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

Data analysis

Data analysis is a process of inspecting, cleansing, transforming, and modeling data with the goal of discovering useful information, informing conclusions, and supporting decision-making.

https://github.com/nivasharmaa/spiderverse

A comprehensive Java program for analyzing and managing events and data points within a fictional spiderverse. Features event handling, anomaly detection, cluster management, and robust file I/O operations.

advanced-algorithms anomaly-detection clustering data-analysis file-io object-oriented-programming

Last synced: 29 Apr 2026

https://github.com/satyacoder29/crowdfunding-in-sql

Crowdfunding is a method of raising funds for projects or causes by collecting small contributions from a large group of people, usually through online platforms. It enables individuals, startups, and nonprofits to secure funding, offering rewards or recognition in exchange, and helps bring ideas to life without traditional financing.

data-analysis data-cleaning database-management mysql-database quries sql sql-functions sql-server views

Last synced: 29 Apr 2026

https://github.com/jayita11/customer-engagement-insights-for-yelp-restaurant-business-success

This project analyzes Yelp restaurant data using SQLite, Python, and Tableau to explore user engagement, reviews, and ratings. It provides insights into restaurant success across cities, regions, and user behavior.

customer-engagement data-analysis interactive-visualizations json python ratings review sqlite3 tableau-dashboards-for-data-visualization yelp-restaurants

Last synced: 12 May 2026

https://github.com/dcs-training/network-analyisis-python

Course material for introducing data visualization with Altair and network analysis with NetworkX (in Python). Go to the readme file

data-analysis data-visualisation network-analysis python text-analysis

Last synced: 29 Apr 2026

https://github.com/i7t5/sentimentnlp

Sentiment analysis for COMP 435 Introduction to Machine Learning, Spring 2025

data-analysis jupyter-notebook machine-learning nlp python sentiment-analysis

Last synced: 29 Apr 2026

https://github.com/taljindergill78/yelp-arizona-analysis

This project analyzes the Yelp dataset for the state of Arizona to extract insights about restaurant businesses and user behavior. Using Apache Spark and PySpark for distributed data processing, the project demonstrates how big data tools can be used to uncover patterns in customer reviews, business performance, and user engagement.

big-data data-analysis data-engineering distributed-computing pyspark spark sql yelp-dataset

Last synced: 29 Apr 2026

https://github.com/krypten/playingcardsstatisticalanalysis

Statistical Analysis of Playing Cards (Descriptive Statistics: Final Project)

data-analysis machine-learning machinelearning python statistics udacity

Last synced: 12 May 2026

https://github.com/jofaval/melbourne-temperature-timeseries

Timeseries Data Analysis and Forecasting of the daily min temperature in Melbourne from 1981 to 1990

data-analysis data-science data-visualization deep-learning google-colab melbourne python temperature tensorflow timeseries timeseries-analysis

Last synced: 29 Apr 2026

https://github.com/sebastian-diaz-berdecia/analisis-popularidad-de-series-y-generos-de-series

Consultas SQL para el análisis de la popularidad de series y géneros series de la base de datos NetflixDB.

business-analytics bussiness-intelligence data data-analysis database mysql mysql-database sql

Last synced: 12 May 2026

https://github.com/alunera-data/sql-use-cases

Practical SQL use cases for Business Intelligence and IT Service Management (BI & ITSM)

business-intelligence dashboards data-analysis data-quality eda itsm kpis postgresql process-monitoring query reporting sql sqlserver

Last synced: 29 Apr 2026

https://github.com/annnieglez/nlp-stock-market-and-news

This project focuses on detecting fake news from news headlines using advanced Natural Language Processing (NLP) techniques. It combines sentiment analysis with news headlines embeddings, generated from Hugging Face transformer models, to train a binary classification model that distinguishes between real and fake news.

classification-model data-analysis embeddings machine-learning machine-learning-models nlp nlp-deep-learning nlp-machine-learning python scraping-websites sentiment-analysis

Last synced: 25 Apr 2026

https://github.com/ginga1402/youtube_analysis

Exploratory Data Analysis on YouTube data

college-project data-analysis pandas-python

Last synced: 30 Mar 2025

https://github.com/al-ghaly/e-commerce-a-b-testing

A Statistical Analysis project in which I Performed an A/B test to analyze the effect of changing the user interface for an E-Commerce company's Website.

