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/georgiosioannoucoder/2023-fall-data-science-ta

These are my code examples for the 2023-fall-data-science-ta as a Data Science Teaching Assistant at CUNY Tech Prep (CTP) Cohort 9. 📊

dashboard data-visualization decision-tree eda huggingface image-classification machine-learning ml neural-network nlp pandas random-forest regression teaching-assistant transformer

Last synced: 10 May 2026

https://github.com/mituskillologies/ds-ref-cdac-aug24

Program of refresher course on Data Science conducted for CDAC officials at CDAC Headquarters, Pune in August 2024.

data-science data-visualization machine-learning mysql python-programming r-programming sql

Last synced: 10 May 2026

https://github.com/arslan3x5/eda-journey

Exploratory data analysis (EDA) and visualization projects focusing on diverse datasets, including Bitcoin price trends and Indian restaurant reviews. Each notebook aims to provide insights and showcase data storytelling through visual exploration.

bitcoin data-science data-visualization eda

Last synced: 29 Jun 2026

https://github.com/ahnaf19/rokomari_price_analysis

This was a job hiring assignment given my rokomari.com. The data was small, obviously a generated one for test purpose. I tried to describe myself while diving deep as much as possible.

data-analysis data-cleaning data-visualization etl

Last synced: 30 Aug 2025

https://github.com/abhash-rai/analyzing-credit-card-eligibility

This work was performed as part of BCU undergraduate course.

data-analysis data-visualization ggplot ggplot2 latex r

Last synced: 20 Jan 2026

https://github.com/sanand0/storynetwork

Visualize where people are mentioned in stories and their inter-relationships

data-visualization

Last synced: 04 Sep 2025

https://github.com/archanakokate/exploratory_data_analysis_global-terrorism_using_tableau

Using Tableau, conducted an in-depth analysis of terrorism incidents around the world.

analysis data-visualization tableau

Last synced: 04 Feb 2026

https://github.com/muhammed-fazal/student-success-and-early-intervention-analytics-system

To consolidate scattered student performance records into a unified Data Warehouse in SQL Server. Engineer an Interactive Power BI dashboards that visualize academic trends, identifying student performance and implement predictive analytics.

analysis analytics dashboard data data-analysis data-engineering data-science data-visualization database etl etl-pipeline power-bi powerbi python sql sql-server

Last synced: 29 May 2026

https://github.com/syncfusionexamples/building-a-neumorphic-chart-to-visualize-gen-z-s-favorite-social-media-with-syncfusion-maui

Learn how to build a Neumorphic column chart using Syncfusion's .NET MAUI Charts to visualize Gen Z's favorite social media platforms based on U.S. adult usage data. This project features a modern design that adapts to both light and dark themes, creating a sleek and engaging user experience.

custom-chart-styling custom-drawable-charts data-visualization dotnet-maui-chart gen-z-social-media-trends interactive-charts light-and-dark-theme-ui modern-ui-design neumorphic-design neumorphism-ui social-media-analytics syncfusion-column-chart us-social-media-usage user-interface-trends

Last synced: 03 Apr 2025

https://github.com/giog97/find_similar_tables_on_pubtables-1m

Find similar tables on the PubTables-1M dataset

data-analysis data-visualization datamining dm tables

Last synced: 09 Apr 2025

https://github.com/parthasarathy27/barchart-visualization-using-amcharts

This project visualizes monthly fuel usage data (petrol and diesel) using a responsive bar chart built with the amCharts library. The chart displays fuel consumption across 12 months, with separate bars for petrol and diesel for each month.

amcharts amcharts-js-charts data-visualization html-css-javascript json visualization

Last synced: 12 Apr 2026

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/ricardo-melo-martins/docker

⚡ RMM ⚡:: 🐳 docker with database for fun development

data-visualization database datascience docker mysql postgres sakila sakila-database sqlite

