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/moenessgannouni/englandweather

A mini-project that analyzes weather data in England usingLinear Regression and Multiple Linear Regression. Ideal for learning and applying statistical analysis and predictive modeling.

data-analysis data-visualization linear-regression multiple-linear-regression rprogramming

Last synced: 22 Mar 2025

https://github.com/suwa-sh/tbm-template

TBM(Technology Business Management)を小さくはじめるテンプレート

cost-control data-analysis data-visualization dbt dlt example grafana postgresql sample tbm

Last synced: 19 Jun 2025

https://github.com/aymanmomin/excel-coffee-data-analytics-exploring-coffee-orders-dataset

This project utilizes a coffee orders dataset to perform comprehensive data analytics and gain insights into customer preferences, popular items, and sales trends. The analysis aims to provide valuable information for coffee shop owners and enthusiasts, facilitating data-driven decision-making and improved customer satisfaction.

data-analysis data-visualization excel project

Last synced: 18 Jan 2026

https://github.com/mardavsj/matplotlib-in-python

The fundamentals of Python Matplotlib Library.

data-visualization matplotlib python

Last synced: 15 May 2026

https://github.com/dantasl/partenon

Breve análise da base de dados publicada pelo Tribunal Superior Eleitoral sobre os votos do primeiro turno das eleições presidenciais no Brasil, 2018.

analysis brazil data-visualization pandas presidential-elections

Last synced: 18 Apr 2026

https://github.com/satvikpraveen/pandasplayground

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

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

Last synced: 10 Apr 2026

https://github.com/prakashjha1/loan-eligibility-prediction

This repository contains the codebase and resources for a machine learning-based project aimed at predicting loan eligibility for individuals. The project utilizes various algorithms and data preprocessing techniques to build predictive models that assess the likelihood of an applicant being eligible for a loan based on historical data.

data data-visualization exploratory-data-analysis loan-prediction-analysis machine-learning-algorithms naive-bayes-classification parameter-tuning python random-forest

Last synced: 19 Apr 2026

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

dashboard chart and data visualization using AntD Chart

antd antdchart dashboard data-visualization

Last synced: 07 Nov 2025

https://github.com/rohitinu6/indian-used-car-price-prediction

The aim of this project to predict the price of the used cars in indian metro cities by analyzing the car's features such as company, model, variant, fuel type, quality score and many more.

algorithms analytics car-price-prediction data-science data-visualization eda machine-learning machine-learning-algorithms python regression used-cars

Last synced: 04 May 2026

https://github.com/syncfusionexamples/how-to-add-arrows-to-the-chart-axis-in-wpf-chart

Learn how to enhance WPF charts by adding arrows to the chart axes using annotations for improved visualization and clarity.

axis-with-arrows chart-annotations chart-axis chart-customization charting-library charts data-visualization line-annotation wpf-char wpf-sfcharts

Last synced: 08 Oct 2025

https://github.com/danilowskic/stack-initialisation

The program shows how stack is builded and how it works.

data-science data-structures data-visualization java-8 stack

Last synced: 16 Jul 2025

https://github.com/robinmillford/sales-metrics-dashboard-streamlit

This Streamlit dashboard provides an interactive and comprehensive analysis of customer behavior, regional sales trends, and revenue insights. The dashboard enables businesses to identify key performance metrics, customer segments, and revenue drivers, supporting data-driven decision-making.

dashboard data-analysis data-visualization duckdb sales-analysis sales-dashboard streamlit-dashboard

Last synced: 19 Apr 2026

https://github.com/tyriek-cloud/power-bi-nyc-housing-financial-report

This report was conducted to provide a comprehensive analysis of various NYC housing and financial data.

dashboard data-analysis data-visualization financial-analysis powerbi statistics

Last synced: 21 Jan 2026

https://github.com/HarmoniCode/Filtra

Digital Filter Designer is a powerful application built using PyQt5 and Matplotlib. It allows users to design and visualize digital filters, including standard filters and all-pass filters, and generate corresponding C code. Ideal for students, researchers, and engineers in digital signal processing.

data-visualization digital-signal-processing filter-design pyqt5 real real-time-processing

