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/priyanshubiswas-tech/priyanshubiswas-tech

SWE-Data Engineer @ EDN | Kubeflow-MLOps | Kubernetes | Databricks | AWS EMR-Lambda-Glue, Eventbridge, SQS-SNS | OCI Multi-Cloud Architect Professional | GCP GA4 | Gen AI | IEEE Brand Amb. | Ex-Chair, PES | Ex-Sec, SB

apache-spark aws data-analysis data-engineering data-visualization dbt hadoop kubernetes python3 sql

Last synced: 21 Jan 2026

https://github.com/joaopalmeiro/ctrlair

A toolbox for Altair.

altair data-visualization python

Last synced: 04 Aug 2025

https://github.com/loaiwalid07/automation_data_overviwe

This is Streamlit app that gives an overview for a dataset you upload

automation data data-analysis data-exploration data-science data-transformation data-visualization

Last synced: 19 May 2026

https://github.com/nidhi-kekatpure/churn-prediction-for-subscription-customers

End-to-end customer churn prediction using AWS SageMaker, XGBoost, and Python - complete ML pipeline from data generation to real-time inference with 79% AUC score.

aws business-intelligence data-science data-visualization jupyter-notebook predictive-analytics

Last synced: 16 May 2026

https://github.com/rohanchawla972/business-analytics-and-visual-storytelling

Business analytics repository integrating multi-source datasets and applying advanced methods — EDA, clustering, panel regression, sentiment analysis, and data storytelling — to extract actionable insights across hospitality, innovation, and financial services.

business-analytics clustering data-visualization jupyter-notebook predictive-modeling python storytelling

Last synced: 18 May 2026

https://github.com/anandu-jpg/coffee-shop-sales-analysis

This project analyzes coffee shop sales data to identify trends, patterns, and insights that can help improve operations, boost revenue, and enhance the customer experience.

business-intelligence data-analysis data-visualization exploratory-data-analysis jupyter-notebook pandas phyton

Last synced: 18 May 2026

https://github.com/prishabhanot/skin_cancer_classification_model

Classifies 7 types of skin cancer lesions using a deep learning CNN model. Processes and balances the dataset, trains the model, and evaluates its accuracy with visualizations.

cnn confusion-matrix data-visualization keras machine-learning medical-imaging python tensorflow

Last synced: 09 May 2026

https://github.com/hari00887/analysis-of-global-terrorism

Analysis of Global Terrorism Using AHP A quantitative study of GTD data to assess attack severity and evolution across time and space.

data-analysis data-visualization powerbi

Last synced: 02 Mar 2026

https://github.com/frankelavsky/security-dash-challenge

I had two 8 hour days to create a visualization dashboard for three datasets. Tab one: Voronoi overlay on line graph. Tab two: Data partitioning method keeps in-memory usage low. Tab three: deals with "Failed" vs "Successful" attempts as positive/negative barcharts over time. I used d3.js, require, MVC pattern, and vanilla js.

client-side complexity css3 d3 d3js dashboard data-analysis data-structures-algorithms data-visualization frontend-app html5 interactive-visualizations javascript modular network-analysis network-monitoring network-security security single-page-app visualization

Last synced: 14 Apr 2026

https://github.com/jose-zothner-meyer/finance-individual-loans

A comprehensive analysis of a financial institution's loan portfolio using Python, focusing on data preprocessing, exploratory data analysis (EDA), and feature engineering.

credit data-science data-visualization eda exploratory-data-analysis finance jupyter-notebook matplotlib numpy pandas plotly python scipy seaborn

Last synced: 09 Apr 2026

https://github.com/badranalyst/data-professional-survey-breakdown-power-bi-dashboard

This project presents an interactive Power BI dashboard analyzing data professionals' insights. Key focus areas include job satisfaction, challenges in entering the data field, career priorities, demographics, and more. The visualization helps uncover trends and factors impacting data professionals globally.

charts dashboard dashboards data data-cleaning data-visualization dataset dax power-bi powerbi

Last synced: 23 Feb 2026

https://github.com/luthfirrahmanb/tips-visualization

visualization tips data set with dash plotly

dash data-science data-visualization plotly python3

Last synced: 11 Oct 2025

https://github.com/itskshitija/hr-data-analysis

The HR Data Analytics Dashboard project uses Power BI to analyze employee data, visualizing key HR metrics and KPIs to support data-driven decisions for improving workforce management, employee satisfaction, and organizational growth.