Last synced: 12 Apr 2026

https://github.com/erabossid/d3js-treemap

Data visualization with D3js Treemap

d3js data-science data-visualisation data-visualization reactjs

Last synced: 10 Mar 2025

https://github.com/itskshitija/analyzing-the-nyc-airbnb-market

The aim of this project is to utilize Python to understand the factors that influence Airbnb prices in New York City, or identifying patterns of all variables. Our analysis provides useful information for travelers and hosts in the city and some of the best insights for the Airbnb business.

data-science data-visualization dataanalysis dataanalysisusingpython

Last synced: 22 Jul 2025

https://github.com/carcesar/mg2020

Visualização do mapa com os partidos dos prefeitos eleitos em 2020 - Minas Gerais

altair data-visualization infoviz minas-gerais politics python

Last synced: 24 Apr 2025

https://github.com/matheusafonseca/deploy-ml-models-with-streamlit-udemy

This repository is dedicated to storing the code developed during the "Machine Learning Model Deployment with Streamlit" course on Udemy. The course covers basic to advanced techniques for deploying machine learning models using Streamlit.

data data-science data-visualization interface joblib layout machine-learning optimization-algorithms python python3 sklearn sklearn-datasets sklearn-library sklearn-pipeline streamlit

Last synced: 19 Apr 2026

https://github.com/yanny-alt/banking-customer-retention-analysis

The objective of this analysis is to identify factors contributing to the increased customer churn rate at the bank. The insights gained from this analysis will help business users make informed decisions and develop strategies to improve customer retention and reduce churn.

data-visualization power-bi powerbi-customer-churn-analysis

Last synced: 07 Jan 2026

https://github.com/orbulant/hourlyweatherdata

Using R, i have created a comprehensive R tool (with Shiny and etc.) to analyse hourly weather data from 2 Airport Stations.

analysis data-visualization r rmarkdown rmarkdown-document weather

Last synced: 04 Apr 2025

https://github.com/shahiakhilesh1304/fitbitcasestudy

This is a case study based on data retrieved from a Fitbit band, and we are making predictions about human behavior based on their mood.

case-study data-visualization fitbit jupyter-notebook numpy python3

Last synced: 13 Apr 2026

https://github.com/afifahhadie/wine-clasificassion

This project focuses on classifying different types of wine using machine learning techniques. The dataset contains various chemical properties of wines, which are used as features to predict the wine class.

classification data-science data-visualization jupyter-notebook machine-learning machine-learning-algorithms pandas scikit-learn wine-dataset

Last synced: 13 Apr 2026

https://github.com/nafiealhilaly/first-dash-app

A simple dash plotly app to explore and analyze imagined students assessment dataset

data-analysis data-analytics data-visualization eda plotly-dash python

Last synced: 02 Apr 2025

https://github.com/supriya811106/whatsapp-chat-analyzer-app

Analyze WhatsApp chats with Python, Streamlit, and data visualization. Explore messaging patterns, content trends, and emoji usage to uncover insights from your conversations.

analyzer-web-app chat-analytics chat-analyzer data-preprocessing data-visualization emojis machine-learning matplotlib natural-language-processing nltk numpy pandas plotly python3 seaborn sentiment-analysis streamlit-webapp text-analysis user-engagement

Last synced: 30 Dec 2025

https://github.com/analysisbyvivek/Road-Accident

Analyzes road accident patterns, exploring factors like lighting, weather, speed limits, time of day, and road conditions to uncover trends in severity and frequency.

data-analysis data-visualization eda jupyter-notebook kaggle tableau-public

Last synced: 29 Jan 2026

https://github.com/saba-gul/google_data_analystics_belabeat_fitness_capstone_project

This project focuses on leveraging Fitbit user data to derive valuable insights and facilitate data-driven decision-making for Bellabeat, a leading wellness company. The objective is to harness the wealth of information captured by Fitbit devices to enhance the wellness offerings provided by Bellabeat.

bellabeat-case-study bellabeat-eda data-analytics data-visualization fitbit google-casestudy