data-analysis matplotlib numpy pandas python python-data-analysis seaborn statistical-analysis statistics

Last synced: 29 Apr 2026

https://github.com/yimethan/basics-of-data-analysis

2023-2 Basics of Data Analysis

data-analysis numpy pandas python

Last synced: 29 Apr 2026

https://github.com/monddavila/online-retail-data-analysis

Online Retail Exploratory Data Analysis with Python

data-analysis jupyter-notebook matplotlib numpy pandas python seaborn

Last synced: 29 Apr 2026

https://github.com/shruti-h/sales_data_analysis

Sales Data Analysis | Pandas & Matplotlib

data-analysis data-science data-vi matplotlib pandas-library python

Last synced: 30 Apr 2026

https://github.com/edgarhtt/uber_freight_data_analysis

Uber Freight interview homework. It consisted of solving a 2 warehouse problem and an ETL task

data-analysis data-science data-visualization python

Last synced: 30 Apr 2026

https://github.com/manukot/sturdy-engine-python-

I've leant not only various Theoretical Concepts but also practical projects in my Masters Coursework

data-analysis data-visualization python3

Last synced: 13 May 2026

https://github.com/diogojorgebasso/dataanalysis_r_minesnancy

Les codes et les matériaux des cours d'analyse de données en R à Mines de Nancy. Vous y trouverez également des scripts R, des notebooks et d'autres ressources pour chaque leçon.

analyse-data data-analysis data-science data-visualization estatistics r statistiques statistiques-descriptives

Last synced: 30 Apr 2026

https://github.com/samuelpillai/machine-learning-classification-regression-nlp

A curated collection of machine learning mini-projects covering classification, regression, and natural language processing (NLP). This project demonstrates model training, evaluation, feature engineering, and pipeline integration using real-world datasets and Python tools like Scikit-learn, pandas, and NLTK.

classification data-analysis data-science data-visualization feature-engineering jupyter-notebook machine-learning ml-pipeline model-evaluation nlp python regression-models scikit-learn supervised-learning text-mining

Last synced: 30 Apr 2026

https://github.com/lucs1590/agidatatest

This is a repository with data analysis and data science tests.

data-analysis data-science python test

Last synced: 13 May 2026

https://github.com/luminati-io/target-dataset-samples

A sample dataset of over 1000 target products, extracted using the Bright Data API, ideal for brand reputation, tracking inventory, and optimizing prices.

api data-analysis data-mining datasets target web-scraper web-scraping

Last synced: 04 Jan 2026

https://github.com/badranalyst/e-commerce-customer-analysis-data-science-foundations-case-study

This case study explores e-commerce customer data through data exploration, pre-processing, and splitting. It includes model building and training to analyze customer behavior. Python libraries like Pandas, NumPy, Matplotlib, and Seaborn are used for the analysis and model development.

data-analysis data-science dataset eda exploratory-data-analysis machine-learning matplotlib ml model-building model-training numpy pandas pre-processing python seaborn

Last synced: 01 May 2026

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

This repository showcases data analysis and visualization projects using Python and Tableau. It includes exploratory data analysis, interactive dashboards, and insightful visual stories derived from real-world datasets.

data-analysis data-visualization python tableau-public

Last synced: 01 May 2026

https://github.com/shruti-h/netflix-eda

Exploratory Data Analysis on Netflix Movies & TV Shows dataset using Python, Pandas, Matplotlib, and Seaborn

data-analysis data-science eda matplotlib netflix pandas-library python seaborn

Last synced: 01 May 2026

https://github.com/cdeweyx/bryce-harper-2016-analysis

Notebook analyzing Bryce Harper's disappointing 2016 campaign in historical context through data analytics.

data-analysis data-visualization python

Last synced: 01 May 2026

https://github.com/nlink-jp/shell-agent-v2

macOS local-first chat & agent tool with interactive data analysis (Wails v2 + React)

data-analysis duckdb golang llm macos react wails

Last synced: 13 May 2026

https://github.com/filip-kustura/data-warehouse-olympics

This project, part of the elective Advanced Database Systems course, involved building a data warehouse based on the already existing database in PostgreSQL. It focuses on analyzing Olympic Games data across time, covering athletes' performance by discipline, location, and other dimensions. Implemented in Spring 2022.