Last synced: 09 Oct 2025

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

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

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

Last synced: 14 Apr 2026

https://github.com/amish5ingh/cricket-data-analytics-ipl

Data analysis and visualization of IPL 2022 matches using Python, Pandas, Matplotlib, and Seaborn. Includes insights on match outcomes, player performances, toss trends, and venue stats with 12+ charts.

data-analysis data-visualization ipl-data-analysis ipl-data-visualization jupiter-notebook matplotlib-pyplot numpy pandas python seaborn

Last synced: 09 May 2026

https://github.com/abinjohn8138-commits/churn-analysis

This project focuses on analyzing customer churn behavior within a telecommunication company using visual insights. The goal is to understand what factors lead to customer attrition and help the business take proactive steps to retain customers.

colab-notebook data-visualization excel insights jupyter-notebook pandas python

Last synced: 05 May 2026

https://github.com/gauravsy704/sct_ds_2

Performed data cleaning and exploratory data analysis (EDA) on the Titanic dataset from Kaggle. Investigated the relationships between variables and identified key patterns and trends in the data using Python, with a focus on survival rates, passenger demographics, and embarkation details.

data-science data-visualization jupyter-notebook pandas python seaborn

Last synced: 06 May 2026

https://github.com/hiteshsahu/visual-studio-hybrid-application

Visual Studio and Java Script full duplex communication

data-visualization html5 javascript kendo-ui visual-basic

Last synced: 09 Oct 2025

https://github.com/virajbhutada/hr-analytics-excel-sql-tableau-powerbi

Explore a comprehensive HR Analytics portfolio showcasing data analysis and visualization skills. Featuring dashboards in Power BI, Excel, and Tableau, along with SQL queries for deeper insights. A holistic view of expertise in HR analytics, data visualization, and database management. Let's dive into the game of data insights!

data-analysis data-management data-visualization excel hr-analytics interactive-dashboards portfolio-project postgresql powerbi powerbi-visuals sql sql-queries tableau tableau-public

Last synced: 02 Aug 2025

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

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

data-visualization datamining datamining-algorithms datascience

Last synced: 26 Feb 2025

https://github.com/adi3042/data_science

📊🚀 Explore the Data Science Universe! Unlock insights and master data skills with hands-on assignments spanning machine learning, visualization, and more. Your journey to becoming a data expert starts here! 🎯💡 DataScienceJourney

anomaly-detection big-data-processing classification clustering computer-vision data-cleaning-and-preprocessing data-visualization deep-learning dimensionality-reduction ensemble-learning exploratory-data-analysis feature-engineering machine-learning model-deployment model-selection-and-evaluation natural-language-processing regression-analysis statistical-analysis time-series-analysis-and-forecasting

Last synced: 17 Jan 2026

https://github.com/reallyabdullah/machine-learning-portfolio

Explore my Machine Learning Portfolio Repository for impactful projects showcasing my expertise in fraud detection, MLOps, and cloud deployment. Dive into innovative solutions and let's shape the future of AI together! 🚀

artificial-intelligence cloud-deployment data-analytics data-science data-visualization llms ml mlops nlp python

Last synced: 19 Apr 2026

https://github.com/sarincr/training-on-artificial-intelligence

Entree Academy 10 Days free training on Artificial Intelligence. Course will be conducted in a Blended learning way with Daily one hour online training and 3 hour project based training

artificial-intelligence artificial-intelligence-algorithms data-analysis data-science data-visualization decision-trees deep-learning deeplearning logistic-regression machine-learning machine-learning-algorithms machinelearning num numpy pandas regression scikit-learn scipy sklearn

Last synced: 10 Apr 2026

https://github.com/mgckaled/rs_data-analytics

Repositório agregador do conteúdo da formação Data Analytics desenvolvido pelo Rocketseat.

data-analytics data-visualization python sql statistics

Last synced: 09 Oct 2025

https://github.com/coderbiswajit24/maventoysanalytics

MavenProfitPulse: Data-driven analysis of Maven Toys & Games to boost sales, profitability, and inventory using Pandas. Uncovers trends in performance, demand, and efficiency with actionable insights.

