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Statistics
Statistics is a mathematical discipline concerned with developing and studying mathematical methods for collecting, analyzing, interpreting, and presenting large quantities of numerical data. Statistics is a highly interdisciplinary field of study with applications in fields such as physics, chemistry, life sciences, political science, and economics.
- GitHub: https://github.com/topics/statistics
- Wikipedia: https://en.wikipedia.org/wiki/Statistics
- Related Topics: data-science, machine-learning, deep-learning, neural-network,
- Last updated: 2025-01-06 00:30:02 UTC
- JSON Representation
https://github.com/gpavanb1/dice-checker
ReactJS app to check dice for board games using statistics
board-games chi-square-test react reactjs statistics
Last synced: 14 Nov 2024
https://github.com/stdlib-js/stats-base-dvariancepn
Calculate the variance of a double-precision floating-point strided array using a two-pass algorithm.
array deviation dispersion javascript math mathematics node node-js nodejs sample-variance standard-deviation statistics stats stdlib strided strided-array typed unbiased var variance
Last synced: 19 Dec 2024
https://github.com/stdlib-js/random-iter-binomial
Create an iterator for generating pseudorandom numbers drawn from a binomial distribution.
bernoulli binomial discrete generator javascript math mathematics node node-js nodejs prng pseudorandom rand random rng seed seedable statistics stats stdlib
Last synced: 17 Dec 2024
https://github.com/stdlib-js/stats-incr-vmr
Compute a variance-to-mean ratio (VMR) incrementally.
dispersion dispersion-index fano-factor index-of-dispersion javascript math mathematics mean node node-js nodejs relative-variance sample-variance statistics stats stdlib unbiased var variance vmr
Last synced: 19 Dec 2024
https://github.com/mkearney/tidycat
🎓 Tidy categorical tools for academics
categorical-data chisq-test chisquare-test quantitative-methods rstats statistics t-test tidyversity
Last synced: 15 Nov 2024
https://github.com/pcastelan/florence
ferramenta estatística academica
css-grid echarts javascript jquery statistics
Last synced: 04 Dec 2024
https://github.com/stdlib-js/random-streams-frechet
Create a readable stream for generating pseudorandom numbers drawn from a Fréchet distribution.
continuous frechet javascript math mathematics node node-js nodejs prng pseudorandom rand random readable rng seed seedable statistics stats stdlib stream
Last synced: 19 Dec 2024
https://github.com/stdlib-js/stats-base-dists-chisquare-mean
Chi-squared distribution expected value.
average avg chi-square chi-squared chisq chisquare chisquared continuous dist distribution expected javascript mean node node-js nodejs statistics stats stdlib univariate
Last synced: 15 Oct 2024
https://github.com/rastlab/R_templates
R templates
r social-psychology statistics university-of-alberta
Last synced: 04 Dec 2024
https://github.com/keisukenagakawa/cisim
Hypegeometric confidence interval calculator.
Last synced: 12 Nov 2024
https://github.com/gagniuc/entropy-of-text
Entropy is a measure of the uncertainty in a random variable. This application calculates the entropy of text. The current example calculates the entropy of sequence "TTTAAGCC". In the context of information theory the term "Entropy" refers to the Shannon entropy.
algorithm alphabet detector entropy javascript js math measurement probability random shannon shannon-entropy statistics variable
Last synced: 15 Nov 2024
https://github.com/stdlib-js/stats-iter-cugmean
Create an iterator which iteratively computes a cumulative geometric mean.
accumulate average avg central-tendency cumulative cumulative-avg cumulative-mean geometric javascript math mathematics mean node node-js nodejs prod product statistics stats stdlib
Last synced: 08 Nov 2024
https://github.com/5tarlight/grade-predictor
This project will predict your next grade based on your previous grades. but, you must not believe this entirely. This is just statistically predicted value
grade grade-calculator predictor statistics
Last synced: 19 Nov 2024
https://github.com/ganeshsankaran/matlab-ap-statistics
M-files for distribution functions, confidence intervals, and hypothesis tests
Last synced: 17 Nov 2024
https://github.com/mcanouil/insane
An Interactive Web Application for Quality Control and Analysis of Insulin Secretion from Pancreatic Beta Cells
beta-cells endoc-betah1 insulin-secretion pancreas r r-package rstats shiny statistics stats
Last synced: 23 Nov 2024
https://github.com/tom-draper/repo-stats
Generates a statistical overview for a local or remote repository.