data-analysis data-warehouse database extract-transform-load olympic-games postgresql sql star-schema university-project

Last synced: 01 May 2026

https://github.com/manjit-baishya-datascience/flipkart-laptop-listing-eda

This project analyzes laptop price data from Flipkart using AutoScraper for web scraping. It includes data loading, EDA, cleaning, statistical analysis, and visualization. The goal is to derive insights for pricing strategies and market positioning. Explore the repository for detailed documentation and code.

data-analysis ecommerce-platform flipkart laptop python

Last synced: 08 Jun 2026

https://github.com/monish-nallagondalla/sensor_fault_detection

This repo contains sensor data for analysis, focusing on sensor readings, their attributes, and classification (Good/Bad). It includes 500+ sensors with features for predictive modeling, anomaly detection, and sensor failure prediction.

anomaly-detection classification data-analysis data-science machine-learning predictive-modeling python sensor-data

Last synced: 01 May 2026

https://github.com/pratanup/solar-power-generation-prediction

A solar power generation company wants to optimize solar power production and needs the prediction model to predict ‘Clearsky DHI’, ‘Clearsky DNI’, ‘Clearsky GHI’.

anaconda data-analysis data-science google-colab jupiter-notebook machine-learning machine-learning-algorithms machinelearning-python prediction prediction-model python

Last synced: 01 May 2026

https://github.com/abdoomohamedd/python-data-analysis-projects

A collection of data analysis projects that I have worked on. Each project involves cleaning data, performing exploratory data analysis (EDA), and creating visualizations to extract insights. The projects utilize various Python libraries, including pandas, numpy, matp

data-analysis data-analysis-python data-cleaning data-visualization matplotlib matplotlib-pyplot numpy pandas python

Last synced: 01 May 2026

https://github.com/andersoncrs/prediccion-del-precio-de-vehiculos-un-enfoque-con-regresion-lineal-y-regularizacion

Este proyecto tiene como objetivo predecir el precio de vehículos usados utilizando técnicas de regresión lineal y regularización Lasso. A través del análisis y procesamiento de datos, se construye un modelo predictivo preciso e interpretable basado en las características más relevantes de cada vehículo.

data-analysis data-exploration lasso-regression machine-learning polinomial-regression regularization-methods

Last synced: 03 Jul 2025

https://github.com/madhurragarwal/advertising-data-set---eda-and-ml

Logistic Regression and EDA done on Advertising Data set

data-analysis machine-learning

Last synced: 13 May 2026

https://github.com/bhoyarapurva23399/mini-erp-inventory-billing

Lightweight ERP inventory and billing web app built using Python Flask and SQLite — featuring product, customer, and dashboard management.

backend data-analysis erp flask inventory-billing mini-project python sqlite

Last synced: 01 May 2026

https://github.com/maxwelllzh/linearizer

Linearizing parameters for linear regression

data-analysis machine-learning scikit-learn

Last synced: 02 May 2026

https://github.com/prakashjha1/new-analysis-using-llm-locally

An interactive news analysis tool built with Streamlit and local LLMs. This app allows users to analyze and gain insights from the latest news articles using advanced language models, all running locally. Explore trends, sentiment, and key topics with an intuitive interface.

artificial-intelligence data-analysis data-science llms ollama python streamlit

Last synced: 14 Mar 2025

https://github.com/adithya17-star/ai-powered-fraud-detection

An AI-powered fraud detection system using machine learning algorithms to identify suspicious transactions and provide interactive visualizations for financial security.

dashboard-visualization data-analysis finance-technology fintech flask fraud-detection machine-learning python security transaction-monitoring

Last synced: 02 May 2026

https://github.com/tolumie/rfm-marketing-analysis

This project focuses on RFM (Recency, Frequency, and Monetary) Analysis, a powerful customer segmentation technique used in marketing and business analytics. The analysis helps businesses identify their most valuable customers, potential loyalists, at-risk customers, and churned users.

business-analytics customer-behavior-analysis customer-loyalty customer-retention customer-segmentation-analysis data-analysis data-driven-decisions ecommerce marketing-analytics python

