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/yash1882/music-store-data-analysis

A project focuses on analyzing music store data using SQL ♬

begineer-friendly data-analysis music music-store-data music-store-data-analysis sql-project

Last synced: 28 Jan 2026

https://github.com/srimantapal205/dataengineerwireframedesigns

Data Engineer Wireframe Designs are essential for planning and visualizing data pipelines, architecture, and workflows before implementation.

data-analysis data-engineering dataflow dataflow-programming datapipeline dataprocessing development visualization

Last synced: 29 Jan 2026

https://github.com/andreicirciumaru/best-of-breed

CSV fundamentals screener: schema validation + market-cap weights

csv data-analysis finance pandas python screener

Last synced: 15 Apr 2026

https://github.com/rdrahul123/ecommerce-sales-dashboard

This project focuses on analyzing e-commerce sales data to uncover actionable insights and improve business decision-making. Using interactive dashboards and data analysis techniques, the project evaluates key performance metrics, customer behavior, sales trends, and payment modes across different categories and regions.

data-analysis data-science excel powerbi

Last synced: 22 Mar 2025

https://github.com/wareflowx/excel-toolkit

A powerful command-line toolkit for Excel and CSV data manipulation, analysis, and transformation.

data-analysis data-wrangling excel pandas python uv

Last synced: 29 Jan 2026

https://github.com/abhi227070/medical-insurance-predictor

This project implements a machine learning regression model to predict medical insurance charges based on user-provided details such as smoking status, number of children, gender, and age. The user-friendly interface allows individuals to estimate their average insurance price before purchasing medical insurance.

data-analysis machine-learning machine-learning-algorithms machinelearning python3 regression-models

Last synced: 04 May 2026

https://github.com/joannescode/regex_with_py

Learning by practicing with Regex (Python)

data-analysis python3 regex

Last synced: 30 Jan 2026

https://github.com/surajwate/datalab

DataLab is a versatile toolkit designed to simplify data exploration, analysis, and visualization for data scientists.

data-analysis data-science python visualization

Last synced: 30 Jan 2026

https://github.com/mfakhriazhar/healthcare-dashboard-project

This project is a comprehensive data analysis and visualization of healthcare data using Power BI. It focuses on understanding patient distribution, billing trends, and hospital performance through a clean and interactive dashboard.

dashboard dashboardreporting data-analysis datacleaning excel powerbi powerquery

Last synced: 30 Jan 2026

https://github.com/ljadhav25/decision-tree-random-forest-algorithm-data-science-

This repository contains an implementation of decision tree and random forest algorithms from scratch in Python. Decision trees and random forests are popular machine learning algorithms used for classification and regression tasks. The goal of this project is to provide a clear and understandable implementation of these algorithms

data-analysis data-science decision-trees machine-learning-algorithms matplotlib numpy pandas python random-forest-classifier

Last synced: 15 Apr 2026

https://github.com/iness000/online-retail-customer-segmentation

This project performs comprehensive customer segmentation analysis on an online retail dataset using machine learning clustering techniques and RFM (Recency, Frequency, Monetary) analysis. The goal is to identify distinct customer segments to drive better customer relationship management strategies and business insights.

customer-segmentation data-analysis k-means

Last synced: 31 Aug 2025

https://github.com/auliannee/new-york-uber-pickups-analysis

This repository contains the projects related to data collecting, quality check, manipulation, analyzing, and visualizations.

data-analysis data-science ipython-notebook jupyter-notebook python

Last synced: 07 Feb 2026

https://github.com/tralahm/parliament-2017-dataset

Concise, Clean data sets of the 2017 Kenyan General Election results for the Members of the Senate and National Assembly Composition

csv-parsing data-analysis data-visualization datasets election-data ipynb-jupyter-notebook kaggle-dataset kenya-constituencies kenya-counties matplotlib python3 tralahtek

Last synced: 31 Jan 2026

https://github.com/jujulis18/olympicsmedalsdashboard

Olympic Dashboard – Paris 2024 est un tableau de bord interactif permettant d’explorer les performances des athlètes médaillés des Jeux Olympiques d’été de Paris 2024.