data-visualization dataanalysis inventorymanagement pandas-dataframe profitoptimization python3 retailanalytics

Last synced: 29 Jun 2025

https://github.com/do-me/excel-column-analyzer

A free online tool to analyze Excel column data. Instantly count unique values, calculate frequencies, and visualize results in charts.

chartjs data-science data-visualization tailwind

Last synced: 09 Oct 2025

https://github.com/damisparks/machine-learning

Machine learning is a method of data analysis that automates analytical model building. It is a branch of artificial intelligence based on the idea that systems can learn from data, identify patterns and make decisions with minimal human intervention

data-science data-visualization deeplearning machine-learning machine-learning-algorithms machinelearning-python

Last synced: 09 Oct 2025

https://github.com/lbonanomi/polarizer

Generate ChartJS polar-area charts from .csv data

chartjs data-visualization flask

Last synced: 14 Apr 2025

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/adithya2369/safa_public

AI-powered customer feedback analyzer that uses generative AI to transform customer reviews into actionable business insights. Upload review data, get instant summaries, satisfaction scores, detailed reports, and improvement suggestions—all in an easy-to-deploy Docker container.

data-analysis data-visualization docker-containerization full-stack-development generative-ai langchain langchain-groq web-development

Last synced: 10 Oct 2025

https://github.com/ianhaggerty/final-capstone

This represents the final capstone project in my HyperionDev Data Science (fundamentals) course. A dataset of Amazon customer reviews is analysed using natural language processing.

amazon data-analytics data-science data-visualization dataset matplotlib nlp nlp-machine-learning numpy pandas plotly reviews seaborn spacy tabulate textblob wordcloud

Last synced: 19 Jan 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/legend-exp/leds

LEGEND Event Display

data-visualization event-viewer legend

Last synced: 25 May 2026

https://github.com/sabdikay/analysis-of-biodiversity

This project analyzes biodiversity data from the National Parks Service, focusing on species in various park locations. Conducted in Jupyter Notebook, it uses pandas, matplotlib, NumPy, seaborn, and chi2_contingency for analysis and visualization.

data-analysis data-analysis-python data-visualization exploratory-data-analysis jupyter-notebook matplotlib numpy pandas python seaborn

Last synced: 14 Apr 2026

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

📊 Análise Exploratória de Dados (EDA) - Flores Iris | Exploração de padrões e clustering com K-Means

analise-de-dados analise-exploratoria analise-exploratoria-de-dados botany clustering data-visualization eda exploratory-analysis exploratory-data-analysis python seaborn

Last synced: 27 Apr 2026

https://github.com/simoesleticia/data-visualization-tutorial

Guia prático de visualização de dados com Seaborn e Matplotlib

data-visualization data-visualization-python matplotlib-tutorial seaborn-tutorial

Last synced: 19 Apr 2026

https://github.com/eeghor/attraction-reviews-aus

Attraction Review Analysis in a Dash Dashboard

data-visualization

Last synced: 25 May 2026

https://github.com/skhosla8/analytics-webpage

A webpage that uses JSON data to render product details, a line chart and table.

d3 data-visualization react redux

Last synced: 14 Apr 2026

https://github.com/constantinoschillebeeckx/meowcow

Quickly visualize multidimensional data.

d3js data-visualization nvd3 viz

Last synced: 28 Jun 2025

https://github.com/lotfiferaga/hotel-reviews-sentiment-analysis

Efficient Python-driven sentiment analysis for hotel reviews, providing insightful evaluations.

data-analysis data-visualization nlp python

Last synced: 07 Jun 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/andyfrith/data-visualizations

This project is the research and exploration of building optimized data visualizations with React and large datasets. The application is engineered with Next.js 15, React v19 and D3.

d3 data-visualization nextjs react

Last synced: 10 Apr 2026

https://github.com/botsakhil/eda-on-data-science-job-salaries

Repo for Exploratory Data Analysis using dataset of Data Science Job Salaries

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

Last synced: 26 Feb 2025

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/gorlix/sp-grafana-bridge

A lightweight, real-time data bridge to export Super Productivity tasks to InfluxDB v2 for advanced analytics on Grafana. Transform your time-tracking into actionable insights.