analytics data-science data-visualization dataanalysis dataanalytics hrdataanalysis powerbi-desktop powerbidashboard

Last synced: 21 Jan 2026

https://github.com/alexmcvay/uber-data

UBER sql clone

data data-visualization sql

Last synced: 19 Jan 2026

https://github.com/azaz9026/email-spam-detection

Welcome to the Email Spam Detection project! This repository provides a machine learning model for detecting spam emails using a Naive Bayes classifier and a simple web interface built with Streamlit.

data-analysis data-cleaning data-structures data-visualization deep-learning machine-learning python sql streamlit

Last synced: 14 Apr 2026

https://github.com/mohamed-walied/customer-behavior-analysis-using-r

Customer Behavior Analysis project utilizing the "Groceries Market Basket Dataset" from Kaggle. The project employs a data-driven approach to uncover customer purchasing patterns and relationships within the grocery market using K-means Clustering and Association Rules using Apriori-Algorithm. In collaboration with some friends.

apriori-algorithm association-rule-learning dashboard data-cleaning data-visualization k-means-clustering r-programming-language

Last synced: 26 Jul 2025

https://github.com/cecoeco/networks-r-project

Visualizing static networks with R (Coursera)

data-visualization igraph network-analysis r

Last synced: 04 Aug 2025

https://github.com/drisskhattabi6/text-to-sql

Chat with DB : A powerful web application that transforms natural language questions into executable SQL queries against a PostgreSQL or MySQL database and visualizes the results, Using Langchain (Ollama and ChromaDB), LangGraph and Streamlit

ai-agent chat-with-db chromadb data-visualization gemini langchain langgraph mysql ollama openai postgresql streamlit text-to-sql text2sql txt2sql

Last synced: 09 Apr 2026

https://github.com/tashi-2004/apache-flink-spark-data-streaming

This project showcases a real-time data streaming pipeline using Apache Flink, Apache Spark, and Grafana. It streams data, stores it in Parquet format, and performs aggregations for insights, with seamless visualization via Grafana dashboards.

apache-flink apache-spark data-aggregation data-analysis data-science data-streaming data-visualization flink flink-stream-processing flink-streaming grafana-dashboard grafana-plugin pyflink python3

Last synced: 09 Feb 2026

https://github.com/rsn601kri/demand-pulse

Transforming Retail Supply Chains with AI-Powered Demand Forecasting & Generative Insights

aws data-visualization fastapi forecasting genai hackathon nextjs react walmart

Last synced: 09 Apr 2026

https://github.com/timjjting/task-lineage-generator

A simple Task Lineage Diagram Generator

d3 dag data-visualization golang graphviz-dot lineage task

Last synced: 21 Jan 2026

https://github.com/aaryan-agr/options-visualizer

A visualizer for profit and loss regions of different options strategies, allowing users to input various option parameters and visualize the resulting profit/loss zones interactively

data-visualization interactive-visualizations options options-pricing plotly python stock-options stock-options-calculator

Last synced: 22 Aug 2025

https://github.com/azaz9026/eda

Exploratory Data Analysis (EDA) refers to the method of studying and exploring record sets to apprehend their predominant traits, discover patterns, locate outliers, and identify relationships between variables. EDA is normally carried out as a preliminary step before undertaking extra formal statistical analyses or modeling.

data-cleaning data-visualization encoding machine-learning matplotlib numpy pandas plotly python3 seaborn sklearn-library

Last synced: 15 Apr 2026

https://github.com/alexondata/daan_eda-exploratory-data-analysis_ecommerce

This project presents an Exploratory Data Analysis (EDA) pipeline for an eCommerce dataset, integrating Python, SQL Server, and Power BI to transform raw transactional data into meaningful business insights. The project was developed as part of an academic assignment at Transilvania University of Brașov, Faculty of Mathematics and Computer Science.

data-analysis data-visualization ecommerce microsoft-sql-server powerbi python

Last synced: 18 May 2026

https://github.com/thedevreda/jadaerospace

A Real life project showing how to improve selling aircraftparts and helping salers to focus more on effective products at JadAero

data data-analysis data-cleaning data-visualization jupyter-notebook powerbi python

