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/airdac/ml-palmerpenguins

Classification and analysis of the palmerpenguins dataset in Python. Team project from UPC's Master's Degree in Data Science

classification data-analysis data-science machine-learning palmer-penguin python upc

Last synced: 07 Jun 2026

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/l2nce/datamining-study

Introduction to data mining

data-analysis data-mining matplotlib numpy panda

Last synced: 28 Apr 2026

https://github.com/datalopes1/warehouse_rfv

Neste projeto será realizada uma análise do tipo RFV (Recência, Frequência e Valor) com dados que encontrei neste video no Youtube do canal Jie Jenn.

analise-rfv data-analysis data-science kmeans python rfm-analysis

Last synced: 28 Apr 2026

https://github.com/elmezianech/autoinventory

This project is an end-to-end, fully automated warehouse management solution designed to tackle real-world inventory challenges in the FMCG sector. From real-time data ingestion and predictive analytics to interactive dashboards, this project combines cutting-edge technologies and an event-driven architecture to simulate a business-ready system.

automation dashboard data-analysis data-engineering-pipeline docker etl glue-job inventory-management kafka kpis lambda-functions lstm ml-pipeline mlflow power-bi pytorch redshift s3 streamlit warehouse-management

Last synced: 28 Apr 2026

https://github.com/sufyan14/weather-data-analysis

A Streamlit dashboard that forecasts 30-day weather trends using uploaded CSV data and Facebook Prophet.

data-analysis python streamlit

Last synced: 28 Apr 2026

https://github.com/matheusafonseca/python-data-visualization-matplotlib-seaborn-masterclass-udemy

This repository is dedicated to storing the code developed during the "Python Data Visualization: Matplotlib & Seaborn Masterclass" course on Udemy.

charts data-analysis data-analysis-python data-science data-visualization database graphics graphics-programming jupyter-notebook matplotlib matplotlib-plots python python3 seaborn seaborn-plots

Last synced: 28 Apr 2026

https://github.com/buabaj/fortran-assignment

code repository for fortran and python climatology assignment.

big-data climatology data-analysis data-visualization fortran90 python

Last synced: 28 Apr 2026

https://github.com/priyanshubiswas-tech/e-commerce_data_analysis

Analyzes 9,994 e-commerce transactions to uncover insights on sales trends, customer behavior, profitability, and logistics using EDA and visualization. Identifies top products, customer segments, and shipping efficiencies to optimize marketing, inventory, and operations, making it valuable for retail, finance, and logistics.

data data-analysis data-visualization pandas pandas-dataframe plotly-analytics-projects plotly-express python

Last synced: 28 Apr 2026

https://github.com/ericdataplus/kaggle-airbnb-nyc

NYC Airbnb Market Analysis: Multi-source from 2 Kaggle datasets (151K listings)

airbnb data-analysis kaggle nyc python visualization

Last synced: 28 Apr 2026

https://github.com/tanzeelgcuf/medical-information-rule-based-prediction-model-with-api

a rule based system, that learns to make new rules, for medical information that will take the first 11 text fields and predict the last 2 text fields - the diagnosis and disposition. I needs to show the key words used to make the predicted diagnosis and disposition.

data-analysis django machine-learning-algorithms openpyxl python python3 rest-api

Last synced: 28 Apr 2026

https://github.com/gaurav-van/optimizing-rate-of-penetration-in-geothermal-drilling-a-digital-twin-approach

Let’s explore something interesting together. In this project, we developed a machine learning digital twin using Intel-optimized XGBoost and daal4py to simulate and optimize the Rate of Penetration (ROP) in geothermal drilling. We leveraged SHAP for Explainable AI (XAI) to interpret model predictions.

data-analysis data-science digital-twin explainable-ai geothermal geothermal-energy jupyter-notebook machine-learning python shap xai xgboost

Last synced: 28 Apr 2026

https://github.com/leosimoes/alura-7daysofcode-dados

Desafios das Trilhas de Dados - Ciência de Dados, Machine Learning e Python Pandas.

