这是适用于Windows 11/10最佳免费统计分析软件(best free statistical analysis software)列表。如果您有大量数值数据并且想要评估和分析数据集，那么本指南适合您。在本文中，我们将提及并讨论适用于Windows 11/10的多个免费统计分析软件。使用这些免费软件，您可以使用多种数学技术进行统计分析。
这些可让您执行回归分析、方差分析 ( ANOVA )、T 检验(T-tests)、频率分布、卡方(Chi-Square)、多变量分析和更多统计检验。您可以确定基本统计数据，例如均值、中位数、方差、众数等。此外，这些软件还允许您绘制不同类型的数据可视化图表，如饼图、箱线图、面积图、折线图等。现在让我们找出这些统计分析软件是什么。
(Best Free Statistical Analysis Software)适用于Windows 11/10最佳免费统计分析软件
以下是一些最好的免费统计分析软件 ( SAS )，可用于计算Windows 11/10中数值数据集的各种统计数据：
- JASP
- 沙发
- 亚莫维
- 过去的
- Statcato
- 聚苯乙烯
- Epi信息
- 凯普图
- 格雷特
现在让我们详细讨论这些免费软件！
1] JASP
JASP是适用于(JASP)Windows 11/10的免费开源统计分析软件。它是一个很棒的免费软件，您可以使用它对一组数据执行多个统计测试。您可以使用它执行标准(Standard)或贝叶斯统计分析。要导入数据集，它支持输入格式，包括TXT、CSV、SAV和ODS。
它的界面分为多个部分，以使用特定的算法和测试进行分析。以下是可以使用它完成的各种静态分析：
- 它使您能够执行不同类型的回归分析(perform different types of regression analysis)，包括相关矩阵(Correlation Matrix)、逻辑回归(Logistics Regression)、线性回归(Linear Regression)等。
- 您还可以执行多项ANOVA测试，例如ANCOVA、重复测量ANOVA、Bayesian ANOVA等。
- 它还提供了T-test选项来使用(T-test)独立(Independent)样本T 检验(T-test)、配对(Paired)样本T 检验(T-test)、贝叶斯配对(Bayesian Paired)样本T 检验(T-test)等方法评估数据集。
- 您还可以将其用于描述性和可靠性分析。它评估和显示各种图表和统计数据，如均值、众数、中位数、方差等。
- 在其中，您还可以获得一个专用的频率(Frequencies)部分来执行频率测试。
- 除此之外，您还可以使用更多的统计测试来分析数据集，包括主成分分析、探索性因素分析、荟萃分析、SEM、可视化建模和验证性因素分析。
它在单独的选项卡中提供全面的结果，您可以将其导出为CSV或TXT格式。
喜欢这个软件的功能吗？在这里得到它(it here)。
相关阅读：(Related read:) 什么是数据分析，它的用途是什么？(What is Data Analytics and what is it used for?)
2] 沙发
您还可以使用SOFA，它是Windows 11/10的专用统计分析软件。SOFA代表对所有人(All)开放的(Open)统计数据(Statistics) ；它是免费和开源的。该软件可让您创建新数据集或导入现有数据集，并对数据集执行不同类型的统计分析测试。它支持 XLS、CSV、TXT、TSV和更多文件格式来导入您的数据集。
现在，它包含许多可用于评估数值数据集的统计算法和测试。您可以使用它执行ANOVA、Chi-Square、Paired T-test和更多测试。它还提供报告表来创建数据列表(Data List)、行统计(Row Stats)、频率(Frequencies)和交叉(Crosstabs)表报告表。在其中，您还可以创建条形图、折线图、面积图、饼图等图表，用于数据可视化。
完成统计分析后，您可以将输出结果保存为PDF、Spreadsheets和Images等格式。总体而言，它是一款出色的免费和开源统计分析软件。
请参阅：(See:) 什么是数据挖掘？基础知识及其技术？(What is Data Mining? Basics and its Techniques?)