Last synced: 02 Aug 2025

https://github.com/yamslam/contentsunderpressure_processing

A repository for data processing and analysis for Contents Under Pressure.

data-analysis data-processing data-visualization game-based-learning judgments process-safety

Last synced: 07 Sep 2025

https://github.com/apsinghanalytics/wikiviewscryptopricetrendanalysis

Crypto Sentiment Analysis via Wikipedia Page View Trends and Bitcoin Price and Volume Trends

correlation-analysis crypto data-visualization exploratory-data-analysis seaborn time-series

Last synced: 10 Oct 2025

https://github.com/abelarduu/global-currency-viewer

Visualizador de moeda global que monitora em tempo real as cotações de moedas como Dólar, Euro, Libra e Iene em relação ao real brasileiro, utilizando web scraping e gráficos interativos. Desenvolvido em Python com Requests, BeautifulSoup, Pandas e Matplotlib.

beautifulsoup data-visualization finance grafico matplotlib matplotlib-python pandas-python python requests-python web-scraping-python web-scrapping

Last synced: 19 Apr 2026

https://github.com/shuddha2021/interactive-data-visualization-app

An interactive web application for visualizing data using Chart.js. Users can explore and analyze data through dynamic charts and customize their view

chart data-visualization event-handling interactive-ui javascript real-time-updates responsive-design web-development

Last synced: 01 Nov 2025

https://github.com/meettomb/focusetrack

FocusTrack is a simple desktop app built with WPF and C# that helps you see how you spend time on your computer. It tracks the apps you use, records how long you use them, and shows the data in easy-to-read charts and lists. With options to filter by today, last week, or last month, FocusTrack helps you understand your digital habits.

app-usage-tracker csharp data-visualization desktop-app livecharts monitoring productivity time-management wpfh

Last synced: 13 Oct 2025

https://github.com/mishraanuraagx/finsight

FinSight is a machine learning-driven financial analytics tool designed to explore, cluster, and visualize different financial assets based on their risk and return behaviors.

clustering cryptocurrency data-science data-visualization deep-learning fastapi finance financial-analysis gru hierarchical-clustering investment-analysis lstm machine-learning portfolio-analysis predictive-modeling quantitative-finance risk-management stock-market time-series yfinance

Last synced: 24 Apr 2026

https://github.com/ashioyajotham/data_centers_are_eating_the_world

This idea is mostly how supercomputers (AI data centers) are coming up fast so it is an attempt to map them like Semi-Analysis does

data-center data-visualization mapping neon-postgres neondb postgis-database render-deployment supercomputers typescript vercel-deployment

Last synced: 01 Jul 2026

https://github.com/takshak26/predict_blood_donations-

About The title of the project is “Predict Blood Donations”. It uses python as language, data science, and machine learning as the field of operation, TPOT library for model selection, logistic regression for model building, and jupyter notebook as the code editor.

data-analysis data-visualization datascience machine-learning python3

Last synced: 16 May 2026

https://github.com/ycli0536/csemnva

A web application for visualizing and analyzing Controlled Source Electromagnetic (CSEM) data collection and navigation.

data-visualization geophysics time-series timeseries visualization

Last synced: 24 Feb 2026

https://github.com/ryanga09/digitalent_fundamentaldatascience-selfpractice

A repository of hands-on projects from DigiTalent’s Fundamental Data Science training, covering web scraping, data exploration, data cleaning, and data annotation. Includes Jupyter notebooks and example code for practical learning.

data data-analysis data-science data-visualization dataset digitalent komdigi notebook-jupyter notebooks

Last synced: 02 Aug 2025

https://github.com/asimpson/is-steph-mvp

🏀 Compare the 2018 NBA MVP contenders against Steph Curry's historic, unanimous, 2016 MVP season.

data-visualization nba reactjs

Last synced: 20 May 2026

https://github.com/teja-1403/forage-bcg-x-data-science

About This repository contains solutions to the 4 different tasks that must be performed during the Data Science virtual internship provided by BCG X via Forage.

business-understanding client-communication data-evaluation data-science data-visualization exploratory-data-analysis hypothesis-framing model-interpretation