Last synced: 18 May 2026

https://github.com/suma-aljudaia/my-portfolio

Suma Aljudaia | Portfolio – AI & Data Analysis Enthusiast

ai css data-analysis html machine-learning portfolio

Last synced: 02 May 2026

https://github.com/yashsingh43/cdc-sleep-duration-health-analysis

Analysis of CDC BRFSS 2022 data exploring how sleep duration relates to mental and physical health outcomes.

beautifulsoup brfss cdc data-analysis data-visualization matplotlib pandas plotly public-health python

Last synced: 11 Jun 2026

https://github.com/leticiamilan/santander-tech-data-science

Este repositório contém os projetos desenvolvidos durante o curso de Data Science, uma parceria entre a Ada Tech e o Santander Open Academy. O curso é dividido em vários módulos, cada um focado em um aspecto fundamental da ciência de dados.

ada-tech calculus data-analysis data-science letscode python santander

Last synced: 09 Jun 2026

https://github.com/benzerinsio/breastcancer-eda

📊 Análise Exploratória de Dados (EDA) - Câncer de Mama | Exploração de características clínicas para identificar padrões e relações no diagnóstico de câncer de mama.

analise-de-dados analise-exploratoria analise-exploratoria-de-dados data-analysis data-visualization diagnosis eda exploratory-data-analysis health-care medical-data python seaborn

Last synced: 02 May 2026

https://github.com/sarah-marion/sovereign-osint-toolkit

Sovereign OSINT Toolkit - Advanced, self-hosted intelligence platform for security researchers and investigators. Ethical, private and production-ready.

correlation-engine cybersecurity data-analysis docker fastapi infosec intelligence investigation open-source osint privacy python3 security-research security-tools threat-intelligence

Last synced: 02 May 2026

https://github.com/wtmcgrew/sql-credit-risk-analysis

Credit Risk Analysis using SQL & Excel – Approval trends by FICO, DTI, PTI, LTV, and delinquencies.

case-study credit-risk data-analysis financial-analysis loan-applications portfolio-project sql sqlite underwriting

Last synced: 04 Jul 2025

https://github.com/rosanafss/r-journey

Diving into to wonderful see of DATA

data-analysis r

Last synced: 19 Nov 2025

https://github.com/camara94/data_analyse_series_temporelles

Dans ce tutoriel, nous allons répondre aux questions suivantes: 1. Lire les données Microsoft à l'aide du package **Pandas Data reader** 2. Obtenez le **prix maximum** de l'action de **2017 à 2022** 3. Quelle est la **date du cours le plus élevé** de l'action ? 4. Quelle est la **date du cours le plus bas** de l'action ?

data-analysis data-analysis-python data-science data-structures-and-algorithms data-visualization serie series-forecasting

Last synced: 09 Apr 2025

https://github.com/smoeding/jmeterplugin-datasketches

A JMeter listener using DataSketches to estimate response time quantiles and histograms

data-analysis jmeter jmeter-listeners jmeter-plugin

Last synced: 06 Mar 2025

https://github.com/chardyb/prob-and-stats-bmi6106

A repository for Spring 2025 BMI 6106: Statistics and Probability. This repository contains coursework, code examples, and projects exploring statistical methods and probabilistic models in biomedical informatics.

biomedical-informatics data-analysis data-science probability r statistical-modeling

Last synced: 02 Sep 2025

https://github.com/lunafrost-lab/berry-donut

Exploring berry combinations to produce Donut in Pokémon Legends: Z-A: Mega Dimensions.

data-analysis data-filtering parquet pokemon winforms

Last synced: 13 Jan 2026

https://github.com/xza85hrf/excel-comparison-app

Excel Comparison Application is a Python-based tool that compares two Excel files and generates a new Excel file with the differences. It's primarily designed to help in database updating by identifying new clients. The app also has a graphical user interface for easier use and logs operations for potential troubleshooting.

case-sensitive-comparison data-analysis data-difference database-comparison database-updates excel-comparison file-merging file-processing gui-application new-client-detection python