Last synced: 08 Jun 2026

https://github.com/szuzick/hr-analytics-pipeline

End-to-end HR analytics solution using PostgreSQL, dbt, and Power BI

data-analysis data-visualization database-maintenance dbt hr-analytics insights postgresql powerbi sql

Last synced: 10 Jun 2026

https://github.com/amoghkori/working-with-apache-spark-mllib

Implemented Apache Spark MLLib to analyze a large car dataset, predict car selling prices, and gain insights into the car market.

amazon-web-services data-analysis data-visualization exploratory-data-analysis linear-regression machine-learning model-selection pyspark python random-forest sagemaker spark

Last synced: 13 Apr 2026

https://github.com/zen204/renewable-energy-usage-v-electricity-access

Interactive data visualization project created for COSI 116A: Introduction to Information Visualization at Brandeis University (Fall 2024). The project showcases data-driven insights using advanced visualization techniques and user interactivity. Hosted on GitHub Pages.

d3js data-analysis data-visualization electricity github-pages html-css-javascript information-visualization interactive python renewable-energy tableau web-development

Last synced: 08 Feb 2026

https://github.com/naninsv/yulu-bike-rental-analysis

Assisting Yulu, India's micro-mobility provider, in understanding factors influencing shared electric cycle demand. Employing statistical tests and analysis on a dataset to identify significant predictors and gauge their impact on cycle demand.

data-visualization eda hypothesis-testing matplotlib-pyplot numpy-library pandas-library python scipy-stats seaborn-python statistical-analysis

Last synced: 13 May 2026

https://github.com/shrutiijoshi/e-commerce

The dataset contains various attributes related to orders, customers, and products, providing a comprehensive view of the sales process.

analysis data-visualization tableau-public visualization

Last synced: 07 Jan 2026

https://github.com/ericgio/r-d3

Low-level components and examples for rendering data with D3 + React

d3 data-visualization react

Last synced: 11 May 2026

https://github.com/smpotts/sp500_index_analysis

Uses the Plotly Dash framework to visualize publicly available data for companies listed on the S&P 500 index

dash-plotly data-visualization financial-analysis pandas-dataframe python

Last synced: 01 Apr 2025

https://github.com/quantumudit/groceries-basket-analysis

This project performs market basket analysis using Power BI and Python to reveal associations between grocery items. It involves transforming raw transaction data into a processed dataset, creating interactive Power BI reports, and generating key insights through Python, enabling data-driven decision-making.

data-analysis data-visualization pandas powerbi python

Last synced: 12 Apr 2026

https://github.com/athari22/investigating-netflix-movies-and-guest-stars-in-the-office

Apply basic Python skills in Introduction to Python and Intermediate Python by processing and visualizing film and television data.

data-analysis data-science data-visualization loop loops matplotlib matplotlib-pyplot netflix numpy office pandas python

Last synced: 11 Apr 2026

https://github.com/shubham200137/expense-tracker-dashboard

The task is to create a Power BI dashboard from expense data (October–December) stored on SharePoint/OneDrive. It should include dropdowns for file and sheet selection with auto-refresh.

dashboard data-visualization powerautomate powerbi

Last synced: 04 Feb 2026

https://github.com/oenm176/hmeq-loan-analysis

Menggali wawasan dari dataset Home Equity (HMEQ). Proyek ini membangun model klasifikasi untuk mendeteksi kredit macet, yang menampilkan pra-pemrosesan data lengkap, normalisasi, dan visualisasi pohon menggunakan Python.

classification-model credit-risk-analysis data-mining data-science data-visualization decision-tree hmeq-dataset machine-learning python scikit-learn student-project

Last synced: 13 Apr 2026

https://github.com/danaelshrbiny10/gold-prices

The Egypt Gold Prices project is a data analysis and visualization initiative that focuses on tracking and understanding the daily gold prices in Egyptian pounds per gram.

data-visualization docker docker-compose matplotlib mongodb numpy pandas powerbi python3 webscraping