cli command-line command-line-tool file-stats github programming-language project project-analysis repo-stats repository rust rust-lang statistics stats
Last synced: 31 Dec 2024
https://github.com/xxdavid/hipsta-czech-names
Discover the weirdest forenames used in the Czech Republic.
czech-republic names statistics
Last synced: 12 Nov 2024
https://github.com/rlalpha49/anicards
A dynamic Flask application that retrieves and displays user data from AniList in the form of attractive SVG stat cards. Ideal for anime enthusiasts and data visualization fans alike.
anilist anilist-api anilistapi anime css flask-application html javascript manga python statistics stats website
Last synced: 13 Nov 2024
https://github.com/exploide/osm-tool-stats
Create simple usage graphs for a given OpenStreetMap editor
graphs openstreetmap osm statistics
Last synced: 15 Nov 2024
https://github.com/christianmurphy/gutenberg-book-normalize
Normalize project Gutenberg books to a format easier for statistical models and machine learning to consume
book machine-learning natural-language-processing project-gutenberg statistics
Last synced: 31 Dec 2024
https://github.com/samwilson/gadget-info
A tool for collecting information about gadgets on Wikimedia wikis.
Last synced: 19 Dec 2024
https://github.com/unsignedarduino/stats
A simple MakeCode Arcade extension to toggle stats on and off via blocks
arcade extension makecode makecode-arcade makecode-arcade-extensions makecode-extension statistics stats wrapper
Last synced: 10 Nov 2024
https://github.com/gasparl/tidystats-google-docs-add-in
A Google Docs add-in for inserting statistics using the tidystats R package.
google-docs r statistics tidystats
Last synced: 20 Dec 2024
https://github.com/bcebere/statistics_python
Notebooks with random experiments from statistics.
Last synced: 14 Nov 2024
https://github.com/alexandregazagnes/unilasalle-public-resources
UniLaSalle-Public-Ressources : This public repository contains the notebooks and the data used for both : 2nd Year - Practical Statistical Tests 4th Year - Data Analysis with Python
data data-analysis data-analytics data-cleaning data-storytelling education educational exploratory-data-analysis python python3 r r-programming rstudio statistics visualization
Last synced: 11 Oct 2024
https://github.com/beliavsky/alan-miller-fortran
Classification of Alan Miller's Fortran codes for statistics and numerical methods
constrained-optimization fortran genetic-algorithm global-optimization linear-algebra linear-regression modern-fortran multiple-linear-regression nelder-mead numerical-optimization rng robust-regression statistics unconstrained-optimization
Last synced: 03 Dec 2024
https://github.com/inoueakimitsu/cyclicmodel
Statistical causal discovery based on cyclic model
causal-inference data-science probabilistic-programming pymc3 statistics
Last synced: 09 Nov 2024
https://github.com/stdlib-js/stats-base-dists-erlang
Erlang distribution.
continuous dist distribution erlang javascript lib library node node-js nodejs probability standard statistics stats stdlib univariate
Last synced: 11 Oct 2024
https://github.com/stdlib-js/stats-base-dists-erlang-logpdf
Natural logarithm of the probability density function (PDF) for an Erlang distribution.
continuous dist distribution erlang javascript ln log logarithm logpdf natural node node-js nodejs pdf probability statistics stats stdlib univariate
Last synced: 11 Oct 2024
https://github.com/miroslav-reiter/kurz_ibm_spss_statistics
🔥 Materiály, Cvičné Súbory, Prezentácia ku kurzu IBM SPSS Statistics
course ibm ibm-spss kurz miroslav-reiter reiter statistics vita
Last synced: 22 Dec 2024
https://github.com/stdlib-js/stats-base-dists-erlang-quantile
Erlang distribution quantile function.
cdf continuous dist distribution erlang inverse javascript node node-js nodejs probability statistics stats stdlib univariate
Last synced: 11 Oct 2024
https://github.com/stdlib-js/stats-base-dists-chisquare-mgf
Chi-squared distribution moment-generating function (MGF).
chi-square chi-squared chisq chisquare chisquared continuous dist distribution generating-functions javascript mgf moment-generating moments node node-js nodejs statistics stats stdlib univariate
Last synced: 31 Oct 2024
https://github.com/stdlib-js/stats-base-dists-logistic-skewness
Logistic distribution skewness.