Last synced: 25 Mar 2025

https://github.com/nsandoya/python_scrp_project

This is a tool specially made for Dipaso ecommerce website. You can extract data from there, analyze it and see keywords, brands, and categories frecuency, prices distribution and other market tendencies as well —all in a group of friendly stadistic tables and graphics (exported from a Jupyter notebook) :)

beautifulsoup4 data data-analysis jupyter-notebook pandas python3

Last synced: 28 Apr 2026

https://github.com/anurag-kumar-molankala/sales-performance-dashboard

A Power BI dashboard that analyzes sales trends, product performance, customer segmentation, and payment distribution. It uses DAX, time intelligence, and interactive visuals for data-driven insights. The model includes Sales, Product, and Customer tables for in-depth analysis.

dashboards data-analysis data-visualization dax dax-functions dax-measures dax-query etl-process powerbi powerbi-visuals powerquery sql-query sql-server

Last synced: 03 Apr 2025

https://github.com/fbarffmann/nosql-challenge

Analyzed 28,000+ UK restaurant records using MongoDB and PyMongo. Queried hygiene scores, location data, and customer ratings.

data-analysis data-cleaning database-analysis json mongodb nosql pymongo python restaurant-data

Last synced: 13 Apr 2026

https://github.com/iwasakiyuuki/data-analysis-platform-etl

A collection of Airflow DAGs for automating data collection into our on-premises data analysis platform.

airflow airflow-dags data-analysis data-collection

Last synced: 01 Jul 2025

https://github.com/angchekar28/valorant-gameplay-analysis

This project analyzes Valorant gameplay data to understand key factors affecting match outcomes. It compares various machine learning models to predict player performance, rank classification, and match success.

data-analysis data-science data-visualization exploratory-data-analysis jupyter-notebook machine-learning python

Last synced: 12 Apr 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/hazim-hf/data-science

This course covers basic data science principles, Python programming, and the concept of big data and its types. It explores algorithms, methods, and analyses in data science with practical Python examples. Additionally, it highlights current data technologies for storing and archiving.

data-analysis data-wrangling time-series

Last synced: 04 Jul 2025

https://github.com/vanshuchaudhary/retail-sale

project uses MySQL to analyze retail sales data, focusing on customer behavior, sales trends, and product performance. The dataset includes transactions, customer demographics, and purchase details, helping businesses optimize strategies. Key Insights: 📊 Revenue Analysis – Total sales, top-spending customers 📅 Sales Trends

business-intelligence customer-behavior customer-behavior-analysis data-analysis mysql predictive-analytics retail-analytics sales-analysis sql-queries

Last synced: 23 Mar 2025

https://github.com/ironlegion88/media_bias

An end-to-end NLP pipeline to analyze ideological bias in online news media during elections. Uses sentiment analysis, topic modeling (LDA/NMF), and NER to quantify media framing.

data-analysis machine-learning media-bias nlp nltk political-science python scikit-learn sentiment-analysis spacy topic-modeling

Last synced: 13 Apr 2026

https://github.com/nurulashraf/polynomial-regression-manufacturing

A Python project implementing polynomial regression to analyse and predict manufacturing-related data. Features include data preprocessing, model training, and visualisation of results. Ideal for exploring machine learning applications in manufacturing process optimisation.

data-analysis data-visualization machine-learning manufacturing polynomial-regression predictive-modeling process-optimization python regression-models scikit-learn

Last synced: 16 Apr 2026

https://github.com/aimin-nur/visualisasi_bikestore

Data Analyst - Dashboard Bike Store

data-analysis sql visualization

Last synced: 29 Jan 2026

https://github.com/borjamome/accidentes_madrid

Análisis de Accidentes en Madrid en SQL (2023)

accidentes-coche data-analysis madrid sql

Last synced: 17 Jan 2026

https://github.com/wo0fle/sfrcp

The program used for a research study I conducted: "Comparison of Star Formation Rate in Spiral versus Elliptical Galaxies."

astronomy astropy data-analysis galaxy jupyter-notebook python research research-project

Last synced: 03 Apr 2025

https://github.com/stepankuzmin/machine-learning-data-analysis

My homeworks on Coursera Machine Learning and Data Analysis specialization

coursera data-analysis jupiter machine-learning python

Last synced: 03 May 2026

https://github.com/ireneflorez/nypd-mvc

Analysis of NYPD Motor Vehicle Collisions

basemap data-analysis folium jupyter-notebook matplot pandas python

Last synced: 08 May 2026

https://github.com/himanshubhosale25/ai-insightful-quiz-analytics

This project analyzes student quiz performance data, providing visualizations and AI-generated feedback. It uses FastAPI for the backend, React for the frontend, and OpenAI LLMs to deliver personalized insights and actionable recommendations for students.

