nostats 0.1.1

A package to learn Statistics

学习统计学

Learning Statistics

学习路线

描述性统计 Descriptive Statistics

1. 均值、中位数、众数 Mean, Median, Mode
2. 方差、标准差 Variance, Standard Deviation
3. 分位数、箱线图 Quantiles, Boxplot (or Box-and-Whisker Plot)
4. 频率分布表与直方图 Frequency Distribution Table and Histogram

概率分布 Probability Distributions

1. 离散分布：二项分布、泊松分布 Discrete Distributions: Binomial Distribution, Poisson Distribution
2. 连续分布：正态分布、t分布、卡方分布 Continuous Distributions: Normal (Gaussian) Distribution, t-Distribution, Chi-Squared Distribution
3. 概率密度函数与累积分布函数 Probability Density Function (PDF) and Cumulative Distribution Function (CDF)

统计推断 Statistical Inference

1. 假设检验（t检验、z检验、卡方检验） Hypothesis Testing (t-test, z-test, Chi-Square test)
2. 置信区间 Confidence Interval
3. p值解释 p-value Interpretation

相关与回归 Correlation and Regression

1. 皮尔逊相关系数 Pearson Correlation Coefficient
2. 线性回归 Linear Regression
3. 残差分析 Residual Analysis

高级主题 Advanced Topics

1. 时间序列分析 Time Series Analysis
2. 非参数检验 Nonparametric Tests
3. 多元统计分析 Multivariate Statistical Analysis

Deployment

conda create --name LSTATISTICS python=3.10
pip install -r requirements.txt