dashboard data-analysis data-visualization eda olympic python streamlit

Last synced: 31 Jan 2026

https://github.com/traore-07/fedex-sales-analysis

Analysis of the FedEx Sales Transaction

data-analysis data-visualization sales-analysis tabeau

Last synced: 31 Jan 2026

https://github.com/cca/panopto-session-data

analyzing Panopto session data for retention purposes

data-analysis ipython-notebook video

Last synced: 07 Feb 2026

https://github.com/allanotieno254/bank-loan-analysis-dashboard-power-bi

An interactive Power BI dashboard that analyzes bank loan data to provide insights into approval trends, default risks, and customer profiles. Designed to assist financial institutions in making data-driven lending decisions.

bank-loans business-intelligence dashboard data-analysis financial-analysis power-bi risk-assessment

Last synced: 31 Jan 2026

https://github.com/scailfin/benchmark-templates

Workflow Templates are parameterized workflow specifications for the Reproducible Open Benchmarks for Data Analysis Platform (ROB)

benchmarks data-analysis reproducibility

Last synced: 16 Jan 2026

https://github.com/mahapeth/invest-track

Реализация инструмента для мониторинга активности пользователей ИС "Инвест" для ВКР по направлению 01.03.02 Прикладная математика и информатика

analitycs app data-analysis data-visualization jupyter-notebook python sites

Last synced: 20 Jun 2026

https://github.com/gastonstat/stat133

STAT 133: Concepts in Computing with Data

data-analysis data-science data-visualization r-programming syllabus

Last synced: 25 Feb 2026

https://github.com/ajmannust41288/data-analyst

Data Analyst ,Microsoft Professional expert,Desktop PowerBi ,Tablue and Dashboards with ChatGP4 AI uses

business-analytics data-analysis data-analyst data-analytics eda

Last synced: 01 Feb 2026

https://github.com/tusharpandey003/chat_analysis

Analysis of group chat with respect to individual member of group

chat-analysis chat-analyzer data-analysis data-science streamlit whatsapp whatsapp-chat whatsapp-web

Last synced: 01 Feb 2026

https://github.com/axsk/geekgraph

parse, cluster and visualize boardgamegeek.com user profiles

data-analysis scraper

Last synced: 01 Feb 2026

https://github.com/tapas-gope/global-superstore-sales

This repository contains a Power BI dashboard designed to provide comprehensive insights into sales performance across various regions, segments, and products. The dashboard utilizes a variety of visualizations, including bar charts, line charts, maps, and tables, to effectively communicate key metrics and trends.

business-intelligence data-analysis data-modeling data-visualization financial-reporting powerbi sales-analysis

Last synced: 07 Feb 2026

https://github.com/ludreinsalvador/life-expectancy-data-analysis

Contains Power BI dashboards analyzing global life expectancy trends, mortality rates, and health expenditures. Using a dataset sourced from Google Sheets, the project explores the impact of economic and healthcare factors on longevity.

dashboard data-analysis data-visualization healthcare-analysis life-expectancy powerbi

Last synced: 25 Feb 2026

https://github.com/als8446/tripleten-data-science-projects

Projects Overview Projects made in the Data Scientist course from TripleTen LatAm

data data-analysis hypothesis-tests machine matplotlib numpy pandas python scipy sklearn

Last synced: 10 Apr 2026

https://github.com/keneandita/exploratory-data-analysis-eda-

Explore EDA on 5 datasets: Titanic 🚢, Heart Disease ❤️, Wine Quality 🍷, Car Price 🚗, and NBA Players 🏀. Includes data cleaning, preprocessing, and visualizations to uncover insights. Perfect for beginners to learn data analysis with Pandas, Matplotlib, and Seaborn! 🎨📈

data-analysis data-visualization eda matplotlib pandas python seaborn sklearn

Last synced: 15 Apr 2026

https://github.com/nagar2nd/jenson-usa-mysql-analysis

We are analyzing Jenson USA's dataset to gain valuable insights into customer behavior, staff performance, inventory management, and store operations. By crafting advanced SQL queries, the analysis explores key metrics such as product sales, customer spending, and order patterns, ultimately guiding strategic decision-making and operations.

data-analysis problem-solving sql

Last synced: 01 Feb 2026

https://github.com/vishnu-vamshii/data-science-jobs-salaries

Created an interactive dashboard to analyze data science jobs salaries in different regions of the world, experience levels, average salaries in USD and type of employment along with a geographical visual.