data-analysis fastapi openai-api react student-performance

Last synced: 11 Mar 2025

https://github.com/sco1/xbmini-py

Python Toolkit for the GCDC HAM

data-analysis data-visualization python python3

Last synced: 07 May 2025

https://github.com/gallillio/unsupervised_clustering_music_recommendation_system

Music Recommendation System using Unsupervised Machine Learning Clustering Methods using K-Means, Fuzzy C Mean DBSCAN, Gaussian Mixture Model, BIRCH and Agglomerative Clustering

affinity-propagation agglomerative-clustering birch-clustering data-analysis data-visualization dbscan-clustering fuzzy-cmeans-clustering gaussian-mixture-models k-means-clustering pca unsupervised-machine-learning

Last synced: 14 Jul 2026

https://github.com/bhavinpatel4199/artificial-intelligence---ai-for-decision-making

Artificial Intelligence for Decision Making is a collection of projects focused on applying AI and machine learning techniques to solve decision-making challenges. It includes projects on wine quality prediction, Cassandra data modeling, and text classification, showcasing a range of data science and machine learning applications.

artificial-intelligence cassandra-cql data-analysis data-engineering data-preprocessing data-structures decision-making deep-learning feature-selection machine-learning-algorithms sentiment-analysis text-classification

Last synced: 20 Jun 2026

https://github.com/DCS-training/IntroToStatistics

This is a repository which contains all the materials to be used in the introduction to statistics course. Go to the readme file

data-analysis r rmarkdown statistics

Last synced: 25 Apr 2025

https://github.com/cezlul/analyse-ventes-immobilier

Solution ML d'analyse immobilière parisienne : classification automatique appartements vs commerces (K-means, 91%) et prédiction prix (régression, R²=0.98) sur 26K transactions. Valorise portefeuille 169M€ avec recommandations stratégiques data-driven.

data-analysis jupyter-notebook machine-learning matplotlib numpy pandas python sklearn

Last synced: 13 Apr 2026

https://github.com/extwiii/datascience-jhu

Ask the right questions, manipulate data sets, and create visualizations to communicate results - Coursera

biostatistics data-analysis data-science linear-regression multivariate-regression r r-programming toolbox visualization

Last synced: 05 Jul 2025

https://github.com/jameswrigley/laph

A node-based data analysis program.

cpp data-analysis nodes qml

Last synced: 05 Jun 2026

https://github.com/zients/tw-lottery-recommandation

Taiwan lottery draw analyzer & number recommender with Transformer ML model. Supports 539, 649, 638, 3D, and 4D lotteries.

cli data-analysis lottery machine-learning python pytorch taiwan transformer

Last synced: 03 May 2026

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

This project uses machine learning algorithms to predict the classification of loan status. The dataset is loaded and some transformation is done using SQL for getting a proper dataset with some valid informations.

classification data-analysis data-cleaning data-science data-visualization eda loan-prediction loan-status machine-learning predictive-modeling sql supervised-learning

Last synced: 09 Apr 2025

https://github.com/samruddhi3012/tata-data-visualization

Hi! This repo contains the dashboard I created using Tableau for TATA Data Visualization Training!

data-analysis data-visualization tableau tata

Last synced: 07 Jan 2026

https://github.com/mr-chang95/udacity_movie_project

Movie Data Analysis and Visualization Project for Udacity's Data Analyst Program. Using Python in Jupyter Notebook.

data-analysis data-visualization jupyter-notebook movie python

Last synced: 13 Apr 2026

https://github.com/abhisek-13/fake_news_classifier

The Fake News Classifier is a TensorFlow-based machine learning project that detects and classifies fake news with 97% accuracy. The repository includes a single Python file with complete code for building and training the model, which you can use to create and deploy your own model.

colab-notebook data-analysis data-engineering deep-learning eda kaggle keras machine-learning nlp pandas python tensorflow

Last synced: 13 Apr 2026