3] 贾莫维
Jamovi是另一个不错的免费软件，可以在(Jamovi)Windows 11/10中执行各种统计分析。它是免费的开源软件，您可以使用多种技术来评估、确定和分析数值数据集。它基于 R 统计语言构建，可确保估计结果准确无误。
您可以简单地在其数据(Data)选项卡中创建一个数据集，然后在分析(Analysis)选项卡中使用多种算法进行统计分析。它允许您执行方差分析(ANOVA)、T 检验(T-tests)、回归(Regression)、频率(Frequencies)和因子(Factor)分析测试。您还可以在其中查看多个统计数据和图形，例如Mean、Median、Distribution、Dispersion、Mode、Variance、Histogram、Bar Plot等。它还可以让您将统计分析结果保存在CSV文件中。
您可以从jamovi.org(jamovi.org)下载此统计分析软件。
4]过去
PAST（或古生物学(Paleontological) 统计）是另一种适用于(Statistics)Windows 11/10的免费统计分析软件。您可以在其中找到许多高级功能。它提供了执行数据绘图、数据操作分析、多元统计、生态分析、空间分析、时间序列分析等的工具。您可以从TXT、XLS或DAT文件导入数据集，甚至可以创建一个新文件。然后，使用提供的工具进行统计分析。
它允许您执行方差分析(ANOVA)、相关性(Correlation)、正态性(Normality)检验、排序(Ordination)、聚类(Clustering)、多元方差分析、ANOSIM(ANOSIM)、多样性(MANOVA)指数、(Diversity)多样性t(Diversity)检验、SHE分析、Beta多样性和各种其他测试。您可以确定关键统计数据，如Mean、Median、Variance、Mode、Standard deviation 等。它还允许您在饼图、直方图、气泡图、3D 图等各种图表上绘制数据集。
从这里(here)下载。
5] 静态
Statcato是另一种适用于Windows 11/10的免费统计分析软件。它是一款免费且可移植的软件，无需安装即可工作。此外，它是基于 Java 的，因此请确保您的系统上安装了 JRE 以使用它。
使用它，您可以估计平均值、标准差、偏度、百分位数等基本统计数据。您还可以计算二项式(Binomial)、几何(Geometric)、离散(Discrete)、整数(Integer)、P 值(P-value)等值。它还可以让您执行一些高级统计测试，包括样本(Sample)大小、相关性(Correlation)、回归(Regression)、方差分析(ANOVA)等。您还可以将其用于数据可视化，因为它提供了各种图表来绘制，如条形图、箱线图、饼图等。
它允许您以PDF、Excel、RTF、CSV和文本(Text)等格式保存统计分析报告。另外，您可以将图形保存为PNG图像。
从statcato.org获取。
6] PSPP
PSPP是另一款适用于Windows 11/10的免费统计分析软件。它提供了各种统计测试和技术来评估数据集。您可以执行线性(Linear)和逻辑回归、描述性(Descriptive)统计、聚类(Cluster)分析、比较(Compare)均值、单变量分析(Univariate Analysis)、可靠性(Reliability)和因子分析、T 检验、关联度量(Measures)、非参数检验等测试。
它允许您以TXT(TXT)、HTML或ODT格式导入数据集，然后使用上述任何测试来分析数据集。您还可以使用其类似电子表格的界面从头开始创建自己的数据集。除了统计分析之外，您还可以使用更多功能，如变换、转置、数据排序、聚合等。
您可以将图形和结果保存为各种格式，例如PDF、HTML、ODT、TXT、PS 和CSV。
阅读：(Read:) RedCrab 是适用于 Windows 的统计和科学计算器。
7] Epi 信息
Epi Info是一款适用于(Epi Info)Windows 11/10的免费便携式统计分析软件。您可以使用它执行的统计分析测试类型有Population Survey、Population Binomial、Chi-Square、Poisson、Cohort or Cross-Sectional等等。它还允许您为数据集创建调查和问卷。您可以在此处(here)从其官方网站下载此免费软件。
请参阅：(See:) 最佳免费在线数据可视化工具(Best Free Online Data Visualization Tools)
8]KyPlot
Windows 11/10中尝试使用 KyPlot(KyPlot)进行统计分析和可视化。在其中，您可以执行统计测试，如描述性(Descriptive)分析、参数测试(Parametric Test)、列联(Contingency)表、回归分析(Regression Analysis)、多变量分析(Multivariate Analysis)等。您可以从Excel或Text等文件导入数据集，然后使用可用工具进行统计分析。最终分析结果可以保存为CSV、XLS、TXT、PRN、HTML等格式。
使用它，您还可以执行矩阵运算、傅里叶(Fourier)变换、时间序列分析和其他一些数学运算。它还允许您绘制多个图形。
9] 格雷特
gretl 代表Gnu 回归(Gnu Regression)、计量经济学(Econometrics)和时间序列库(Time-series Library)。Windows 11/10的免费开源统计分析软件。该软件专为执行计量经济分析(Econometric analysis)而设计。您可以导入CSV、TXT、XLS、ODS、DAT和其他一些格式的源数据集。然后，执行统计表、测试(Test)统计(Statistical)计算器、非参数测试、相关图(Correlogram)、周期图(Periodogram)、时间(Time)序列、频率等测试(Frequency)分布等等。
您还可以绘制时间(Time)序列图、分布图，如卡方、泊松(Poisson)、二项式、箱(Boxplot)线图、正态 QQ(Normal Q-Q)图等。如果需要，您可以将图形保存为PDF、PNG、EPS和其他图像格式。
从sourceforge.net下载。
什么是最好的统计分析免费软件？
所有提到的免费软件都非常适合统计分析。但是，在我看来，我发现 JASP 和PAST比其他人更好。这两个为您提供了大量的统计测试来执行统计分析。另外，这些也很容易使用。无论是专业人士还是初学者都可以使用这两款统计分析软件。
SPSS有免费的替代品吗？
是的，有一个名为PSPP的(PSPP)SPSS的免费替代品。它是完全免费和开源的。它是专门作为专有程序SPSS的替代品而创建的。PSPP包含(PSPP)SPSS中可用的大部分功能。可以免费使用PSPP进行各种统计测试。你可以在这篇文章中查看上面这个免费软件的完整描述。
就是这样！
现在阅读：(Now read:) 什么是机器学习以及它与人工智能有何不同。
Best Free Statistical Analysis Software for Windows 11/10
Here is a list of the best free statistical analysis software for Windows 11/10. If you have a large set of numerical data and you want to evaluate and analyze the dataset, this guide is for you. In this article, we are going to mention and discuss multiple free statistical analysis software for Windows 11/10. Using these free software, you can use several mathematical techniques for statistical analysis.