Last synced: 13 Apr 2026

https://github.com/bala-1409/tableau-visualization-viz.-project

This repository contains Visualization Projects which is visualized through Tableau Software, by using the visualization we can gain multiple insights and strategies which helps to develop the business for gaining high profit margins and also it provides social values in some cases to calculate damages and intensity by calamities.

dashboard data-analysis data-science data-visualization exploratory-data-analysis tableau tableau-dashboards tableau-public visualization

Last synced: 04 Feb 2026

https://github.com/derrmru/whats-in-the-news

Data Visualisation of News Content

data-visualization nlp react scraped-data

Last synced: 17 May 2026

https://github.com/cre8-capstone-project/drivebuddyweb

DriveBuddy is AI-powered app with fatigue detection and real-time alerts to keep you safe on the road. It was built as the capstone project for Langara College's Web & Mobile App Design and Development program. This repository holds the code for the admin dashboard

chartjs data-visualization firebase javascript react reactjs vite

Last synced: 13 Jun 2025

https://github.com/audreyadora/r_data_analytics

RStudio Data Analytics Learning Journal

data-science data-visualization r-studio

Last synced: 04 Feb 2026

https://github.com/tejaswirupa/impact-of-workplace-stress-on-mental-health-conditions-of-employees

Studied how remote, hybrid, and onsite work affects employee stress and wellness. Engineered metrics to quantify fatigue and work-life balance, uncovering mental health trends across industries and roles.

data-visualization datascience exploratory-data-analysis feature-engineering

Last synced: 24 Jan 2026

https://github.com/albertofaraujo/pbi_dashboard_anp

Análise do preço médio do combustível automobilístico no Brasil ao longo do ano de 2022

data-visualization dax-studio power-query powerbi

Last synced: 06 Jan 2026

https://github.com/hemangsharma/streamingcontentanalyzer

This Streamlit application provides an interactive dashboard for analyzing streaming content data. It allows users to explore movie and TV show ratings, distributions, temporal trends, and genre breakdowns through various visualizations and filters.

dashboard data-analysis data-science data-visualization python streamlit-dashboard streamlit-webapp

Last synced: 02 Apr 2025

https://github.com/filip-kustura/python-covid-19-behaviors-analysis

Using Jupyter Notebook, this university project analyzes attitudes and behaviors related to the COVID-19 pandemic using a two-year survey from Imperial College London and YouGov research company. Utilizing Pandas, NumPy and Matplotlib, the data analysis focuses on three countries, exploring trends and insights throughout the pandemic.

covid-19 data-analysis data-visualization jupyter-notebook matplotlib numpy pandas python university-project

Last synced: 12 Apr 2026

https://github.com/melih0132/all-my-projects

This repository showcases projects from my computer science journey, covering technologies like web development and interactive applications.

csharp data-visualization database game-development html-css ia javascript kotlin-android python software-development swift unity web-development

Last synced: 05 Apr 2026

https://github.com/saisurajmatta/airbnb-data-visualisation-project

Explored and visualized Seattle Airbnb data to gain insights into pricing, geographic trends, and optimal listing strategies for hosts.

data-analytics data-visualization excel tableau tableau-dashboards tableau-public tableu-workbook

Last synced: 05 Feb 2026

https://github.com/virajbhutada/titanic-survival-prediction

ML project focused on predicting Titanic passenger survival using various algorithms and extensive data analysis techniques. This project includes detailed data visualization and interpretation to uncover key factors affecting survival. By leveraging various ML models the analysis aims to achieve high predictive accuracy.

ada-boost-classifier data-exploration data-science data-visualization decision-tree-classifier hyperparameter-tuning knn-classification logistic-regression machine-learning model-interpretation random-forest-classifier roc-curve titanic-classification