data-analysis data-science data-visualization tableau tableau-dashboard

Last synced: 01 Feb 2026

https://github.com/yeuner/file-analysis-sql-demo

Streamlit-based application that leverages pandas, sqlite3, and file handling libraries (OpenPyXL and PyArrow) to practice SQL queries, analyze datasets, and export results. A personal project to enhance Python and SQL skills.

data-analysis dataset pandas sql sqlite streamlit vizualization

Last synced: 15 Apr 2026

https://github.com/tameronline/ai-financial-analyst

AI-driven financial analyst system utilizing LangChain and Ollama for real-time stock analysis, market trends, and financial insights.

ai data-analysis finance financial-analysis langchain machine-learning nlp ollama stock-market

Last synced: 02 Feb 2026

https://github.com/khanovico/python-stock-analyzer

This is a Webapp implemented by python and several data science frameworks, enabling online stock trend analyzing.

amcharts-js-charts data-analysis data-visualization flask javascript pandas python scikit-learn

Last synced: 02 Feb 2026

https://github.com/shubham200137/customer-churn-analysis

In this case study, we analyze customer churn for a telecom company serving Southern California. The company faces increased competition and wants to retain customers by understanding the reasons for churn. Our objectives include improving service quality, identifying churn factors, pinpointing attractive services, and retaining high LTV customers.

data-analysis data-visualization numpy-python pandas-python sqlite tableau

Last synced: 15 Apr 2026

https://github.com/devbigboy/excel-power-query-get-transform

Power Query is a feature in Excel that allows you to quickly import data from multiple sources and easily clean, transform, and reshape it to suit your needs.

data-analysis data-science excel

Last synced: 08 Feb 2026

https://github.com/suhail25/hotel-booking-analysis

Analyzed the cancelling of booking of hotels and summarized insights to the Hotel Manager to increase profit by 30%. Demonstrated data exploration, cleaning, analysis using Python and its libraries: pandas, seaborn, matplot. Documented the results in PDF report: reduced cancellation by 30% and releasing discounts for 10 days in a month.

data-analysis ipynb-notebook matplotlib pandas python seaborn

Last synced: 08 Feb 2026

https://github.com/nmelgar/birthday_sports_dataviz

We will analyze how the Matthew Effect has influenced in professional sports players.

analysis csv data data-analysis data-science data-visualization datavisualization dataviz probability research tableau

Last synced: 08 Jan 2026

https://github.com/sroman0/data-analytics

Data Analytics Exercises is a collection of comprehensive university-level exercises aimed at enhancing skills in data analytics. The repository includes practical notebooks covering data manipulation, exploratory data analysis (EDA), statistical analysis, data visualization, and machine learning fundamentals.

data-analysis data-analytics data-science data-visualization education exercises exploratory-data-analysis hands-on-practice jupyter-notebook machine-learning python statistics

Last synced: 15 Apr 2026

https://github.com/michalspano/maturitna-skuska-proj

Maturitná skúška 2021/2022 - objektívna spracovanie a analýza dát

data-analysis

Last synced: 19 Mar 2026

https://github.com/josericodata/statisticsapp

Interactive statistics analysis app using Python and Streamlit. Perform key statistical tests, visualise distributions, and explore data with ease.

alpha-value chi-square-test confidence-intervals data-analysis dublin dublin-ireland europe hyphotesis-tests ireland normal-distribution null-hypothesis p-value portfolio python statistics streamlit t-test tech ubuntu z-test

Last synced: 26 Feb 2026

https://github.com/mysftz/statistical-analysis

A in-depth review of statistical analysis in Python from datasets.