Last synced: 27 Jan 2026

https://github.com/saisurajmatta/healthcare-data-analytics

Power BI project analyzing Emergency Department data, demonstrating skills in data transformation, DAX, and visualization. It focuses on patient flow, wait times, demographics, and satisfaction, providing actionable insights for healthcare improvement. Includes documentation, data dictionary, and code samples.

data-analysis data-modeling data-visualization dax power-bi powerbi-visuals powerquery

Last synced: 22 Jan 2026

https://github.com/chahelgupta/dep-videogames-dataset

The data extraction and processing involved thorough exploration, preprocessing, and visualization of the "Video Game Sales with Ratings" dataset.

data-analysis data-exploration data-extraction data-preparation data-preprocessing data-processing data-science data-visualization

Last synced: 15 Oct 2025

https://github.com/jigyasag18/airline-performance-and-passenger-satisfaction-project-using-big-data-analytics

This project analyzes 10 years of U.S. domestic airline data (~3GB) using Hadoop (Cloudera) and Hive for data processing. Power BI dashboards visualize key metrics like delays, on-time rates, air time, and diversions. The solution includes Hive queries, DAX measures, HDFS ingestion scripts, and year-wise insights with recommendations.

big-data big-data-analytics bigdata cloudera cloudera-hadoop cloudera-hadoop-framework data data-analysis data-visualization database hadoop hive power-bi powerbi powerbi-dashboard powerbi-dashboards powerbi-report powerbi-visuals powerbi-visuals-tools powerbidashboard

Last synced: 01 Aug 2025

https://github.com/praveendecode/phonepe_pulse

Phonepe Pulse Data Visualization and Exploration: A User-Friendly Tool Using Streamlit and Plotly

data-visualization dataanalysis financial-analysis mongodb postgres python sql streamlit-dashboard

Last synced: 14 Apr 2026

https://github.com/5hraddha/ice-video-games-sales-analysis

Analysis of video game sales data of an online store Ice, which sells video games all over the world & identify patterns that determine whether a game succeeds or not.

data-visualization matplotlib numpy pandas requests-module scipy seaborn

Last synced: 14 Apr 2026

https://github.com/syre/strava-stats

Strava Stats is a simple Python app for providing insights into your Strava riding metrics.

data-visualization metrics plotly-dash python strava tailwindcss

Last synced: 22 Jan 2026

https://github.com/jigyasag18/global-terrorism-1970-2017-analysis-using-big-data

This repository explores over 180,000 terrorist incidents across 205 countries using Hadoop and Power BI. The project identifies global and regional patterns in terrorism, analyzes the impact on civilians, and highlights high-risk areas. Key insights include attack trends,weapon usage,top terror groups,& country-specific risks like those in India.

big-data big-data-analytics data data-analysis data-visualization dataanalytics dataset hadoop hive hive-database hive-db hivedb power-bi powerbi powerbi-dashboards powerbi-desktop powerbi-report powerbi-report-validation powerbi-visuals powerbidashboard

Last synced: 19 Feb 2026

https://github.com/grascya/heart-disease

The objective is to ascertain the probability of an individual being susceptible to a severe heart problem based on some features.

data-visualization explainable-machine-learning exploratory-data-analysis heart-disease svm-classifier

Last synced: 16 Oct 2025

https://github.com/jigyasag18/ai-ml-salaries-and-ai-tools-usage-trends

This repository presents an in-depth Power BI analytics report on the AI job market trends and student AI tool usage from 2020 to 2025. It combines structured datasets (job postings, salaries, surveys) with custom DAX measures to uncover key patterns in salaries, remote work, industry demand, and student engagement. 5 interaractive dashboards made.

analysis data data-analysis data-visualization dataanalysis dataanalytics dataset datavisualization power-bi powerbi powerbi-dashboards powerbi-desktop powerbi-report powerbi-visuals powerbidashboard visualization

Last synced: 16 Feb 2026

https://github.com/hase3b/flask-dash-interactive-dashboard

An interactive data visualization dashboard created using Flask and Dash. This project includes comprehensive data preparation, exploratory data analysis (EDA), and dynamic visualizations with Seaborn and Plotly. Explore the multi-page Dash app with features like dropdowns and callbacks for updated plots.

callbacks dash dashboard data-analysis data-visualization dropdown eda flask interactive plotly seaborn web-app