These let you perform regression analysis, analysis of variance (ANOVA), T-tests, frequency distribution, Chi-Square, multivariate analysis, and more statistical tests. You can determine basic statistics like mean, median, variance, mode, and more. Plus, these software also let you plot different types of data visualization graphs like pie charts, boxplots, area graph, line graph, and more. Let us now find out what are these statistical analysis software.
Best Free Statistical Analysis Software for Windows 11/10
Here are some of the best free statistical analysis software (SAS) that you can use to calculate various statistics for a numerical dataset in Windows 11/10:
- JASP
- SOFA
- Jamovi
- PAST
- Statcato
- PSPP
- Epi Info
- KyPlot
- gretl
Let us discuss these free software in detail now!
1] JASP
JASP is a free and open-source statistical analysis software for Windows 11/10. It is a great free software using which you can perform several statistical tests for a set of data. You can perform Standard or Bayesian statistical analysis using it. To import a dataset, it supports input formats including TXT, CSV, SAV, and ODS.
Its interface is divided into multiple sections to use specific algorithms and tests for analysis. Here are the kinds of statical analysis that can be done using it:
- It enables you to perform different types of regression analysis including Correlation Matrix, Logistics Regression, Linear Regression, etc.
- You can also perform several ANOVA tests like ANCOVA, repeated measures ANOVA, Bayesian ANOVA, etc.
- It also provides T-tests options to evaluate datasets using methods like Independent sample T-test, Paired sample T-test, Bayesian Paired sample T-test, etc.
- You can also use it for descriptive and reliability analysis. It evaluates and displays various graphs and statistics like mean, mode, median, variance, etc.
- In it, you also get a dedicated Frequencies section to perform frequency tests.
- Apart from these, you can use more statistical tests to analyze a dataset including principal component analysis, exploratory factor analysis, meta-analysis, SEM, visual modeling, and confirmatory factor analysis.
It provides comprehensive results in a separate tab that you can export in CSV or TXT format.
Like the features of this software? Get it here.
Related read: What is Data Analytics and what is it used for?
2] SOFA
You can also SOFA which is a dedicated statistical analysis software for Windows 11/10. SOFA stands for Statistics Open For All; it is free and open source. This software lets you create a new dataset or import an existing one and perform different kinds of statistical analysis tests on your dataset. It supports XLS, CSV, TXT, TSV, and more file formats to import your datasets.
Now, it contains a lot of statistical algorithms and tests that you can use to evaluate a numerical dataset. You can perform ANOVA, Chi-Square, Paired T-test, and more tests using it. It also offers Reports tables to create Data List, Row Stats, Frequencies, and Crosstabs report tables. In it, you can also create charts like bar charts, line charts, area charts, pie charts, and more for data visualizations.
When you are done performing statistical analysis, you can save output results in formats including PDF, Spreadsheets, and Images. It is overall a great free and open-source statistical analysis software.
See: What is Data Mining? Basics and its Techniques?
3] Jamovi
Jamovi is another nice free software to perform various statistical analyses in Windows 11/10. It is free and open-source software using which you can use several techniques that enable you to evaluate, determine, and analyze numerical datasets. It is built on R statistical language that makes sure the estimated results are accurate.
You can simply create a dataset in its Data tab and then use several algorithms for statistical analysis in the Analysis tab. It lets you perform ANOVA, T-tests, Regression, Frequencies, and Factor analysis tests. You can also view several statistics and graphs in it, such as Mean, Median, Distribution, Dispersion, Mode, Variance, Histogram, Bar Plot, etc. It also lets you save the statistical analysis results in a CSV file.