data-analysis python python3 statistics university university-project

Last synced: 14 May 2025

https://github.com/leandrocollares/home-team-advantage-in-epl

Home team advantage in the English Premier League: an exploratory data analysis

data-analysis matplotlib pandas plotly

Last synced: 11 Jun 2026

https://github.com/mehrab-kalantari/olympics-data-analysis

A streamlit application to analyze the Olympics dataset from several views

data-analysis streamlit-dashboard streamlit-webapp

Last synced: 20 Apr 2026

https://github.com/an1mch1k-theone/project_1_hh_analyze

Проект: анализ резюме из HeadHunter

data-analysis data-analysis-project python

Last synced: 15 Apr 2026

https://github.com/barraharrison/airbnb-price-trends

Looking at how Airbnbs differ in price when it comes to location, room type and host activity

data-analysis data-science pandas plotly python streamlit

Last synced: 09 Feb 2026

https://github.com/mysftz/numerical-methods-in-matlab

Multiple MatLab scripts over multiple data analysis assignments.

data-analysis data-science matlab university university-assignment

Last synced: 14 May 2025

https://github.com/27ahmad/amazon-sales-analysis

This repository contains an exploratory data analysis (EDA) and visualization project of Amazon sales data. The goal is to uncover insights and present key metrics through a Tableau dashboard.

data-analysis eda pandas python seaborn tableau

Last synced: 15 Apr 2026

https://github.com/rajeev2806/netflix-data-analysis

In this project i have implemented ETL . I used netflix dataset to clean and analyze using postgresql and python

data-analysis data-cleaning postgresql python

Last synced: 15 Apr 2026

https://github.com/ludreinsalvador/global-covid-19-data-analysis

Contains Power BI dashboards that visualizes and analyzes global COVID-19 cases, deaths, and vaccination trends using data from the World Health Organization (WHO). The project aims to provide insights into the pandemic’s impact and vaccination progress worldwide through dynamic reports and advanced analytics.

analytics covid-19 covid19-data data data-analysis data-collection data-transformation data-visualization

Last synced: 26 Feb 2026

https://github.com/vanajmoorthy/bibliotype

Find out your bibliotype!

alpinejs data-analysis django goodreads

Last synced: 09 Feb 2026

https://github.com/shruti23-ui/blinkit-powerbi-dashboard

A comprehensive Power BI dashboard analyzing Blinkit's sales performance, outlet metrics, and multi-tier market analytics with interactive visualizations and business intelligence insights.

data-analysis data-visualization microsoft-excel microsoft-power-bi powerbi sales-analysis sql

Last synced: 09 Feb 2026

https://github.com/gnneto/nf-analyzer

Script Python para extrair dados de Notas Fiscais Eletrônicas (XML) e gerar Excel consolidado, com foco na extração de informações financeiras, como vencimentos e valores, para uma análise mais detalhada e eficiente. mantendo formatação numérica.

data-analysis excel finance nf-analyzer pandas python xlm

Last synced: 16 Apr 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/bcko/ud-da-eda-redwinequality

Udacity Data Analyst Nanodegree Project : Exploratory Data Analysis : Red Wine Quality dataset

data-analysis data-analyst-nanodegree exploratory-data-analysis r-markdown rstudio udacity udacity-data-analyst-nanodegree udacity-nanodegree

Last synced: 10 Feb 2026

https://github.com/an4pdm/relatorio-de-vendas

O presente projeto foi feito através das ferramentas oferecidas pelo Power BI afim de aprimorar meus conhecimentos sobre ETL. Os dados utilizados foram de origem do site "Kaggle".

data-analysis data-visualization database etl powerbi

Last synced: 20 Jun 2026

https://github.com/nickenshidqia/startup-venture-funding-dashboard-data-analysis

The Startup Venture Funding Dashboard is a comprehensive visual representation of the dynamic landscape of startup funding, providing valuable insights into the top startups, funding round types, markets, startup statuses, and investor details.

dashboard data-analysis tableau tableau-dashboards

Last synced: 11 Feb 2026

https://github.com/multitagging/benchmarks

Provides benchmarks to test the MultiTagging framework

benchmarks data-analysis ethereum smart-contracts vulnerabilities

Last synced: 11 Feb 2026

https://github.com/vikktor93/proyecto-final-python-datascience

Dataset analysis of worldwide sales of video games on different platforms in 2020

data-analysis data-science jupyter-notebook kaggle matplotlib pandas python seaborn

Last synced: 16 Apr 2026

https://github.com/ohimoiza1205/mastercard-cybersecurity-simulation

Served as an analyst on Mastercard’s Security Awareness Team to identify and report security threats

cybersecurity data-analysis data-presentation security-awareness-training technical-security-awareness

