture

Last synced: 26 Feb 2025

https://github.com/rubynixx/spotify_analysis_using_spotipy

Utilising the Spotipy API to visualise personal listening patterns.

data-visualization spotify spotipy spotipy-api spotipy-library

Last synced: 27 Feb 2025

https://github.com/sssshefer/covid-map

Interactive map showing covid data implemented on R language

big-data data-visualization r r-studio

Last synced: 01 Mar 2025

https://github.com/thomas-basham/ps-creel

This web application fetches fishing report data from the Washington Department of Fish and Wildlife (WDFW) Creel Reports page and displays it on an interactive map.

creel creel-survey data-science data-visualization database fish fishing nextjs postgresql puget-sound-data pugetsound react sql website

Last synced: 13 Apr 2026

https://github.com/ragedunicorn/mantisx-notebook

A repository for Jupyter notebooks analysing mantisx data

data-analysis data-visualization mantis mantisx shooting training

Last synced: 24 Jul 2025

https://github.com/joaopalmeiro/data-vis-assets

A collection of various assets for Data Visualization assembled from inspiring sources.

catalog data-visualization documentation markdown

Last synced: 26 Mar 2025

https://github.com/nurulashraf/telco-customer-churn-prediction-model

This repository contains a Telco Customer Churn Prediction project using machine learning. It includes data preprocessing, exploratory data analysis, feature engineering, and model development to predict customer churn. Key tools used are Python, Pandas, NumPy, Matplotlib, Seaborn, and scikit-learn.

churn-prediction classification-model customer-churn data-visualization exploratory-data-analysis machine-learning predictive-analytics python scikit-learn

Last synced: 16 Mar 2025