data-visualization grafana influxdb-v2 plugin productivity-tool super-productivity superproductivity time-tracking

Last synced: 31 May 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/adam0white/codepulse

Analyze development velocity of public GitHub repositories by calculating lines of code changed per minute between commits. Features interactive charts, summary statistics, and a clean, responsive interface built with React and Cloudflare Workers.

bun cloudflare-workers code-metrics commit-analysis data-visualization development-velocity github-analysis hono react recharts serverless shadcn-ui tailwind-css typescript vite

Last synced: 10 Apr 2026

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/kmbuki/uk_police_data

R programming - Using open data about crime and policing in England, Wales and Northern Ireland.

data-analysis data-visualization r

Last synced: 04 Jun 2026

https://github.com/benst099/circlesplot

Visualize proportions with circles in a plot

cran cran-r data-science data-visualization proportions r visualization

Last synced: 11 Oct 2025

https://github.com/vinay-jose/territorial-sales-dashboard

EDA was carried out in the sales data of Atliq Technologies and a Dashboard was created in PowerBI to draw insights.

data-analysis data-visualization powerbi-desktop sql

Last synced: 11 Oct 2025

https://github.com/namratha2301/carprice_analysisandprediction

This project analyzes factors influencing vehicle prices using a dataset of various attributes, including Engine capacity, Power, Mileage, and Seating capacity.

data-analysis data-visualization exploratory-data-analysis machine-learning pandas predictive-modeling random-forest-classifier regression scikit-learn seaborn

Last synced: 20 Apr 2026

https://github.com/mitgar14/etl-workshop-2

Workshop #2 (ETL process using Airflow) for the ETL course using Apache Airflow to build a data pipeline.

airflow data-engineer data-engineering data-visualization etl pandas postgresql powerbi python sqlalchemy

Last synced: 14 Apr 2026

https://github.com/mr-chang95/udacity-starbucks-challenge

Data Science Project for Udacity's Data Scientist Program. Using Python in Jupyter Notebook.

data data-science data-visualization numpy pandas sklearn

Last synced: 14 Apr 2026

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

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

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

Last synced: 26 Feb 2025

https://github.com/shubhammittal-data/hr_dashboard_tableau

An interactive HR Analytics Dashboard built using Tableau. Provides insights into workforce demographics, hiring trends, salary analysis, and employee records for data-driven decision-making.

chatgpt4 data data-analysis data-visualization drawio-tools faker-generator hr-analytics hr-analytics-dashboard human-resources numpy python tableau tableau-public

Last synced: 17 May 2026

https://github.com/archanakokate/kkbox_music_recommendations

Predicting the chances of a user listening to a song repetitively after the first observable listening event.

data-visualization exploratory-data-analysis machine-learning statistical-analysis

Last synced: 11 Oct 2025

https://github.com/gmbeddard/em255-intro_data_science-finalproject

A data science project analyzing symptoms, socioeconomic impacts, and diagnosis trends of endometriosis using NHANES datasets. Features machine learning models and visualizations to enhance healthcare insights.

data-science data-visualization pandas-python womens-health

Last synced: 23 Jul 2025

https://github.com/anjaliwork20/moodify

Mood-based music recommendation system that considers a user's emotional state to recommend songs, genres, artists and playlists using Machine learning

artificial-intelligence cnn-keras cnn-model convolutional-neural-networks data data-analysis data-science data-structures data-visualization database deep-learning machine-learning machine-learning-algorithms python recommended song songs

Last synced: 20 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/chauxvive/fccheatmap

A D3.js-driven heatmap visualizing monthly global land surface temperature variations over time. Built as part of FreeCodeCamp’s Data Visualization certification.

d3 d3js data-visualization dataviz

Last synced: 30 Aug 2025

https://github.com/syncfusionexamples/integrate-.net-maui-maps-with-android-native-embedding

This repository contains a sample that explain how to integrate .NET MAUI SfMaps with android native embedding.