asymmetry continuous dist distribution javascript logistic node node-js nodejs shape skewness statistics stats stdlib univariate
Last synced: 14 Nov 2024
https://github.com/davemlz/master_of_datascience
Master of Data Science repository
data data-mining data-science database r rmd sql sqlite statistics
Last synced: 08 Dec 2024
https://github.com/lampspuc/sarimax.jl
Julia Package with SARIMA model implementation using JuMP.
autoarima forecasting julia-language optimization sarima sarimax statistics time-series time-series-analysis timeseries
Last synced: 12 Oct 2024
https://github.com/coatless-textbooks/statistical-concepts-with-shiny-apps
Quarto book illustrating various statistical concepts using Shinylive.
data-science quarto quarto-book r-shiny r-shinylive statistics webr
Last synced: 23 Nov 2024
https://github.com/valpfft/bookkeeper
An easier way to keep track of personal spending's
analytics expenses pgsql rails5 spending statistics
Last synced: 26 Sep 2024
https://github.com/stdlib-js/stats-incr-skewness
Compute a corrected sample skewness incrementally.
accumulator corrected incremental javascript math mathematics node node-js nodejs sample-skewness shape skewness statistics stats stdlib
Last synced: 08 Nov 2024
https://github.com/stdlib-js/stats-iter-variance
Compute the unbiased sample variance over all iterated values.
dispersion iterable iterate iterator javascript math mathematics node node-js nodejs sample-variance standard-deviation statistics stats stdlib unbiased var variance
Last synced: 13 Nov 2024
https://github.com/stdlib-js/stats-incr-variance
Compute an unbiased sample variance incrementally.
accumulator central-tendency dispersion incremental javascript math mathematics node node-js nodejs sample-variance standard-deviation statistics stats stdlib unbiased var variance
Last synced: 12 Nov 2024
https://github.com/lgatto/2017-05-03-rstatsintro-neu
Beginner's statistics in R
data introduction plotting r sample-size statistics t-test teaching-materials visualisation
Last synced: 19 Nov 2024
https://github.com/stdlib-js/stats-incr-pcorrdistmat
Compute a sample Pearson product-moment correlation distance matrix incrementally.
anticorrelation corr correlated correlation covariance dist distance javascript math mathematics matrix node node-js nodejs pearson product-moment sample-covariance statistics stats stdlib
Last synced: 12 Nov 2024
https://github.com/stdlib-js/stats-base-dists-weibull-kurtosis
Weibull distribution excess kurtosis.
continuous dist distribution javascript kurtosis node node-js nodejs prob probability statistics stats stdlib tails univariate weibull
Last synced: 12 Nov 2024
https://github.com/stdlib-js/random-iter-bernoulli
Create an iterator for generating pseudorandom numbers drawn from a Bernoulli distribution.
bernoulli binomial discrete generator javascript math mathematics node node-js nodejs prng pseudorandom rand random rng seed seedable statistics stats stdlib
Last synced: 08 Dec 2024
https://github.com/stdlib-js/stats-base-dists-t
Student's t distribution.
continuous dist distribution javascript lib library node node-js nodejs probability standard statistics stats stdlib t univariate
Last synced: 12 Nov 2024
https://github.com/stdlib-js/stats-base-variance
Calculate the variance of a strided array.
array deviation dispersion javascript math mathematics node node-js nodejs sample-variance standard-deviation statistics stats stdlib strided strided-array typed unbiased var variance
Last synced: 12 Nov 2024
https://github.com/stdlib-js/random-base-exponential
Exponentially distributed pseudorandom numbers.
exp exponential generator javascript math mathematics node node-js nodejs prng pseudorandom rand randexp random rexp rng seed statistics stats stdlib
Last synced: 12 Nov 2024
https://github.com/raynardj/torchember
PyTorch module tracking and visualization
flask module pytorch statistics track visualization
Last synced: 15 Nov 2024
https://github.com/stdlib-js/random-base-erlang
Erlang distributed pseudorandom numbers.
erlang factory generator javascript math mathematics node node-js nodejs prng pseudorandom rand random rng seed seedable statistics stats stdlib
Last synced: 07 Nov 2024
https://github.com/heyfoz/cpp-baseball-bat-stats-simulator
The Baseball Batting Stats Simulator Program (C++) uses the rand function to create a statistical model, which is used to simulate 1000 at-bats based on a player's careers averages. After the simulation values are calculated and displayed, a loop asks the user if they would like to run another simulation.
baseball batting-statistics cpp simulator statistics
Last synced: 02 Dec 2024
https://github.com/melchisedech333/my-statistics
:bar_chart: Statistics about my projects.