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

Last synced: 28 Apr 2026

https://github.com/kisaa-fatima/data-visualization-with-tableauleu

Conducted Exploratory Data Analysis (EDA) on the Berkeley Earth Dataset (large scale dataset), which features high-resolution land and ocean time series data. Created interactive dashboards using Tableau to effectively visualize and highlight trends and patterns within the data.

data-analysis data-science exploratory-data-analysis insights python tableau visualizations

Last synced: 29 Apr 2026

https://github.com/prady2309/sales-prediction-using-python

Implemented using Multiple Linear Regression

data-analysis data-science machine-learning python

Last synced: 29 Apr 2026

https://github.com/thanaraklee/pyspark-dataframe-operations

This project focuses on utilizing PySpark DataFrames to analyze and visualize data sourced from external datasets, such as CSV files. It provides a practical example of how to manipulate, transform, and gain insights from large datasets using the PySpark framework.

data-analysis dataframe pyspark python

Last synced: 29 Apr 2026

https://github.com/prateek5525/yt-analysis-project

This project utilizes the YouTube Data API to analyze channel and video performance, offering insights into subscriber counts, views, video metrics, and monthly trends. It generates visual reports and exports data in CSV format, aiding in effective decision-making and performance tracking.

data-analysis jupyter-notebook python3 seaborn-plots youtube-api

Last synced: 29 Apr 2026

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

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

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

Last synced: 29 Apr 2026

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

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

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

Last synced: 29 Apr 2026

https://github.com/fatihilhan42/starbucks_analysis_turkey_and_world_with_python

In this project, firstly the brands for coffee in the world and then these brands in Turkey were examined. The data from the dataset, which you can find in the repo, was first organized using data cleaning algorithms. These cleaned data were then graphically extracted using data visualization algorithms.

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

Last synced: 29 Apr 2026

https://github.com/farhad-here/textprepx

A Multilingual Text Preprocessing Tool for English and Persian.

cleantext contractions data-analysis deep-learning emoji nlp nltk opp parsivar regex streamlit text-preprocessing textblob

Last synced: 29 Apr 2026

https://github.com/valikmorinko/ecommerce-sales-analysis

Анализ продаж e-commerce: данные, визуализации, аналитические выводы.

data-analysis e-commerce jupyter matplotlib pandas python seaborn

Last synced: 29 Apr 2026

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

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

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

Last synced: 29 Apr 2026

https://github.com/dindagustiayu/data-processing

The digital text book to interpreting characterisation results.

characterisation data-analysis gitbook latex-package myst qualitative-analysis quantitative-analysis

Last synced: 08 Jun 2026

https://github.com/supertetelman/frc-data-analysis

A Collection of R, Matlab, and Bash scripts that were developed in real-time from the stands of a FRC competition. Gathered data from various online sources, parsed it, and ran some basic analysis on it to calculate ratings and make basic match predictions. Results were mad public and hosted live via AWS. Developed as a student teaching tool under poor Internet Connectivity with minimal access to real-time match data.

bash data-analysis matlab r teaching

Last synced: 29 Apr 2026

https://github.com/mominurr/amazon-best-sellers-data-analysis

Exploring trends and product insights in Amazon Best Sellers data.

data-analysis data-visualization python scraping selenium tableau

Last synced: 29 Apr 2026

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

Online Retail Exploratory Data Analysis with Python

data-analysis jupyter-notebook matplotlib numpy pandas python seaborn

Last synced: 29 Apr 2026

https://github.com/muhammadusman-khan/e-commerce-store-eda

Exploratory Data Analysis on E-commerce store data to uncover insights about sales trends, customer behavior, and product performance using Python libraries like Pandas, NumPy, and Matplotlib/Seaborn.

data-analysis data-science data-visualization e-commerce eda exploratory-data-analysis jupyter-notebook matplotlib numpy pandas python seaborn

Last synced: 29 Apr 2026

https://github.com/aishwaryagade02/loan-funnel-optimization-analysis

Tracks how loan applications move through each stage, helps spot where people drop off, and gives clear insights to improve approval strategies and overall performance.

ab-testing data-analysis data-creation hypothesis-testing python reporting sql statistical-methods streamlit

Last synced: 30 Apr 2026

https://github.com/srinibas-masanta/ibm-applied-data-science-capstone

This repository contains the work completed for the Applied Data Science Capstone Project offered by IBM on Coursera. The capstone project is the final course in the IBM Data Science Professional Certificate series and serves as an opportunity to apply the skills and knowledge gained throughout the series to a real-world data science problem.

capstone-project data-analysis data-science data-visualization machine-learning python web-scraping

Last synced: 30 Apr 2026

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

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

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

Last synced: 30 Apr 2026

https://github.com/mitchellharrison/mitchellharrison.github.io

Welcome to my slice of the internet, where I share the knowledge that Duke gave me, so you don't have to spend the mortgage-sized amount to access it. Built with R, Python, Quarto, and love.