Last synced: 14 Jun 2026

https://github.com/kenrick95/poor-economics-data

Visualization for data published in the archived pooreconomics.com

data-visualization economics

Last synced: 12 Nov 2025

https://github.com/magnus0969/gdp-analysis

An in-depth exploration of global GDP trends using Python and data science techniques. This project involves data preprocessing, exploratory data analysis (EDA), statistical insights, and interactive visualizations to understand economic patterns and correlations.

data-science data-visualization gdp-analysis plotly python3

Last synced: 12 May 2026

https://github.com/elishah-john/happiness-report-2019

Analysis of "Happiness Report 2019" using python.

data-analysis data-visualization educational jupyter-notebook python

Last synced: 12 May 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/mostafa-ghorab/global-happiness-analysis

An analysis of global happiness rankings based on various factors like GDP, family support, health, and freedom from the World Happiness Report (2015-2017). This project provides data visualizations and statistical insights into how these factors influence happiness scores in different regions.

business-analysis data-analysis data-visualization matplotlib numpy pandas python seaborn

Last synced: 12 Apr 2026

https://github.com/lucasfranklinsilva/rnn-lstm

Modelo de Prevenção de Falhas em Turbinas Simuladas Utilizando Redes Neurais Recorrentes

data-visualization deep-learning jupyter-notebook keras machine-learning neural-networks python scikit-learn

Last synced: 12 Apr 2026

https://github.com/zulfachafidz/telco_churn_insight_customer_loss_prediction_with_random_forest_and_decision_tree-algorithms

The main problem in the business world is customer churn, or losing customers, especially in the telecommunications industry, which experiences very tight competition. To overcome this problem, an analysis was carried out to help the company understand how many customers have the potential to switch providers.

data data-science data-visualization dataanalysis dataanalyst dataanalytics datadrivenwithdataprovider decision-tree decision-tree-classifier decision-trees random-forest random-forest-classifier

Last synced: 01 May 2026

https://github.com/davidchocholaty/bithack_hackathon_2024

This repository contains my personal code tasks for the BIT_Hack hackathon, created in 2024.

data-mining data-science data-visualization exploratory-data-analysis hackaton hackaton-project machine-learning

Last synced: 06 May 2026

https://github.com/urvee1810/market_basket_analysis

A data mining project analyzing Instacart's 3 million grocery orders to uncover customer shopping patterns and product associations. Using market basket analysis and the Apriori algorithm, the project reveals key insights about shopping behavior, product combinations, and temporal patterns, providing valuable recommendations for retail strategy

apriori-algorithm data-mining data-visualization machine-learning market-basket-analysis matplotlib mlxtend numpy pandas python seaborn

Last synced: 12 Apr 2026

https://github.com/wadeChriestenson/Main_Application

A Django application to host my personal resume.

data-analysis data-visualization django plotly python ui-design

Last synced: 11 Mar 2025

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/danielpeter/wiggles

iOS App for visualizing ground motion of nearby seismic stations

data-visualization fdsn seismics

Last synced: 12 Mar 2026

https://github.com/albertofaraujo/excel_dashboard_prev_fraudes

O objetivo da análise é extrair informações de performances individuais dos colabores de uma empresa fictícia para tomadas de decisão. (Dashbord em Excel)

analise-de-dados dashboard data-visualization excel

Last synced: 06 Jan 2026

https://github.com/johannaschmidle/amazon-cat-couch

Customer product reviews + ratings analysis and visualization [Python, Excel, Tableau, R]

data-analysis data-visualization jupyter-notebook python-notebook r-markdown sentiment-analysis text-analysis web-scraping

Last synced: 11 Jun 2026

https://github.com/shwetapardhi/assignment-04-simple-linear-regression-2

Q2) Salary_hike -> Build a prediction model for Salary_hike Build a simple linear regression model by performing EDA and do necessary transformations and select the best model using R or Python. EDA and Data Visualization. Correlation Analysis. Model Building. Model Testing. Model Predictions.

correlation-analysis data-visualization distplot eda feature-engineering model-building model-predictions model-template numpy ols-regression p-value pandas python r-square-values regression-plot seaborn simple-linear-regression smf statsmodels t-score