Last synced: 08 Dec 2024
https://github.com/crsh/jab
R package to automagically compute Jeffrey's Approximate Bayes factors
bayes-factor bayesian-inference r statistics
Last synced: 28 Nov 2024
https://github.com/stdlib-js/stats-base-dsmeanpn
Calculate the arithmetic mean of a single-precision floating-point strided array using a two-pass error correction algorithm with extended accumulation and returning an extended precision result.
arithmetic-mean array average avg central-tendency float float32 javascript math mathematics mean node node-js nodejs statistics stats stdlib strided strided-array typed
Last synced: 10 Nov 2024
https://github.com/stdlib-js/random-streams-negative-binomial
Create a readable stream for generating pseudorandom numbers drawn from a negative binomial distribution.
binomial discrete javascript math mathematics negative node node-js nodejs prng pseudorandom rand random readable rng seed statistics stats stdlib stream
Last synced: 10 Nov 2024
https://github.com/dominic-schmid/abschuss_statistik
Dieses Projekt wurde als Erweiterung der Abschuss-Statistik des Südtiroler Jagdverbandes erstellt. Die entstandene App kann im Google Play Store heruntergeladen werden.
android flutter hunting statistics
Last synced: 16 Nov 2024
https://github.com/faustotnc/blueberrymath
An extensive math library written in Java.
calculus linear-algebra math statistics
Last synced: 02 Dec 2024
https://github.com/stdlib-js/stats-base-meanors
Calculate the arithmetic mean of a strided array using ordinary recursive summation.
arithmetic-mean array average avg central-tendency javascript math mathematics mean node node-js nodejs ors statistics stats stdlib strided strided-array
Last synced: 10 Nov 2024
https://github.com/kelcheone/kelcheone
Github profile page repo using Github actions, metrics web.. etc
github github-actions homepage profile readme statistics
Last synced: 08 Dec 2024
https://github.com/stdlib-js/stats-base-dists-pareto-type1-mean
Pareto (Type I) distribution expected value.
average avg continuous dist distribution expected javascript mean node node-js nodejs pareto prob probability statistics stats stdlib univariate
Last synced: 10 Nov 2024
https://github.com/mohd-faizy/07p_tumor-diagnosis-exploratory-data-analysis-on-breast-cancer-wisconsin-dataset
Tumor Diagnosis: Exploratory Data Analysis With Seaborn
data-analysis data-visualization eda exploratory-data-analysis knn-classification pca-analysis python random-forest random-forest-classifier statistics support-vector-machines tumor-detection visualization
Last synced: 13 Nov 2024
https://github.com/stephane-martin/mailstats
Parse incoming emails for statistics
email golang milter parsing smtp statistics
Last synced: 02 Dec 2024
https://github.com/lqmanh/directory-stat
Composable directory statistics fetcher where "fs" is insufficient
Last synced: 12 Nov 2024
https://github.com/jbris/sentiment_analysis_examples
Several examples of sentiment analysis algorithms for textual data.
convolutional-neural-network docker logistic-regression machine-learning machine-learning-algorithms multilayer-perceptron multilayer-perceptron-network naive-bayes-algorithm naive-bayes-classifier natural-language-processing nltk python r rstudio sentiment-analysis sentiment-classification statistics support-vector-machine svm tidyverse
Last synced: 13 Nov 2024
https://github.com/tathithienthanh/finaltest_database-sql-data-collection-for-ds
The final test of the "Database SQL and Data Collection for Data Science" course from The Ho Chi Minh City University of Science (19/09/2023)
chrome data-collection data-processing database final-test ipynb-jupyter-notebook mysql pymysql query scraping-websites selenium sql statistics visualization
Last synced: 13 Nov 2024
https://github.com/stdlib-js/stats-base-dists-kumaraswamy
Kumaraswamy's double bounded distribution.