android data-visualization dotnet map maui native-embedding sfmaps

Last synced: 20 Apr 2026

https://github.com/tryomar/data-miner

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

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

Last synced: 20 Apr 2026

https://github.com/karlyndiary/adidas-sales-analysis

Analyzed Adidas' product sales performance, top retailers, monthly trends, yearly growth, regional distribution, and pricing insights. Performed ETL from Python (Pandas) to SQL Server, extracted data with SQL, and visualized key insights in Excel.

adidas-sales-analysis adidas-sales-dashboard dashboard data-analysis data-cleaning data-pipeline data-visualization etl excel-dashboard microsoft-excel microsoft-sql-server python

Last synced: 10 Feb 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/ezrahsieh/narrativevisualization

This project is an interactive narrative visualization designed to illustrate the impact of the COVID-19 pandemic on global life expectancy. The visualization is implemented using D3.js and follows the Martini glass narrative structure. This serves as the final project for CS416 at UIUC.

d3 data-visualization interactive-visualizations javascript narrative-visualization

Last synced: 28 Apr 2026

https://github.com/halsun2048/modeling-skills-git

数学建模 skills 知识库:题目分析、模型选型、因果推断、科研可视化、论文写作与质量审查

causal-inference data-visualization ggplot2 mathematical-modeling research-writing skills statistics

Last synced: 24 May 2026

https://github.com/tzerk/esr

R package 'ESR' for plotting and analysing ESR spectra in dating applications

data-analysis data-visualization electron-spin-resonance geochronology r

Last synced: 13 Mar 2026

https://github.com/davepeck/unsheltered

Experimental/toy project to visualize public data related to unsheltered homelessness in Seattle.

data-visualization homelessness seattle

Last synced: 28 Aug 2025

https://github.com/benmar2406/themenradar

retrieves news articles for user entered topics, does a zero shot classification and visualizes the created data

d3 d3-visualization d3js data-visualization data-viz expressjs svelte5 sveltekit

Last synced: 27 Aug 2025

https://github.com/agarwalrachit399/fifa-19-analysis

Analysis of one of the most popular games ,FIFA-19 on tableau and a detailed report for the same

dashboard data-visualization fifa19 tableau

Last synced: 19 Jan 2026

https://github.com/sanjurajveer/songs_dashboard

This is a movie recommendation project on the basis of content.

data-visualization file-handling matplotlib pandas tkinter-gui

Last synced: 18 May 2026

https://github.com/luzmo-official/temperature-increase

A web app displaying Global temperature rises since 1961 based on the dataset made public by FAOSTAT

climate dashboard data-visualization temperature

Last synced: 19 Jan 2026

https://github.com/moustafamohamed01/san-francisco-salaries-data-analysis

Salary Data Analysis 💰📊 An analysis of salary data to uncover trends, distributions, and anomalies in employee compensation. This project involves data cleaning, visualization, and statistical analysis to explore salary trends, job roles, and correlations. Insights are presented using Python and Jupyter Notebook. 🚀

data-cleaning data-visualization jupyter-notebook matplotlib pandas python seaborn

Last synced: 08 May 2026

https://github.com/silent0wings/steganopixelcrypt

SteganoPixelCrypt is a C++ tool that encodes text into images by mapping characters to pixel colors. It provides a simple form of visual encryption, turning data into colored patterns that can be decoded back to text. Lightweight, fast, and ideal for basic steganography.

cli-tool cplusplus data-visualization encryption image-processing pixel-art steganography text-to-image utf-32 visualization-tool

Last synced: 26 Aug 2025

https://github.com/tansexe/ad-lab

Basics of Data Analysis & ML

data-visualization eda ml

Last synced: 25 Aug 2025

https://github.com/jackiboi307/simpleplot

Simple plotting tool made with pygame

data-visualization pygame python

Last synced: 13 Oct 2025

https://github.com/tashi-2004/Apache-Spark-Geospatial-Air-Quality-Analysis

This project analyzes air quality data across regions to identify improvement areas, track trends, and classify similar regions using clustering. Leveraging PySpark, it processes sensor data, calculates Air Quality Index (AQI), and visualizes results with histograms and geographic maps to highlight areas with good air quality.

aqi aqi-prediction clustering data-science data-visualization geospatial-visualization kmeans-clustering predictive-modeling sensor-data time-series-analysis

Last synced: 13 Oct 2025