Data Science
Data science is an inter-disciplinary field that uses scientific methods, processes, algorithms, and systems to extract knowledge from structured and unstructured data. Data scientists perform data analysis and preparation, and their findings inform high-level decisions in many organizations.
- GitHub: https://github.com/topics/data-science
- Wikipedia: https://en.wikipedia.org/wiki/Data_science
- Related Topics: data-analysis, data-mining, machine-learning, big-data, data-visualization,
- Aliases: datasciences, data-science-project, data-science-algorithm,
- Last updated: 2026-07-07 00:08:20 UTC
- JSON Representation
https://github.com/vtu-datatools/rrchackathon
Real Rent Control Hackathon - Vancouver - Project
civic-tech community-project data-science data-visualization google-maps hackathon image-processing opensource postgresql rails-application redis-server resque-jobs scraping
Last synced: 01 Oct 2025
https://github.com/time-series-machine-learning/tsml-py
A toolkit for time series machine learning algorithms that don't fit in aeon. Use aeon instead if you can!
data-science machine-learning python scikit-learn time-series time-series-classification time-series-clustering time-series-regression
Last synced: 02 Apr 2026
https://github.com/emi420/ollama-batch
This simple utility will runs LLM prompts over a list of texts or images for classify them, printing the results as a JSON response.
Last synced: 30 Aug 2025
https://github.com/gholamrezadar/ghd-snippets-next
GHD Snippets - A Data Science Snippet Library
data-science python pytorch snippets typescript
Last synced: 02 Sep 2025
https://github.com/hairymax/yandex.practicum.datascience
My projects from the Yandex Practicum Data Science course.
catboost computer-vision data-analysis data-science keras lightgbm matplotlib nltk numpy pandas python scikit-learn seaborn tensorflow xgboost
Last synced: 25 Sep 2025
https://github.com/jieguangzhou/fifa-world-cup-2022
DolphinScheduler machine learning "FIFA World Cup 2022 Predictions" betting workflow
data-science dolphinscheduler machine-learning world-cup-2022
Last synced: 15 Apr 2025
https://github.com/igorbenav/dexter
Data Exploration Terser
data-analysis data-science eda exploratory-data-analysis pandas
Last synced: 19 Sep 2025
https://github.com/shohan4556/machine-learning-course-notes
A collection of notes and codes of my Msc course on Machine Learning
ai data-science machine-learning python3
Last synced: 06 Sep 2025
https://github.com/pmgraham/datagrunt
Datagrunt is a Python library designed to simplify the way you work with CSV files. It provides a streamlined approach to reading, processing, and transforming your data into various formats, making data manipulation efficient and intuitive.
csv csv-parser data-analysis data-engineering data-science data-wrangling dataframe duckdb open-source polars python python3
Last synced: 26 Aug 2025
https://github.com/jphall663/jsm_2018_paper
Paper for 2018 Joint Statistical Meetings: https://ww2.amstat.org/meetings/jsm/2018/onlineprogram/AbstractDetails.cfm?abstractid=329539
data-mining data-science explainable-ml fatml iml interpretability interpretable-ai interpretable-machine-learning interpretable-ml machine-learning machine-learning-interpretability python transparency xai
Last synced: 04 Aug 2025
https://github.com/rajveersinghcse/excelr-assignments
๐This GitHub repository hosts my internship assignment projects, tasks, and reports, showcasing my skills and contributions during the internship period.
assignments data-science excelr excelr-assignments excelr-assignments-github
Last synced: 04 May 2025
https://github.com/akbaritabar/dask-duckdb-dbeaver
Parallelised and out of memory data analysis using Dask in Python and DuckDB and DBeaver in SQL. Using example of publicly accessible ORCID 2019 XML files
data-analysis data-science pandas parallel-computing python
Last synced: 08 Aug 2025
https://github.com/wlandau/targetopia
An R package ecosystem for democratized reproducible pipelines at scale
data-science high-performance-computing make pipeline r r-package r-targetopia reproducibility reproducible-research rstats targets workflow
Last synced: 20 Mar 2025
https://github.com/aditeyabaral/kepler-exoplanet-analysis
Analysis of Kepler Objects of Interest using Machine Learning for Exoplanet Identification.