ai algorithms-and-data-structures blog data-analysis data-science data-visualization educational machine-learning portfolio portfolio-website quarto r r-language statistics tutorials

Last synced: 30 Apr 2026

https://github.com/ahmedtaher10/covid-19-cases

The data we are using contains the data on covid-19 cases and their impact on GDP from December 31, 2019, to October 10, 2020.

data-analysis python visualization

Last synced: 30 Apr 2026

https://github.com/fbarffmann/credit-risk-classification

Classified 19,000+ loans as high-risk or healthy using logistic regression. Achieved 100% precision for healthy loans and 84% precision for high-risk loans.

classification credit-risk data-analysis logistic-regression machine-learning model-evaluation pandas python scikit-learn

Last synced: 30 Apr 2026

https://github.com/devexpress-examples/wpf-pivot-grid-provide-custom-summary-values

This example demonstrates how to determine the value type when you calculate custom summary values in Pivot Grid for WPF.

data-analysis dotnet dxpivotgrid pivot-grid pivot-grid-for-wpf wpf

Last synced: 01 May 2026

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

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

data-analysis data-visualization python tableau-public

Last synced: 01 May 2026

https://github.com/devag2004/electricity-analysis-using-spark

electricity analysis project made using spark

data-analysis spark spark-mllib

Last synced: 01 May 2026

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

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

data-analysis data-visualization python

Last synced: 01 May 2026

https://github.com/dnut/associations

Python 3 library to identify high-dimensional statistical relationships in any data set.

analytics arch-linux association-rules data data-analysis data-mining data-science machine-learning python-modules

Last synced: 01 May 2026

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

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

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

Last synced: 01 May 2026

https://github.com/fbarffmann/project1

Analyzed factors influencing movie profitability using Python. Cleaned and visualized film industry data to uncover trends in budgets, sales, genres, and ratings.

box-office-analysis data-analysis data-visualization matplotlib movie-industry pandas python regression seaborn

Last synced: 01 May 2026

https://github.com/kavicastelo/soil-fertilizer-analysis-colab

This repository includes a data analysis and model training practical Jupyter notebooks using a soil fertilizer dataset. (use 4th edition)

data-analysis jupyter-notebook python

Last synced: 01 May 2026

https://github.com/rafath0ssain/predihome

Data analysis using economic factors affecting living conditions across Canadian provinces.

data-analysis data-visualization dplyr ggplot2 graph kaggle linear-regression prediction-model r shiny tidyr

Last synced: 01 May 2026

https://github.com/guptakushal03/whatsapp-chat-analyser

The WhatsApp Chat Analyzer is a Python-based tool built with Streamlit for analyzing WhatsApp chat data. It provides insights such as total messages, word count, media shared, links shared, monthly activity timeline, most active users, activity maps, and word clouds.

chat-analysis data-analysis data-visualization python streamlit text-processing whatsapp word-cloud

Last synced: 01 May 2026

https://github.com/ujjwalll/get-that-flair

It is a repository for project detecting the flair of reddit post through their links. You can find the working model of it at - https://get-that-flair.herokuapp.com/

data-analysis data-visualization django-application herokuapp machine-learning naive-bayes-classifier praw-reddit python3 random-forest reddit-api sentiment-analysis topic-modeling

Last synced: 01 May 2026

https://github.com/more-joao/color-distance-luminance

Data analysis project that aims to establish a relation between the Canberra distance between white and any given color in the RGB colorspace and its luminance.

canberra-distance data-analysis luminance python r rgb

Last synced: 02 May 2026

https://github.com/faithererer/haokanvideo_spider

好看视频爬取与数据分析

data-analysis data-visualization python spider

Last synced: 02 May 2026

https://github.com/teja-1403/ignosis-tech-ml-assignment

Analysis of transaction data to identify the most profitable products and key customer segments, providing insights for targeted marketing strategies.

customer-segmentation data-analysis data-visualization machine-learning marketing-strategy python

Last synced: 02 May 2026

https://github.com/bhawnagoyal18/ai-doctor-a-symptom-checker-disease-predictor

AI Doctor is an intelligent healthcare application that utilizes machine learning (ML) and Python to predict potential diseases based on user-input symptoms. The project integrates data from multiple medical datasets and provides an interactive web-based UI for an intuitive user experience.

data-analysis data-engineering data-visualization dataset flask html5 machine-learning python sql stacking statistics

Last synced: 02 May 2026

https://github.com/fatihilhan42/spotify-songs-recommendations-system_with_python

We developed a song recommendation system for the user with the data we received from our Spotify song dataset. Data set and other applications are given in the description. Have a nice day.

