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biostatistics-0.1.2


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مشتریان به طور فزاینده ای آنلاین هستند. تبلیغات می تواند به آنها کمک کند تا کسب و کار شما را پیدا کنند.

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توضیحات

An intuitive app for statistical analysis
ویژگی مقدار
سیستم عامل -
نام فایل biostatistics-0.1.2
نام biostatistics
نسخه کتابخانه 0.1.2
نگهدارنده []
ایمیل نگهدارنده []
نویسنده Yeu-Guang Tung
ایمیل نویسنده hikarimusic.tm@gmail.com
آدرس صفحه اصلی https://github.com/hikarimusic/BIOSTATS
آدرس اینترنتی https://pypi.org/project/biostatistics/
مجوز MIT
<img src="https://github.com/hikarimusic/BIOSTATS/raw/main/docs/_static/home/banner2.png"><br> [![PyPI Version](https://img.shields.io/pypi/v/biostatistics)](https://pypi.org/project/biostatistics/) [![License](https://img.shields.io/pypi/l/biostatistics)](https://github.com/hikarimusic/BIOSTATS/blob/main/LICENSE) [![Downloads](https://img.shields.io/github/downloads/hikarimusic/BIOSTATS/total.svg)](https://github.com/hikarimusic/BIOSTATS/releases) # __What is BIOSTATS__ * BIOSTATS is an intuitive app for statistical analysis. * It is free and open-source. * It works on _Windows_ / _Linux_. ### __You can perform tests with a few clicks__ _t-Test_ <img src="https://github.com/hikarimusic/BIOSTATS/raw/main/docs/_static/home/t_test.png" width=500> _ANOVA_ <img src="https://github.com/hikarimusic/BIOSTATS/raw/main/docs/_static/home/anova.png" width=500> _Chi-Square Test_ <img src="https://github.com/hikarimusic/BIOSTATS/raw/main/docs/_static/home/chi_square_test.png" width=500> _Regression_ <img src="https://github.com/hikarimusic/BIOSTATS/raw/main/docs/_static/home/regression.png" width=500> ### __You can visualize plots with a few clicks__ _Histogram_ <img src="https://github.com/hikarimusic/BIOSTATS/raw/main/docs/_static/home/histogram.png" width=500> _Box Plot_ <img src="https://github.com/hikarimusic/BIOSTATS/raw/main/docs/_static/home/box_plot.png" width=500> _Regression Plot_ <img src="https://github.com/hikarimusic/BIOSTATS/raw/main/docs/_static/home/regression_plot.png" width=500> _Multiple Plot_ <img src="https://github.com/hikarimusic/BIOSTATS/raw/main/docs/_static/home/multiple_plot.png" width=500> ### __BIOSTATS includes these tests:__ | Basic | t-Test | ANOVA | Exact Test | Chi-Square Test | |---|---|---|---|---| | Numeric | One-Sample t-Test | One-Way ANOVA | Binomial Test | Chi-Square Test | | Numeric (Grouped) | Two-Sample t-Test | Two-Way ANOVA | Fisher's Exact Test | Chi-Square Test (Fit) | | Categorical | Paired t-Test | One-Way ANCOVA | McNemar's Exact Test | McNemar's Test | | Contingency | Pairwise t-Test | Two-Way ANCOVA | | Mantel-Haenszel Test | | | | Multivariate ANOVA | | | | | | Repeated Measures ANOVA | | | --- | Linear Regression | Logistic Regression | Nonparametric | Others | |---|---|---|---| | Correlation | Simple Logistic Regression | Sign Test | Screening Test | | Correlation Matrix | Multiple Logistic Regression | Median Test | Epidemiologic Study | | Simple Linear Regression | Ordered Logistic Regression | Wilcoxon Signed-Rank Test | Factor Analysis | | Multiple Linear Regression | Multinomial Logistic Regression | Wilcoxon Rank-Sum Test | Principal Component Analysis | | | | Kruskal-Wallis Test | Linear Discriminant Analysis | | | | Friedman Test | | | | | Spearman's Rank Correlation | | ### __BIOSTATS includes these plots:__ | Distribution | Categorical | Relational | Multiple | Others | |---|---|---|---|---| | Histogram | Count Plot | Scatter Plot | Ultimate Plot | Heatmap | | Density Plot | Strip Plot | Line Plot | Pair Plot | FA Plot | | Cumulative Plot | Swarm Plot | Regression Plot | Joint Plot | PCA Plot | | 2D Histogram | Box Plot | | | LDA Plot | | 2D Density Plot | Boxen Plot | | | | | | Violin Plot | | | | | | Bar Plot | | | | # __Quick Start__ ### __Downloads__ The application can be downloaded from the links below: _Windows_ : https://github.com/hikarimusic/BIOSTATS/releases/latest/download/BIOSTATS.exe _Linux_ : https://github.com/hikarimusic/BIOSTATS/releases/latest/download/BIOSTATS _(Your computer may warn you not to run BIOSTATS.exe for security concerns. Please ingore it and run it anyway. There is definitely no virus in BIOSTATS because I don't know how to write a virus :D)_ _(It might take about 10 seconds to open the program. Please give BIOSTATS some time!)_ _(In Linux, you may need to permit the execution by `chmod +x BIOSTATS` before running the program.)_ ### __Examples__ You can open examples from _Help > Examples_. Sample datasets will be imported, and all the options will be automatically set. <img src="https://github.com/hikarimusic/BIOSTATS/raw/main/docs/_static/home/examples.png" width=500> ### __Install Package__ For programmers, you can install the package from pip: ```sh pip install biostatistics ``` The main window can be called directly: ```sh biostats ``` You can also import _biostats_ and use the functions: ```sh :~$ python3 >>> import biostats as bs >>> data = bs.dataset("one_way_anova.csv") >>> summary, result = bs.one_way_anova(data=data, variable="Length", between="Location") >>> summary Location Count Mean Std. Deviation 95% CI: Lower 95% CI: Upper 1 Tillamook 10 0.080200 0.011963 0.071642 0.088758 2 Newport 8 0.074800 0.008597 0.067613 0.081987 3 Petersburg 7 0.103443 0.016209 0.088452 0.118434 4 Magadan 8 0.078012 0.012945 0.067190 0.088835 5 Tvarminne 6 0.095700 0.012962 0.082098 0.109302 >>> result D.F. Sum Square Mean Square F Statistic p-value Location 4 0.004520 0.001130 7.121019 0.000281 *** Residual 34 0.005395 0.000159 NaN NaN NaN ``` # __More__ More information can be found on the official website. * https://hikarimusic.github.io/BIOSTATS/ If you have any suggestion or find any bug, please contach me. We need your help! * Contact me: hikarimusic.tm@gmail.com If you use BIOSTATS in your research, it's a good idea to cite the paper of BIOSTATS. * Citation: _working_ #### __References__: McDonald, John H. _Handbook of biological statistics_. Vol. 2. Baltimore, MD: sparky house publishing, 2009. Mangiafico, Salvatore S. "An R companion for the handbook of biological statistics." _Available: rcompanion.org/documents/RCompanionBioStatistics.pdf.(January 2016)_ (2015). Rosner, Bernard. _Fundamentals of biostatistics_. Cengage learning, 2015. Zach. _Statology_. 2021, www.statology.org. UCLA. _Statistical Methods and Data Analytics_. 2021, stats.oarc.ucla.edu.


نیازمندی

مقدار نام
- factor-analyzer
- matplotlib
- numpy
- openpyxl
- pandas
- pyreadstat
- scikit-learn
- scipy
- seaborn
- statsmodels
- tabulate


نحوه نصب


نصب پکیج whl biostatistics-0.1.2:

    pip install biostatistics-0.1.2.whl


نصب پکیج tar.gz biostatistics-0.1.2:

    pip install biostatistics-0.1.2.tar.gz