data-analytics data-science exoplanet-analysis exoplanets kepler machine-learning nasa space
Last synced: 16 Apr 2025
https://github.com/dsacms/deduplifhir
Prototype for basic deduplication and aggregation of eCQM data
ai cmsoss-tier3 data-science deduplication electron government healthcare poetry python
Last synced: 13 Apr 2025
https://github.com/ccao-data/model-condo-avm
Automated valuation model for all class 299 and 399 residential condominiums in Cook County
assessment condo data-science machine-learning model property-taxes r tidymodels
Last synced: 11 Apr 2025
https://github.com/TrilemmaFoundation/Trilemma-Beta
Official repo for the Trilemma Beta Tournament
bitcoin data-science forecasting tournament
Last synced: 11 May 2025
https://github.com/tawabshakeel/datacamp-projects
Data Camp Python Projects
data-science keras machine-learning matplotlib nlp numpy pandas python scipy seaborn sklearn
Last synced: 20 Aug 2025
https://github.com/teddyoweh/cheat-model
NLP Text Binary Probabilistic Classification Model for predicting cheat statements
data-science machine-learning nlp tokenizer
Last synced: 23 Aug 2025
https://github.com/splines/deutsche-bahn-analysis
๐ Analysis of delays of the Deutsche Bahn (DB)
data-science delay deutsche-bahn public-transport railway
Last synced: 15 Apr 2025
https://github.com/crdietrich/meerkat
Data acquisition for Raspberry Pi and Micropython
data-science drivers micropython raspberrypi
Last synced: 13 May 2025
https://github.com/vicotrbb/data_science
Repository created to store all my studies about data science, machine learning and artificial intelligence.
data-science machine-learning python roadmap studies
Last synced: 14 Apr 2025
https://github.com/zincware/znnl
A Python package for studying neural learning
data-science data-selection machinelearning mathematics physics
Last synced: 09 Aug 2025
https://github.com/pranavkp71/solvex
REST API for solving linear programming problems using FastAPI + SciPy
algorithms api backend data-science developer-tools fastapi linear-programming open-source operations-research optimization python rest-api scipy solver
Last synced: 07 Nov 2025
https://github.com/niaid/r_intro
A Gentle Introduction to R, RStudio, and visualization
bcbb-training data-science machine-learning programming r visualization
Last synced: 28 Aug 2025
https://github.com/lpfann/fri
Python implementation of the feature relevance interval (FRI) algorithm
bioinformatics biomarker-discovery data-science feature-relevance-interval feature-selection machine-learning-algorithms python scikit-learn
Last synced: 30 Oct 2025
https://github.com/iterative/example-gto
Get Started GTO Project
data-science example gitops gto machine-learning mlem python
Last synced: 18 Jun 2025
https://github.com/nagasaki45/dbdapy
Following "Doing Bayesian Data Analysis", in python
bayesian-data-analysis data-science pymc3
Last synced: 29 Jul 2025
https://github.com/bilalhameed248/urdu-to-english-machine-translation
Fine tuned Urdu to English machine translation pre train model using Hugging-Face Trainer API on custom dataset.
bert bert-fine-tuning bert-model data data-preprocessing data-science deep-learning deep-neural-networks machine-translation pytorch seq2seq seq2seq-model seq2seq-tensorflow tensorflow
Last synced: 13 Apr 2025
https://github.com/imsanjoykb/uber-rides-prediction-flask-deploy
This repository consists of files required to deploy a **Machine Learning** Web App created with **Flask**
data-science data-visualization deployment flask machine-learning ml-algorithms predictive-modeling uber-rides-prediction
Last synced: 30 Oct 2025
https://github.com/tatevkaren/deep-learning-for-data-science
Deep Learning Case Studies with Tensorflow and Keras for Beginners-Advanced: ANN, CNN, RNN, Self-Organizing Maps, Boltzmann Machines, Stacked Autoencoders
ann artificial-intelligence artificial-neural-networks data-preprocessing data-science deep-learning ds keras modelling modelling-framework neural-networks numpy pandas python scikit-learn sklearn tensorflow
Last synced: 10 Apr 2025
https://github.com/sdcastillo/PA-R-Study-Manual
An online study guide for the SOA's predictive analytics exam.