Last synced: 19 May 2026

https://github.com/shivasairam1706/mlops-project1

End-to-end ML-Ops project using PySpark and AWS, covering environment setup, model training, deployment with data capture, execution, and analysis. CI/CD pipelines (AWS CodePipeline) and monitoring (CloudWatch) ensure automated deployment, performance tracking, and model retraining for production-ready ML solutions.

aws aws-lambda aws-s3 data-engineering data-science data-visualization delta-lake docker forcasting mlops-project pyspark unix-shell

Last synced: 20 May 2026

https://github.com/ashwin331133/powerbi-data_professional_survey_breakdown

This project analyzes survey data from individuals interested in transitioning to the data field. The survey aims to understand their backgrounds, motivations, and the challenges they face. Using Power BI for data visualization, the project provides insights into the demographics and preferences of these aspirants.

data-analysis data-visualization powerbi

Last synced: 03 Jan 2026

https://github.com/joekakone/db-analytics-tools

Databases Analytics Tools - Data Integration - Data Visualization - Machine Learning

data-engineering data-integration data-visualization etl machine-learning pipeline sql

Last synced: 01 Aug 2025

https://github.com/vishal-bhandary/sql-data-analytics

This repository contains a collection of SQL scripts demonstrating various analytical techniques, such as changes over time, cumulative, performance, data segmentation, part-to-whole analysis.

analytics business-intelligence customer-segmentation dashboarding data-analysis data-reporting data-visualization data-warehouse etl kpi product-analysis sql sql-server star-schema t-sql

Last synced: 30 Jun 2026

https://github.com/analyst-lochan/flight-delay-and-cancellation-dataset-2019-2023-

This project demonstrates a complete data analytics pipeline starting from raw real-world flight data to professional visual dashboards using SQL Server and Power BI. It showcases data import, cleaning, optimization, transformation, and dynamic DAX-based visual reporting.

airline-performance business-intelligence data-analysis data-cleaning data-modeling data-visualization dax etl flight-data kaggle-dataset portfolio-project powerbi powerbi-dashboard sql sql-server

Last synced: 09 Sep 2025

https://github.com/meokullu/colorizenumber

ColorizeNumber - Bodrum Papatya, visualizes numeric data into colors which creates an image.

color colorize colors data data-visualization visualization vizualize-data

Last synced: 01 Jun 2026

https://github.com/rodolfo-brandao/pos-graduacao

[pt-BR] Repositório para armazenar alguns materiais e projetos de cada módulo da minha especialização em Ciência de Dados (2025–2027)

artificial-intelligence data-analysis data-science data-visualization databases deep-learning jupyter linear-algebra machine-learning python r statistics

Last synced: 09 Apr 2026

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

Twitter Data Wrangling for Udacity's Data Analyst Nanodegree Program

data-visualization data-wrangling dogs matplotlib numpy pandas python twitter

Last synced: 09 Apr 2026

https://github.com/jacekkala/tennis_data_visualization

Tennis Data Visualization & Analysis - R Markdown Report

data-storytelling data-visualization dplyr ggplot2 r

Last synced: 09 Feb 2026

https://github.com/umutdinceryananer/ctis471-supervised-ml

This project, developed in Python as part of CTIS471, integrates data analysis, machine learning models, and visualization techniques.

data-visualization machine-learning supervised-learning

Last synced: 20 Oct 2025

https://github.com/lasyakonduru/e-commerce-analysis-using-advanced-sql

This project analyzes e-commerce order fulfillment using Advanced SQL Techniques and Python-based visualization to uncover insights on sales trends, customer segmentation, shipping cost optimization, and payment preferences.

business-analytics common-table-expressions customer-segmentation data-visualization database-design indexing normalization-techniques partitioning window-functions-in-sql

Last synced: 24 Jan 2026

https://github.com/palwisha-18/time_series_analysis_lex_vs_gdp

Analyzes how a country’s GDP per capita correlates with the life expectancy of its citizens over a period of about 100+ years

data-analysis data-visualization pandas plotl time

Last synced: 19 May 2026

https://github.com/kamiviolet/d3_collections

As decribed, all kinds of chart and data visualisation with D3

charts d3 data-visualization

Last synced: 29 Apr 2026

https://github.com/smahala02/materials-science-image-analysis

Image analysis for materials science with a focus on particle diameter measurement and image scaling using Python.