data-analysis data-science data-visualization jupyter-notebook python recommendation-engine recommendation-system

Last synced: 02 May 2026

https://github.com/m0saan/python-for-data-analysis

Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney,

data-analysis data-science ipython-notebook machine-learning matplotlib numpy pandas python

Last synced: 02 May 2026

https://github.com/dissorial/prx21_erikz

Analysis of self-tracked data: interactive visualizations & predictive algorithms

analytics data-analysis data-science data-visualization machine-learning matplotlib pandas python python3 visualization

Last synced: 02 May 2026

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

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

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

Last synced: 02 May 2026

https://github.com/badranalyst/movie-correlation-analysis-in-python

This project analyzes movie data correlations using Python libraries like Pandas, NumPy, Seaborn, and Matplotlib. It examines relationships between attributes such as ratings, genres, and box office performance to uncover trends that inform recommendations and enhance understanding of movie success factors.

data data-analysis dataset jupyter jupyter-notebook matplotlib matplotlib-pyplot numpy pandas python seaborn

Last synced: 03 May 2026

https://github.com/monteirooscar98/tarifas-publicas-sp-dieese

Extração de dados através de WebScraping no site do Dieese e Analise em relação as Tarifas Públicas do Município de São Paulo.

data-analysis data-visualization python webscraping

Last synced: 03 May 2026

https://github.com/chaedoll/analysis-python-foreignerinfra

국내 외국인 대상 인프라 개선을 위한 보고서 (Report on improving infrastructure for foreigners)

data-analysis python team-project

Last synced: 03 May 2026

https://github.com/devlucho/modelos-predictivos

Modelos predictivos utilizando los algoritmos de Regresión Lineal, Regresión Logística y Árboles de Decisión.

data-analysis jupyter-notebook python3

Last synced: 03 May 2026

https://github.com/codeslash21/tmdb_data_analysis

We analysed TMDB dataset which contains around 11000 movies details. We analyzed to find some interesting facts about the dataset.

data-analysis data-visualization matplotlib nanodegree-project numpy pandas python tmdb-movie

Last synced: 03 May 2026

https://github.com/syed-m-nofel/python-data-science-fundamentals

Python notebooks for data manipulation (Pandas/NumPy) and API workflows – from basics to practical examples.

api beginner-friendly data-analysis data-science http-requests jupyter-notebook numpy pandas pandas-dataframe python tutorial

Last synced: 03 May 2026

https://github.com/nurulashraf/logistic-regression-loan-prediction

Loan approval prediction using logistic regression based on applicant data, including income, credit history, and property details, after data preparation and feature engineering.

data-analysis data-science loan-prediction logistic-regression machine-learning predictive-modeling python sklearn

Last synced: 03 May 2026

https://github.com/matteospanio/speed-analysis

A project to analyze the internet speed

bash-script data-analysis

Last synced: 03 May 2026

https://github.com/syarwinaaa09/analyzing-crime-in-los-angeles

Exploratory data analysis of Los Angeles crime data with insights on temporal patterns, locations, and age demographics.

crime-data data-analysis eda los-angeles pandas public-safety python visualization

Last synced: 03 May 2026

https://github.com/nickenshidqia/uber-new-york-data-analysis

Analyze Uber pickups on New York to get insight from this data

data-analysis data-analyst exploratory-data-analysis python

Last synced: 04 May 2026

https://github.com/damisparks/become_data_analyst

Are you new to Data Analysis ? Here you will find simple notebook that will help through your journey. These are personal projects I work on and still working.

data data-analysis data-visualization matplotlib numpy pandas-tutorial

Last synced: 04 May 2026

https://github.com/kiran-kumar-k3/sales-performance-dashboard

The Sales Performance Dashboard is an interactive Python-based web application that visualizes and analyzes sales data, providing actionable insights through dynamic charts and metrics.

data-analysis python streamlit

Last synced: 20 May 2026

https://github.com/deliprofesor/customerseg-customer-segmentation-and-shopping-analysis

This project performs data exploration, segmentation, and modeling of wholesale customer data using clustering algorithms, PCA, and decision trees to analyze purchasing behavior and predict customer channel preferences.

clustering customer-segmentation data-analysis data-visualization dbscan decision-tree gmm kmeans machine-learning pca

Last synced: 24 Jun 2025

https://github.com/archanakokate/bank_term_deposit_prediction

Build a Decision Tree classifier to predict if the client will subscribe to a Term Deposit based on their demographic and behavioral data.