data-science data-visualization machine-learning predictive-modeling r-programming
Last synced: 06 May 2025
https://github.com/tugot17/data-science-blog
Data science blog, https://tugot17.github.io/data-science-blog/
Last synced: 11 Jul 2025
https://github.com/n1ghtf1re/map-of-emergency-incidents
Emergency Map allows you to effectively visualize multi-dimensional information, has an intuitive interface. The developed code is easily modified for use in a variety of areas. The use of color mixing technology enhances the perception and analysis of information
big-data big-data-analytics big-data-visualization bigdata color-mixing colors data data-analytics data-science data-visualization data-visualization-challenges data-visualization-simpler mysql open-source-project php student-project
Last synced: 18 Mar 2025
https://github.com/polyaxon/polyaxon-lib
Deep Learning and Reinforcement learning library for TensorFlow for building end to end models and experiments.
data-science deep-learning machine-learning reinforcement-learning tensorflow tensorflow-experiments
Last synced: 30 Sep 2025
https://github.com/thecoderpinar/big-tech-financial-insights
๐ A comprehensive project analyzing Big Tech stock prices using time series analysis, volatility modeling, and macroeconomic indicators. Featuring interactive dashboards and automated reporting! ๐๐ผ
data-analysis data-science finance machine-learning macroeconomics stock-analysis time-series-analysis volatility-modeling
Last synced: 03 Apr 2025
https://github.com/mmore500/outset
add zoom indicators, insets, and magnified panels to matplotlib/seaborn visualizations with ease!
data-science data-visualization matplotlib pypi-package python seaborn
Last synced: 30 Apr 2025
https://github.com/olekscode/examples-pca-tsne
Some examples of using PCA and t-SNE for dimensionality reduction in Python and R
data-science dimensionality-reduction examples pca t-sne
Last synced: 18 Mar 2025
https://github.com/csfelix/sales-prediction
๐ฑ Predicting Number of Sales per Product ๐ฑ
data-science datascience gnu lstm matplotlib numpy pandas python random-forest-regressor scikit-learn seaborn sklearn xgboost
Last synced: 26 Jun 2025
https://github.com/julienmalka/neuralnetwork
Small implementation of a neural network in Python
data-science machine-learning neural-network python
Last synced: 11 Apr 2025
https://github.com/tsdataclinic/TREC
Transit Resilience for Essential Commuting (TREC)
climate-change data-science transit-data
Last synced: 20 Jul 2025
https://github.com/imsanjoykb/food-ordering-recommendation-engine
Food Ordering Recommendation Engine
data-science food-ordering food-recommendation machine-learning natural-language-processing rest-api streamlit
Last synced: 18 Jul 2025
https://github.com/nano-bot01/credit-card-fraud-detection-
Credit Card Fraud Detection using Logistic Regression on credit card dataset
ankit-nainwal classification-algorithm credit-card credit-card-fraud credit-card-fraud-detection credit-risk data-science logistic-regression machine-learning ml ml-project nano-bot01 supervised-learning
Last synced: 11 Apr 2025
https://github.com/munichpavel/fake-data-for-learning
Sample interesting fake data for machine and human learning
data-generation data-science fake-data fake-data-generator machine-learning python statistics
Last synced: 08 Apr 2026
https://github.com/ryanlucas3/macrorandomforest
A modification of traditional random forest for time-series forecasting
data-science machine-learning random-forest time-series
Last synced: 10 Apr 2025
https://github.com/poopoothegorilla/fastframe
DataFrame project that utilizes Apache Arrow
apache-arrow data-science dataframe golang
Last synced: 12 Jun 2025
https://github.com/ermshaua/mobile-sensing-human-activity-data-set
This is the supporting website for the paper "MOSAD โ a new data set for mobile sensing of human activities".
change-point change-point-detection data-mining data-science human-activity-recognition machine-learning python research science time-series time-series-analysis time-series-data-mining time-series-segmentation unsupervised-learning
Last synced: 02 May 2025
https://github.com/shuyib/chronic-kidney-disease-kaggle
Using machine learning models to predict if patients have chronic kidney disease based on a few features. The results of the models are also interpreted to make it more understandable to health practitioners.