Last synced: 08 May 2026

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/pascalx-git/randomcharts

Generate charts with random data.

data-visualization design javascript

Last synced: 12 May 2026

https://github.com/jabonsote/financial-anomaly-detection-with-deepseek-and-isolation-forest

🚀 Financial Anomaly Detection with DeepSeek and Isolation Forest – A powerful, locally-run tool for detecting financial anomalies using Isolation Forest and DeepSeek LLM. Features AI-powered insights, interactive time-series visualization, and automated PDF audit reports. 🔍📊

anomaly-detection chatbot data-visualization deepseek financial-analysis financial-data isolation-forest llm machienlearning ollama report-generator streamlit

Last synced: 12 Apr 2026

https://github.com/5hraddha/eda-instacart-customers-shopping-habits

In this Exploratory Data Analysis (EDA) project we'll clean up the data and prepare a report that gives insight into the shopping habits of Instacart customers.

data-visualization exploratory-data-analysis instacart matlpotlib numpy pandas

Last synced: 13 Apr 2026

https://github.com/bhushan148/finance-domain-bank-loan-report-tableau

I analyzed 🏦 bank loan data to reveal trends, KPIs, and insights. Using Tableau 📈 for dashboards and SQL 🗃️ for data extraction, I visualized loan applications, borrower profiles, and repayment behaviors 💡.

bussiness-intelligence dashboard-design data-analysis data-visualization excel figma sql sqlqueries tableau

Last synced: 08 Apr 2025

https://github.com/shuyib/mouse_gut_otu

Vectorization and Unsupervised Learning of Mouse Operation Taxonomic Units to determine which species of bacteria form distinct groups in a dataset.

16s-rrna anaconda analysis data-visualization dataset gut-microbiome matplotlib-figures mothur numpy-arrays pandas-dataframe pca-analysis python3 scikitlearn-machine-learning sops t-sne unsupervised-learning

Last synced: 13 Apr 2026

https://github.com/balajimohan18/milk-production-time-series-forecasting-datascience-project

This project uses time series forecasting to predict future milk production. The data used in this project is monthly milk production data from January 1962 to December 1975. The ARIMA (autoregressive integrated moving average) model is used to forecast the milk production. The model is evaluated using various metric.

acf adf data-analysis data-cleaning data-science data-visualization eda exploratory-data-analysis machine-learning pacf seasonality time-series trends

Last synced: 30 May 2026

https://github.com/k8hertweck/tidytuesdaydataviz

data viz for TidyTuesday lunch meetup at the Hutch

data-visualization tidytuesday

Last synced: 30 May 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/fabioc-aloha/fabioc-aloha

Self-updating GitHub profile portfolio and the public proof that the Alex cognitive architecture works end to end without a human in the loop. A multi-model pipeline classifies, clusters, narrates, and stitches a hundred-plus repositories into a single composed canvas every morning, with an independent Responsible-AI review gating publication.

agentic cron dashboard data-visualization fleet github github-actions github-profile llm-as-judge markdown openai personal-website portfolio profile readme self-updating template widget

Last synced: 30 May 2026

https://github.com/srinibas-masanta/electric-vehicle-analysis-dashboard

This repository features an interactive Tableau dashboard that visualizes electric vehicle (EV) adoption trends in the U.S. 🚗⚡ Explore EV growth, top manufacturers, regional distribution, and the impact of incentives—all in one dynamic view. 📊 Use filters to dive deeper into the data and uncover key insights! 🚀

dashboards data-analysis data-visualization tableau

Last synced: 15 Jan 2026

https://github.com/h-sutiwas/r2de-2025

This repository is related to the Road To Data Engineer Bootcamp by DataTH. It contains all related coursework, some mini projects and other resources within the field of Data Engineering.

data data-engineering data-visualization docker gcp pipeline spark

Last synced: 30 Apr 2026