bounded continuous dist distribution javascript kumaraswamy lib library node node-js nodejs prob probability standard statistics stats stdlib univariate
Last synced: 27 Nov 2024
https://github.com/lukaspustina/usereport-rs
Collect system information for the first 60 seconds of a performance analysis
analysis cli performance sre statistics
Last synced: 07 Dec 2024
https://github.com/jbris/tidymodels-mlflow-targets-docker
Run tidyverse, tidymodels, targets, carrier, and MLFlow within Docker
carrier docker docker-compose docker-image machine-learning mlflow mlflow-docker mlflow-tracking mlflow-tracking-server mlops mlops-workflow r rlang rlanguage statistics targets targets-pipeline tidymodels tidyverse
Last synced: 13 Nov 2024
https://github.com/jbris/stan-docker
A Docker image to run Stan, rstanarm, and brms for Bayesian statistical modelling
bayesian-inference bayesian-statistics bayesplot brms data-science docker docker-compose docker-image dockerfile probabilistic-programming r rstan rstanarm stan statistics tidybayes tidyverse
Last synced: 13 Nov 2024
https://github.com/xxdavid/commit-message-conventions
🔎 Commit message conventions analysis
commit-conventions commit-message data-analysis git statistics
Last synced: 12 Nov 2024
https://github.com/stdlib-js/random-streams-cosine
Create a readable stream for generating pseudorandom numbers drawn from a raised cosine distribution.
continuous cosine javascript math mathematics node node-js nodejs prng pseudorandom raised rand random readable rng seed statistics stats stdlib stream
Last synced: 27 Nov 2024
https://github.com/bjoern-hempel/js-reinforcement-learning-framework
A reinforcement learning framework
javascript mathematics mit-license reinforcement-learning reinforcement-learning-algorithms statistics
Last synced: 27 Dec 2024
https://github.com/keimeno/word-growth-rate-analyzer
Analyzing the growth rate of all words that are actively written by Reddit users.
data-science nodejs statistics typescript
Last synced: 31 Dec 2024
https://github.com/messente/messente-api-ruby
Messente API library: https://rubygems.org/gems/messente_api
number-lookup omnichannel phonebook statistics
Last synced: 02 Dec 2024
https://github.com/mattipv4/metalist.py
A simple API wrapper to post Discord bot stats to all known bot lists using metalist.xyz data.
api-client api-wrapper discord discord-api discord-bot discord-py discordapp discordbot python python-3 python-library python-module python3 statistics stats-api wrapper wrapper-api wrapper-library
Last synced: 26 Sep 2024
https://github.com/simphotonics/benchmark_runner
A library for writing inline micro-benchmarks, reporting score statistics, and running sync/async benchmarks.
async benchmark dart execution-time runner score statistics
Last synced: 06 Nov 2024
https://github.com/mlr-org/mlr3inferr
Statistical methods for inference on the generalization error
Last synced: 06 Nov 2024
https://github.com/dlsaavedra/rcens
The "rcens" package provides functions to generate censored samples of type I, II and III, from any random sample generator. It also provides the option to create left and right censorship. Along with this, the generation of samples with interval censoring is in the testing phase. With two options of fixed length intervals and random lengths.
censored-data r simulation statistics
Last synced: 10 Oct 2024
https://github.com/thenamevishnu/thenamevishnu
Welcome to my GitHub repository! Explore my projects, contributions, and open-source work. Feel free to collaborate and contribute to our shared coding journey.
markdown skills socialmedia statistics trophy
Last synced: 13 Nov 2024
https://github.com/xpcosmos/injestao-dados-enem-sql
Esse projeto tem o objetivo de estruturar dados do enem em bancos de dados e analisar os dados utilizando métodos estatísticos.
docker docker-compose postgresql pyspark python spark sql statistics
Last synced: 14 Nov 2024
https://github.com/mtpatter/kaiba
Bootlier implementation for anomaly detection
anomaly-detection jupyter notebook statistics
Last synced: 13 Nov 2024
https://github.com/stdlib-js/random-base
Standard library base pseudorandom number generators.
base generator javascript lib library math mathematics node node-js nodejs prng pseudorandom rand random rng seed standard statistics stats stdlib
Last synced: 01 Dec 2024
https://github.com/stdlib-js/random-streams-box-muller
Create a readable stream for generating pseudorandom numbers drawn from a standard normal distribution using the Box-Muller transform.