data-cleaning-pipeline data-science data-transformation data-visualization diagnostics dimensionality-reduction feature-engineering feature-selection health-data-analysis health-data-science machine-learning machine-learning-algorithm machine-learning-algorithms model-interpretability preventative-medicine
Last synced: 19 Apr 2025
https://github.com/oscarsaharoy/functionfit
generate functions by placing points on a graph
Last synced: 29 Oct 2025
https://github.com/twipped/spiral
A bio-cycles tracker for all humans
biology data-science health mobile react-native transgender womens-health
Last synced: 10 Jul 2025
https://github.com/open-risk/dataqualitytoolkit
Python toolkit for evaluating and visualizing the data quality of excel spreadsheets
data-quality data-quality-measurement data-science excel spreadsheet
Last synced: 23 Oct 2025
https://github.com/avidlearnerinprogress/new-york-crime-data-analysis
Exploratory data analysis on New York Crime Complaint Data
analysis crime-complaints crime-data-analysis data-science exploratory-data-analysis new-york-city python3
Last synced: 14 Jun 2025
https://github.com/SamEdwardes/pydatafaker
A python package to create fake data with relationships between tables.
data data-science fake-data python
Last synced: 09 Jul 2025
https://github.com/trilemmafoundation/trilemma-beta
Official repo for the Trilemma Beta Tournament
bitcoin data-science forecasting tournament
Last synced: 30 Apr 2025
https://github.com/psyplot/psyplot-gui
Graphical User Interface for the psyplot package
data-science gui interactive ipython psyplot qtconsole sphinx
Last synced: 02 May 2025
https://github.com/ritvik19/vizard
Intuitive, Interactive, Easy and Quick Visualizations for Data Science Projects
data-analysis data-science data-visualization
Last synced: 10 Apr 2025
https://github.com/chrisprasanna/predicting_seattle_gas_prices_with_ml
End-to-end development pipeline for predicting retail gas prices in Seattle using deep learning.
darnn data-science deep-learning deep-neural-networks economics-models financial-analysis gas-prices lstm-neural-networks machine-learning time-series time-series-forecasting time-series-prediction
Last synced: 30 Aug 2025
https://github.com/bradleyboehmke/cinday-rug-iml-2018
Slides and other material for Cincinnati-Dayton useR presentation on interpretable machine learning with R
data-science interpretable-machine-learning machine-learning r shortcourse-material tutorial tutorial-code
Last synced: 13 Apr 2025
https://github.com/cpcloud/dpyr
Python dplyr operations for SQL databases and pandas DataFrames
data-science dplyr postgres python python-3 python-library python3 sql sqlalchemy sqlite3
Last synced: 09 Sep 2025
https://github.com/syamkakarla98/datascience_head_start
This repository focuses on the building path for the data science.
data-analysis data-science data-visualization machine-learning machinelearning-python python3
Last synced: 03 May 2025
https://github.com/tushar2704/pyverse-exploring-python-frameworks
This repository is the Ultimate guide to exploring and mastering Python Libraries & frameworks, collection of code and guide by me, Tushar!
artificial-intelligence data-analysis data-engineering data-science data-visualization machine-learning python streamlit-tushar2704 tushar2704 web-application
Last synced: 30 Oct 2025
https://github.com/dariodip/rfd-discovery
This project, written in Python and Cython, deals with Discovery of Relaxed Functional Dependencies(RFDs) using a bottom-up approach.
artificial-intelligence cython data-science python python-3 university-project
Last synced: 08 Sep 2025
https://github.com/shawn-shan/eru
High Level Framework for PyTorch
data-science deep-learning eru neural-network python pytorch
Last synced: 30 Apr 2025
https://github.com/bcgov/ghg-emissions-indicator
R scripts for a GHG emissions indicator published on Environmental Reporting BC
Last synced: 07 May 2025
https://github.com/valaydave/metaflow-on-kubernetes-docs
Documentation For Running Metaflow on Kubernetes
data-science kubernetes machine-learning machine-learning-productivity metaflow
Last synced: 11 Apr 2025
https://github.com/dr-montasir/mnjs
MATH NODE JS (MNJS): A tiny math library for node.js & JavaScript on browser
data-analysis data-science javascript js jsdelivr library math nextjs npm react svelte sveltekit ts typescript yarn
Last synced: 26 Apr 2025
https://github.com/chicolucio/ifood-case-data-analyst
Projeto de ensino para o curso Ciรชncia de Dados ministrado por mim na Hashtag
classification-model clustering data-science python segmentation sklearn sklearn-pipeline teaching
Last synced: 07 Oct 2025
https://github.com/savannahostrowski/jupyter-mercury-aca
๐ A web application used for hosting, sharing and interacting with Jupyter Notebooks via Mercury, hosted on Azure Container Apps.