Last synced: 11 Feb 2026

https://github.com/virajbhutada/telecom-customer-churn-prediction

Predict and prevent customer churn in the telecom industry with this project. Harness the power of advanced analytics and Machine Learning on a diverse dataset to develop a robust classification model. Gain deep insights into customer behavior and identify critical factors influencing churn using interactive Power BI visualizations.

churn-prediction classification-models customer-attrition-analysis customer-churn-prediction data-analysis data-science decision-tree-classifier eda logistic-regression machine-learning machine-learning-algorithms machine-learning-models pandas powerbi powerbi-desktop python random-forest-classifier roc-curve xgboost-classifier

Last synced: 09 Apr 2026

https://github.com/sharmas1ddharth/mode_of_transport_analysis

This project requires you to understand what mode of transport employees prefers to commute to their office. The data includes employee information about their mode of transport as well as their personal and professional details like age, salary, and work exp. We need to predict whether or not an employee will use private transport. Also, which variables are a significant predictor behind this decision.

data-analysis r-programming

Last synced: 11 Feb 2026

https://github.com/bala-1409/sql-projects

The repository contains Structured Query Language (SQL) Scripts. The Multiple SQL scripts for various projects which includes data cleaning, data pre-processing, data processing, data transformation and insights gaining through Query Language.

data-analysis data-mining data-science data-transformation database eda etl-framework exploratory-data-analysis microsoft-sql-server query-language sql sql-server sql-server-database sql-server-management-studio

Last synced: 27 Feb 2026

https://github.com/thlindustries/mortalidade_neonatal_python_react

Uma plataforma de visualização de dados montada utilizando Python e React com a library de visualização do Plotly

data-analysis data-visualization plotly python python3 react reactjs

Last synced: 16 Apr 2026

https://github.com/thanaraklee/exploring-and-analyzing-data-in-oracle-database

This project focuses on data analysis using SQL with Oracle Database 21c. It aims to familiarize with data management and data analysis using SQL commands and Oracle Database 21c.

data-analysis oracle-database sql sql-developer

Last synced: 12 Feb 2026

https://github.com/l1ght14/e-commerce-sales-analysis

Interactive Power BI dashboard analyzing e-commerce sales, profit trends, top products, and customer segments using the Sample Superstore dataset.

dashboard data-analysis powerbi

Last synced: 12 Feb 2026

https://github.com/koldlight/bluetab-data-science-2017

Repositorio para compartir material y publicar los retos

course data-analysis data-science exercises

Last synced: 12 Feb 2026

https://github.com/nabilshadman/power-bi-essential-training

Exercise files for Power BI Essential Training (2024): datasets and dashboards for hands-on learning

dashboard data-analysis data-science data-visualization power-bi power-bi-dashboard

Last synced: 12 Feb 2026

https://github.com/yalai92/alfalfa_imp_exp_analysis

This repository covers data cleaning, analysis, and visualization of global alfalfa and pellet imports, focusing on trends from 2003 to 2023. It also includes a predictive analysis of global alfalfa demand for 2024-2029, using data science techniques to provide insights for stakeholders in the alfalfa industry.

data-analysis data-cleaning data-visualization matplotlib numpy pandas python sckiit-learn tableau

Last synced: 12 Feb 2026

https://github.com/martachesnova/big-data

Finding out whether reviews from Amazon's Vine program are trustworthy. Performed ETL process in the Cloud and uploaded a DataFrame to an RDS instance. Used PySpark and Spark SQL to perform a statistical analysis and uncover "hidden" insights.

big-data data-analysis dataset python spark sql

Last synced: 16 Apr 2026

https://github.com/singhs05/global-youtube-trends

Understand the impact of Likes, comments, dislikes on the video consumption for the videos that were trending.

data-analysis mssqlserver query sql

Last synced: 18 Mar 2026

https://github.com/kariemseiam/geoegy

An innovative and responsive dashboard to discover, filter, and analyze places across Egypt. Featuring advanced search, interactive maps with Leaflet.js, real-time analytics, dark mode, and seamless data export—all wrapped in a sleek, modern design with RTL support.

accessibility data-analysis data-visualization es6-modules geojson javascript leaflet mapping openstreetmap places-data responsive-design web-development