bell continuous gaussian generator javascript math mathematics node node-js nodejs normal prng pseudorandom rand random rng standard statistics stats stdlib
Last synced: 08 Nov 2024
https://github.com/csinva/dnn-experiments
A set of scripts and experiments making it easier to analyze deep learning empirically.
ai artificial-intelligence cifar computer-vision deep-learning machine-learning ml mnist neural-network polynomial python pytorch sparse-coding statistics theory
Last synced: 15 Dec 2024
https://github.com/csinva/scattering-transform-experiments
Repository for experiments with scattering transforms
ai convolutional-neural-networks deep-learning geometric-deep-learning machine-learning ml scale scattering-transform statistics
Last synced: 15 Dec 2024
https://github.com/stdlib-js/stats-base-dists-frechet-skewness
Fréchet distribution skewness.
asymmetry continuous dist distribution extreme frechet inverse javascript node node-js nodejs skewness statistics stats stdlib univariate value weibull
Last synced: 01 Dec 2024
https://github.com/stdlib-js/random-streams-geometric
Create a readable stream for generating pseudorandom numbers drawn from a geometric distribution.
discrete geometric javascript math mathematics node node-js nodejs prng pseudorandom rand random readable rng seed seedable statistics stats stdlib stream
Last synced: 07 Dec 2024
https://github.com/raghavtwenty/r-programming
📊 R Programming Fundamentals: An In-Depth Guide with Real World Examples & Comments
analysis beginner-friendly classification coding dataframes distributions fundamentals graphs learning-resources matrices plotting programming-languages r r-programming raghavtwenty rbasics regression rlanguage statistics tutorials
Last synced: 30 Dec 2024
https://github.com/stdlib-js/stats-base-dists-erlang-ctor
Erlang distribution constructor.
cdf class constructor ctor dist distribution erlang javascript node node-js nodejs object pdf prob probability properties quantile statistics stats stdlib
Last synced: 11 Oct 2024
https://github.com/stdlib-js/stats-base-dists-negative-binomial-cdf
Negative binomial distribution cumulative distribution function (CDF).
binomial cdf cumulative-distribution discrete dist distribution distribution-function javascript negative node node-js nodejs probability statistics stats stdlib univariate
Last synced: 01 Dec 2024
https://github.com/stdlib-js/random-base-arcsine
Arcsine distributed pseudorandom numbers.
arcsine continuous generator javascript math mathematics node node-js nodejs prng pseudorandom rand random randu rng seed seedable statistics stats stdlib
Last synced: 13 Oct 2024
https://github.com/amazon-science/ssepy
Python package for stratifying, sampling, and estimating model performance efficiently.
estimation sampling statistical-inference statistics stratified-sampling
Last synced: 12 Nov 2024
https://github.com/friendly/mvinfluence
Influence Measures and Diagnostic Plots for Multivariate Linear Models
multivariate-analysis multivariate-linear-regression r r-package statistics visualization
Last synced: 06 Nov 2024
https://github.com/afondiel/ibm-data-science-professional-certificate-coursera
IBM Data Science Professional Certificate Coursera Notes
ai classification clustering coursera data-analysis data-engineering data-mining data-science data-science-challenges data-science-projects data-scientist data-visualization ibm ibm-certificate ibm-professional-certificate linear-algebra machine-learning python regression statistics
Last synced: 24 Dec 2024
https://github.com/drexed/lite-statistics
Generate statistics from collections of data points
Last synced: 30 Nov 2024
https://github.com/ooliver1/ooliver1
This is my README.
activity badges biography metadata personal personalization profile profile-readme readme readme-profile statistics
Last synced: 25 Nov 2024
https://github.com/stdlib-js/random-streams-discrete-uniform
Create a readable stream for generating pseudorandom numbers drawn from a discrete uniform distribution.
discrete javascript math mathematics node node-js nodejs prng pseudorandom rand random readable rng seed seedable statistics stats stdlib stream uniform
Last synced: 01 Dec 2024
https://github.com/carmona44/padel_diary_old
COMING SOON: padel diary to record your matches and obtain statistics
dart diary flutter mobile mobile-app padel sqflite sqlite statistics stats
Last synced: 26 Nov 2024