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Exploratory Data Analysis

Created2025-11-10|Updated2025-11-27|DAEDA
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Author: Chris Wen
Link: https://wenyupeng.github.io/2025/11/10/big_data/eda/01-concept/
Copyright Notice: All articles on this blog are licensed under CC BY-NC-SA 4.0 unless otherwise stated.
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Outlier
Outliers123456import numpy as npimport pandas as pdimport matplotlib.pyplot as pltimport seaborn as snspd.set_option("display.notebook_repr_html", False) # disable "rich" outputplt.style.use("seaborn") Unidimensional Data1234567x = np.loadtxt("https://raw.githubusercontent.com/gagolews/" + "teaching-data/master/marek/blobs2.txt")plt.subplot(121)sns.boxplot(data=x, orient="h")plt.subplot(122)sns.histplot(x, binwidth=1)plt.show() M...
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Continuous Probability Distributions
Continuous Probability Distributions1234import numpy as npimport matplotlib.pyplot as pltimport seaborn as snsplt.style.use("seaborn") 123456heights = np.loadtxt("https://raw.githubusercontent.com/gagolews/" + "teaching-data/master/marek/nhanes_adult_female_height_2020.txt")sns.histplot(heights, stat="density", kde=True)plt.show()import scipy.stats Normal DistributionNormal Distribution12345678μ = np.mean(heights) # an estimator of expected valueσ =...
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Outlier
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Multivariate Categorical and Relational Data2025-11-10
Visualising Multidimensional Data and Measuring Correlation
Visualising Multidimensional Data and Measuring Correlation2025-11-10
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