Last synced: 13 Feb 2026

https://github.com/soypete/example-go-dataframes-parser

example of https://godoc.org/github.com/kniren/gota/dataframe

data-analysis data-science datastructures golang-examples ml

Last synced: 12 Sep 2025

https://github.com/secureauditx/ecommerce-user-behavior-analysis

E-commerce User Behavior Analysis with Streamlit Dashboard

customer-segmentation data-analysis ecommerce python streamlit

Last synced: 28 Feb 2026

https://github.com/m-ah07/text-sentiment-analysis-api

A lightweight Python project for analyzing the sentiment of textual data using the TextBlob library. This project provides a simple and effective way to measure the polarity and subjectivity of any given text.

data-analysis machine-learning python python-project sentiment-analysis text-analysis text-mining

Last synced: 14 Feb 2026

https://github.com/muyangli76/covidsql

Global Covid Data analyzed in SQL and visualized in Tableau

data-analysis data-visualization sql tableau

Last synced: 14 Feb 2026

https://github.com/malakaburamila/power-bi-dashboards

A portfolio of interactive Power BI dashboards I developed, showcasing data visualization, analytics, and data-driven insights.

amazonsalesanalysis analytics dashboards data-analysis data-visualization datasets hranalytics power-bi

Last synced: 14 Feb 2026

https://github.com/kambleakash0/mubi_eda

Mini Project #1 for EAS503 course at SUNY Buffalo

data-analysis data-visualization eda

Last synced: 16 Apr 2026

https://github.com/chanmeng666/mnist-handwritten-digit-recognition-project

【Sprinkle some star dust on this repo! ⭐️ It's good karma!】A comprehensive implementation and analysis of handwritten digit recognition using multiple neural network architectures on the MNIST dataset. Features basic MLP, optimized feature-selected model, and deep CNN approaches with detailed performance comparisons and visualizations.

cnn computer-vision data-analysis data-visualization deep-learning feature-analysis handwritten-digit-recognition keras machine-learning mlp mnist model-optimization neural-networks python scikit-learn tensorflow

Last synced: 02 Apr 2026

https://github.com/edumoraes1/republicacao-produtos

SQL Query realizada para criação de automação de disparo de push via salesforce

bq data-analysis salesforce sql

Last synced: 14 Feb 2026

https://github.com/suhail25/pizza-sales-analysis

Delved into detailed analysis of sales data presented in Excel by Pizza sales manager; implemented strategic pricing adjustments resulting in a 25% revenue surge and enhanced profit margins. Explore and cleaned the data set using SQL and then performed data analysis by filtering the 12% of data using SQL commands in MySQL.

data-analysis excel powerpoint-presentations sql

Last synced: 15 Feb 2026

https://github.com/risdorn/restaurant-delivery-platforms-analysis-bdm-project

This project analyzes restaurant delivery platforms to understand customer preferences, industry competition, and expansion opportunities. Conducted as part of the BDM project from IITM, it includes descriptive stats, distribution, correlation, regression, and geospatial analysis using multiple datasets.

data-analysis data-visualization jupyter-notebook kaggle

Last synced: 15 Feb 2026

https://github.com/nmelgar/marathons_data_viz

Data visualization project to analyze finishing times and other data.

csv csv-files data data-analysis data-insight data-visualization data-viz dataset tableau

Last synced: 15 Feb 2026

https://github.com/siddhant2105s/bring-your-own-device-boyd-system

This repository contains the design and implementation of the Bring Your Own Device (BYOD) System for managing personal devices at Life Insurance Company. It includes an ERD diagram, MySQL scripts for database creation, data insertion, and queries, as well as detailed data definitions and system requirements documentation.

data-analysis database-design database-normalization entity-relationship-diagram entity-relationship-models my-sql relational-databases relational-model sql-queries

Last synced: 15 Feb 2026

https://github.com/swethajoseph/sales-eda-project

Performed an advanced Excel-based exploratory data analysis (EDA) of an E-Commerce sales dataset to create an interactive dashboard for uncovering key business insights.

advancedexcel data-analysis data-visualization datacleaning dataformatting exploratory-data-analysis msexcel pivot-tables

Last synced: 19 Mar 2026