data-visualization image-analysis materials-science particle-measurement python

Last synced: 09 May 2026

https://github.com/priyanshul28/exercise_pandas

A Pandas exercise demonstrating the loading, cleaning and reorganization of data in .xlsx or .csv files, descriptive statistics, data visualization, statistical approximation of data with the normal distribution, etc.). Libraries include Pandas, NumPy, Scipy, SymPy, MatplotLib.

data-cleaning data-visualization matplotlib numpy pandas

Last synced: 09 May 2026

https://github.com/sakshithbillava/expense-manager

A web-based expense tracking app built with Python and Streamlit, featuring real-time updates, data visualization, user authentication, and MongoDB integration.

authentication data-visualization expense-manager matplotlib mongodb numpy pandas personal-finance python streamlit webapp

Last synced: 09 Apr 2026

https://github.com/darkdk123/handwashing-discovery-analysis

A Guided Project in a Boot camp to Analyse the Original Data used in the Discovery of Viruses & Hand Washing By Dr. Ignaz Semmelweis in Vienna General Hospital in the 1840s.

data-analysis data-science data-visualization matplotlib-pyplot numpy pandas plotly-python python seaborn-plots

Last synced: 09 Apr 2026

https://github.com/vishal-verma-96/employee_attrition_analysis

The Attrition Analytics Dashboard uses Power BI to analyze and visualize employee attrition trends, providing actionable insights to company for making strategic decisions.

attrition-analysis business-intelligence data-storytelling data-visualization interactive-dashboard powerbi

Last synced: 15 Mar 2026

https://github.com/computingvictor/mercadona_agent

Web app to explore supermarket products with advanced filters, search, favorites, and nutritional info. Includes data analysis notebooks for deeper insights.

css data-analysis data-science data-visualization filtering html interactive-ui javascript notebooks nutritional-info pandas product-catalog python supermarket webapp

Last synced: 09 Apr 2026

https://github.com/jofaval/sonar

Binary Classification of Sonar Signals of Rocks and Metal cylinders in 1987

data-analysis data-science data-visualization machine-learning python scikit-learn sonar uci

Last synced: 09 Apr 2026

https://github.com/mauriciovazquezm/caso_cas_fall2024

Repositorio de competencia de Caso de CAS (casualty actuarial society) otoño 2024.

data-visualization eda exploratory-data-analysis python

Last synced: 22 Jun 2026

https://github.com/cunfuu/network-bubbles

For Easier to manage organizations and keeping notes about them to organize events and easy access their needs

data data-visualization organizations organizations-volunteer

Last synced: 31 Jul 2025

https://github.com/farrelfaricaf/exploratorydataanalyst---titanic

This project analyzes the Titanic dataset using exploratory data analysis (EDA) and visualization techniques to identify survival patterns. The goal is to understand how demographic factors like gender and age influenced survival rates during the 1912 disaster.

data data-analysis data-science data-visualization eda python titanic-dataset

Last synced: 31 Jul 2025

https://github.com/dianannperla/trangs-web-thong-ke

Một ứng dụng web đơn giản để thống kê dữ liệu và hiển thị biểu đồ bằng Vue.js.

chartjs data-visualization frontend vuejs web-development

Last synced: 23 Sep 2025

https://github.com/antrita/predicting-house-prices-using-machine-learning

[WIP!] Task: Build a simple supervised machine learning regression model using the California Housing dataset from scikit-learn, evaluate it using appropriate metrics, and deploy it with a minimal Streamlit app for predicting housing prices.

data-science data-visualization house-price-prediction linear-regression machine-learning modelprediction python sklearn

Last synced: 19 Apr 2026

https://github.com/zainabja52/machine-learning-and-data-science

This repository contains machine learning and data science projects completed as part of academic coursework and practical exploration. It focuses on implementing and comparing algorithms like K-Nearest Neighbors (KNN), Logistic Regression, Support Vector Machines (SVM), and Ensemble Methods for classification and regression tasks.

academic-project classification data-visualization ensemble-methods jupyter-notebook knn logistic-regression machine-learning regression svm

Last synced: 25 Oct 2025