azd-templates azure data-science jupyter-notebook mercury python python3 template
Last synced: 10 Apr 2025
https://github.com/anshumansinha3301/matplotlib_visualizations
Some Graphs using Matplotlib in Python
data-science matplotlib python
Last synced: 07 Oct 2025
https://github.com/gi0na/r-ghypernet
R package for Generalised Hypergeometric Ensembles of Random Graphs (gHypEG)
data-mining data-science graphs network network-analysis random-graph-generation random-graphs
Last synced: 05 Feb 2026
https://github.com/adrienc21/vulpes
Vulpes: Test many classification, regression models and clustering algorithms to see which one is most suitable for your dataset
automl data-analysis data-science machine-learning models package python scikit-learn statistics
Last synced: 25 Oct 2025
https://github.com/dlopezyse/drug-repurposing-using-kge
๐ Drug repurposing using knowledge graph embeddings with a focus on vector-borne diseases
biotechnology data-science drug-repurposing health knowledge-graph machine-learning
Last synced: 28 Feb 2025
https://github.com/ahammadmejbah/artificial-intelligence-research-and-development-projects
The field of Artificial Intelligence (AI) is a frontier of computer science that focuses on creating systems capable of performing tasks that would typically require human intelligence. This encompasses a wide range of capabilities such as visual perception, speech recognition, decision-making, and language translation.
data-engineering data-science data-visualization database datascience deep-learning deep-learning-algorithms deep-neural-networks deep-reinforcement-learning machine-learning machine-learning-algorithms machine-vision machinelearning
Last synced: 27 Apr 2025
https://github.com/orico/flexeegile
Extending Agile For AI & Data Teams
agile ai data data-science flexeegile methodology
Last synced: 08 Jan 2026
https://github.com/worldbank/rissk
Identify at-risk interviews directly from your Survey Solutions export files.
data-science fraud-detection quality-assurance survey survey-analysis survey-data survey-solutions survey-statistics
Last synced: 24 Apr 2025
https://github.com/randomfractals/venn-diagram-generator
we do it for #dataSci tech lulz :)
angular4 data-science diagram-generator pancakes svg venn-diagram
Last synced: 13 Oct 2025
https://github.com/edoardottt/covid-19
Info/Data (global/italy) about COVID-19. PR welcome for other countries.
coronavirus coronavirus-disease coronavirus-info coronavirus-real-time coronavirus-tracking covid-19 covid-data data data-science data-visualization disease droplets epidemics epidemiology epidemiology-analysis pandemic sars-cov-2 spread symptoms virus
Last synced: 27 Oct 2025
https://github.com/fabnavarro/gasper
Graph Signal Processing in R
data-science graph graph-signal-processing graph-wavelet machine-learning r spectral-graph-theory statistics suitesparse wavelet-transform
Last synced: 06 Sep 2025
https://github.com/wesslen/iviz-rstudio-workshop
Interactive Visualizations with RStudio Workshop for UNCC DSI
data-science htmlwidgets interactive-visualizations rstudio shiny shinyapps tidyverse
Last synced: 19 Jan 2026
https://github.com/kylegrealis/nascar.data
R package of NASCAR race results & other information
data-science data-visualization package r racing
Last synced: 25 Oct 2025
https://github.com/shotahorii/bareml
Machine learning & deep learning implementation from scratch, depending only on numpy.
data-science deep-learning deep-neural-networks machine-learning machine-learning-algorithms machine-learning-from-scratch statistical-models
Last synced: 14 Jan 2026
https://github.com/abdoelabassi/data-science-certification-exam
Datacamp data science certification exam lab
data-science machine-learning matplotlib-pyplot numpy pandas pingouin python scipy seaborn sklearn statsmodels
Last synced: 14 Apr 2026
https://github.com/anselmoo/bashplot
Instant data plotting from the terminal into the terminal
bash cloud data-science hpc instant-data-plotting plot python3 terminal-based trends zsh
Last synced: 17 Mar 2025
https://github.com/arjunan-k/machine-learning
Machine Learning Specialization by Andrew Ng in collaboration between DeepLearning.AI and Stanford Online in Coursera.