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

Last synced: 14 Sep 2025

https://github.com/scailfin/rob-webapi-flask

Default RESTful Web API implementation for the Reproducible Open Benchmarks for Data Analysis Platform (ROB) using the Flask web framework.

benchmarks data-analysis reproducibility webapi

Last synced: 17 Mar 2026

https://github.com/gui-sitton/carsells

In this project I am an analyst on the Crankshaft List. Hundreds of free vehicle advertisements are published on the site every day. I need to study the data collected over the last few years and determine which factors influence the price of a vehicle.

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

Last synced: 20 May 2026

https://github.com/karanch10/fraudshield

FraudShield is a machine learning credit card fraud detection system that analyzes transaction attributes to identify suspicious activities in real time. Built with Python, SQL, and Django, it provides a user-friendly interface for fraud prediction using OpenBanking APIs and advanced detection techniques. Ideal for businesses and individuals.

data-analysis data-science data-visualization machine-learning python3

Last synced: 20 May 2026

https://github.com/jiteshshelke/codsoft

A repository showcasing three machine learning projects—Titanic Survival Prediction, Movie Rating Prediction, and Iris Flower Classification—completed during CodSoft's Data Science Internship. 🚀

codsoft codsoftinternship data-analysis data-science linear-regression logistic-regression machine-learning machine-learning-algorithms python

Last synced: 20 May 2026

https://github.com/tabibyte/azerbaijani-rapper-lyrics-data-analysis

Lyrics Data Analysis of Azerbaijani Rappers

azerbaijan data-analysis rappers

Last synced: 22 Jul 2025

https://github.com/patricksferraz/aqw-madrid-data-analysis

Interactive analysis and visualization of Madrid's air quality and weather data (2001-2016) using Python, Dash, and Jupyter. Features interactive maps, statistical analysis, and data visualization tools.

air-quality dash data-analysis data-engineering data-science data-visualization data-wrangling environmental-data environmental-science interactive-dashboard jupyter jupyter-notebook madrid open-data pandas plotly python statistical-analysis time-series weather-data

Last synced: 30 Jan 2026

https://github.com/iwasakiyuuki/data-analysis-platform-airflow-dag

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

airflow airflow-dags data-analysis data-collection

Last synced: 13 May 2025

https://github.com/steviecurran/prediction-plot

Code to performs machine learning (k-nearest neighbours regression) and plot the predicted versus measured values

astrophysics c data-analysis high-redshift machine-learning pgplot python statistics tensorflow visualization

Last synced: 20 May 2026

https://github.com/fer-aguirre/cookiecutter-data-analysis-extensive

A cookiecutter template for data analysis projects using Python.

cookiecutter data-analysis project-template python

Last synced: 09 Apr 2025

https://github.com/ahnaf19/clean_bankingdata

Here I tried to practice simple ETL tasks. I know how to perform these tasks in SQL, here just explored my way around using pandas as well.

data-analysis data-cleaning pandas python

Last synced: 19 Apr 2026

https://github.com/lunarwhite/lake-george-viz

Geroge Lake data analysis and visualization, ANU COMP1730/6730

data-analysis python

Last synced: 01 Nov 2025

https://github.com/vetrivel07/flight-price-prediction

Developed a flight price prediction model using Python, analyzing historical data to forecast airfare prices and help travelers make informed booking decisions

data-analysis data-visualization jupyter-notebook numpy pandas python

Last synced: 15 Jun 2025

https://github.com/nemat-al/multivariate_data_analysis

Tasks for Multivariate Data Analysis Course @ ITMO University

data-analysis multivariate-analysis python

Last synced: 20 May 2026

https://github.com/silasberger/charts-analysis

Data set collection, preprocessing and analysis of singles- and album charts

charts data-analysis data-mining data-science dataset music

Last synced: 14 Sep 2025

https://github.com/ranxi2001/predicting-mental-health-risk

数据分析案例-精神健康预测(数据来源kaggle)

data-analysis data-visualization eda

Last synced: 27 Jun 2025

https://github.com/buildwithlal/introduction-to-data-science-in-python-coursera

introduction to data science in python, part of Applied Data Science using Python Specialization from University of Michigan offered by Coursera

data-analysis matplotlib numpy pandas

Last synced: 03 May 2026

https://github.com/samruddhi3012/rfm-analysis

Hi there! In this project I have performed Sales Analysis (RFM Analysis) using SQL and Tableau.

data-analysis data-visualization mssqlserver rfm-analysis segmentation tableau

Last synced: 27 Jun 2025