You can download this statistical analysis software from jamovi.org.
4] PAST
PAST (or Paleontological Statistics) is another free statistical analysis software for Windows 11/10. You can find a lot of advanced features in it. It offers tools to perform data plotting, data manipulation analysis, multivariate statistics, ecological analysis, spatial analysis, time series analysis, etc. You can import a dataset from a TXT, XLS, or DAT file or even create a new one. And then, perform statistical analysis using provided tools.
It lets you perform ANOVA, Correlation, Normality test, Ordination, Clustering, MANOVA, ANOSIM, Diversity indices, Diversity t-test, SHE analysis, Beta diversity, and various other tests. You can determine key statistics like Mean, Median, Variance, Mode, Standard deviation, etc. It also lets you plot datasets on various kinds of graphs like pie charts, histograms, bubble charts, 3D plots, etc.
Download it from here.
5] Statcato
One more good free statistical analysis software for Windows 11/10 is Statcato. It is a free and portable software that requires no installation to work. Also, it is Java-based, so make sure you have JRE installed on your system to use it.
Using it, you can estimate basic statistics like mean, standard deviation, skewness, percentile, etc. You can also calculate Binomial, Geometric, Discrete, Integer, P-value, and more values. It also lets you perform some advanced statistical tests including Sample size, Correlation, Regression, ANOVA, etc. You can also use it for data visualization as it offers various graphs to plot, like bar, boxplot, pie, etc.
It lets you save a statistical analysis report in formats like PDF, Excel, RTF, CSV, and Text. Plus, you can save the graphs in PNG images.
Get it from statcato.org.
6] PSPP
PSPP is yet another free statistical analysis software for Windows 11/10. It provides a variety of statistical tests and techniques to use evaluate a dataset. You can perform tests like Linear and logistic regression, Descriptive statistics, Cluster analysis, Compare means, Univariate Analysis, Reliability and factor analysis, T-tests, Measures of association, Non-parametric tests, and some more.
It lets you import datasets in TXT, HTML, or ODT format and then use any of the above tests to analyze the dataset. You can also create your own dataset from scratch using its spreadsheet-like interface. Apart from statistical analysis, you can use some more features like transform, transpose, data sorting, aggregate, etc.
You can save graphs and results in a variety of formats like PDF, HTML, ODT, TXT, PS, and CSV.
Read: RedCrab is a Statistical and Scientific Calculator for Windows.
7] Epi Info
Epi Info is a free and portable statistical analysis software for Windows 11/10. The kinds of statistical analysis tests that you can perform using it are Population Survey, Population Binomial, Chi-Square, Poisson, Cohort or Cross-Sectional, and some more. It also lets you create surveys and questionnaires for your datasets. You can download this free software from its official website here.
See: Best Free Online Data Visualization Tools
8] KyPlot
Try KyPlot for statistical analysis and visualization in Windows 11/10. In it, you can perform statistical tests like Descriptive analysis, Parametric Test, Contingency table, Regression Analysis, Multivariate Analysis, and more. You can import datasets from files like Excel or Text, and then use available tools for statistical analysis. The final analysis results can be saved in CSV, XLS, TXT, PRN, HTML, and more formats.
Using it, you can also perform matrix operations, Fourier transform, time series analysis, and some other mathematical operations. It also lets you plot several graphs.
9] gretl
gretl stands for Gnu Regression, Econometrics and Time-series Library. It is a free and open-source statistical analysis software for Windows 11/10. This software is specially designed to perform Econometric analysis. You can import source datasets in CSV, TXT, XLS, ODS, DAT, and a few other formats. Then, perform tests like Statistical table, Test statistics calculator, Non-parametric tests, Correlogram, Periodogram, Time series, Frequency distribution, and more.
You can also plot Time series plots, distribution graphs like chi-square, Poisson, binomial, Boxplot, Normal Q-Q plot, etc. If you want, you can save the graphs in PDF, PNG, EPS, and other image formats.
Download it from sourceforge.net.
What is the best free software for statistical analysis?
All the mentioned free software are great for statistical analysis. However, in my opinion, I find JASP and PAST better than others. These two provide you a good number of statistical tests to perform statistical analysis. Plus, these are also very easy to use. Both professionals and beginners can use these two statistical analysis software.
Is there a free alternative to SPSS?
Yes, there is a free alternative to SPSS called PSPP. It is completely free and open source. It was specially created as an alternative to the proprietary program SPSS. PSPP contains most of the features that are available in SPSS. A variety of statistical tests can be performed using PSPP for free. You can check out the full description of this freeware above in this post.
That’s it!
Now read: What is Machine Learning and how it is different from Artificial Intelligence.