data-science deep-learning neural-networks tensorflow
Last synced: 05 Oct 2025
https://github.com/robertvazan/sourceafis-visualization-java
Visualizations of biometric features in fingerprint templates produced by SourceAFIS and in algorithm transparency data captured during feature extraction and matching in SourceAFIS.
biometrics data-science feature-extraction fingerprint fingerprint-authentication minutia sourceafis visualization-library
Last synced: 14 Oct 2025
https://github.com/upsonic/server
Self-Driven Autonomous Python Libraries
data data-science gpt-4o library-management ml mlops python
Last synced: 22 Aug 2025
https://github.com/pabannier/sparseglm
Fast and modular solver for sparse generalized linear models
data-science machine-learning optimization
Last synced: 10 Apr 2025
https://github.com/hoxo-m/deltatest
R Package for Statistical Hypothesis Testing Using the Delta Method for Online A/B Testing
ab-testing data-science statistics
Last synced: 22 Oct 2025
https://github.com/pirocheto/phishing-url-detection
Train a machine learning model for Phishing URL Detection with mlops practices.
ai anti-phishing cybersecurity data-science machine-learning mlops phishing-detection
Last synced: 06 Apr 2025
https://github.com/giswqs/geog-312-2021
First Steps in GIS Programming (GEOG 312) at the University of Tennessee, Knoxville
data-science geopython geospatial gis jupyter mapping python
Last synced: 12 Jul 2025
https://github.com/csfelix/how-to-do-instagram-portfolio
๐ Public Codes and Projects shared in my Instagram's Account (C0dePlus) and Portfolio ๐ (๐ KeyWords: html, css, js, python, java, c#, cypher, sql ๐)
c-sharp css cypher data-science html java javascript js jupyter-notebook mongodb mysql neo4j python sql
Last synced: 28 Apr 2025
https://github.com/lenguyenthedat/dextra-mindef-2015
My solution for Dextra Data Science Challenge #44 (Singapore Ministry of Defense) https://challenges.dextra.sg/challenge/44
classification data-science machine-learning xgboost
Last synced: 02 Jul 2025
https://github.com/oneoffcoder/zava
Parallel coordinates with grand tour for exploratory data visualization of massive and high-dimensional data
angular d3 data-science exploratory-data-visualization grand-tour parallel-coordinates python typescript
Last synced: 06 Apr 2025
https://github.com/tushar2704/stats-mosaic
Statistical-Minds is a comprehensive GitHub repository that aims to provide a growing collection of curated content and projects centered around statistics and its intersection with data science, machine learning, and artificial intelligence.
aritificial-intelligence data-analytics data-science machine-learning statistical-learning statistical-methods statistics streamlit
Last synced: 07 Aug 2025
https://github.com/chaitanyak77/predictive-maintenance-of-gearbox-using-vibration-sensors-data-
This project focuses on the critical task of predictive maintenance in industrial settings, specifically targeting gearbox machinery. By harnessing the power of vibration sensor data, I have developed a predictive maintenance solution that enables early detection of potential faults and failures in gearboxes
data-science internship-task machine-learning
Last synced: 25 Sep 2025
https://github.com/alexkross/air
Real-time data stream classification and knowledge generation engine with no dependencies
c-language cisco-aci cython data-analysis data-science data-stream devnet fintech ipython jupyter-notebooks knowledge-discovery knowledge-generation-engine knowledge-representation machine-learning pony-language predictive-modeling python real-time
Last synced: 10 Apr 2025
https://github.com/sondosaabed/nics-firearm-background-checks-investigation
๐ซ The data comes from the FBI's National Instant Criminal Background Check System. The NICS is used by to determine whether a prospective buyer is eligible to buy firearms or explosives. ๐ซ
census-data criminal-background data-analyst-nanodegree data-science data-wrangling data-wrangling-data-vis data-wrangling-data-visualisation fbi matplotlib nanodegree numpy pandas python storytelling-with-data usa
Last synced: 01 Jul 2025
https://github.com/samedwardes/pydatafaker
A python package to create fake data with relationships between tables.
data data-science fake-data python
Last synced: 23 Apr 2025
https://github.com/gvwilson/sys-tutorial
Systems Administration for Weary Data Scientists
data-science system-administration tutorial
Last synced: 24 Mar 2025