https://sourceforge.net/p/ba-py/wiki/stats/Recent changes to statsenSun, 28 Apr 2024 12:51:26 -0000https://sourceforge.net/p/ba-py/wiki/stats/<div class="markdown_content"><h1 id="brief">Brief</h1> <p>Since mbapy gets it's special parameters passing way in sci-plot field, stats sub-module re-uses some APIs in plot sub-module for processing pandas.dataFrame to wrap some stats APIs' parameters passing way in scipy to work like mbapy.</p> <h1 id="apis">APIs</h1> <ol> <li>pca : func, wrap of sklearn.decomposition.PCA</li> </ol> <h1 id="sub-module">sub-module</h1> <h3 id="df"><a class="" href="/p/ba-py/wiki/stats%20df/">df</a></h3> <p><em>pandas.dataFrame utils for stats</em><br/> 1. remove_simi: func for remove similar data in a pandas.Series<br/> 2. interp: func to make two pandas.Series the same length using numpy.interp<br/> 3. ...</p> <h3 id="reg"><a class="" href="/p/ba-py/wiki/stats%20reg/">reg</a></h3> <p><em>regression</em><br/> 1. linear_reg: do linear regression using sklearn.linear_model.LinearRegression<br/> 2. ...</p> <h3 id="test"><a class="" href="/p/ba-py/wiki/stats%20test/">test</a></h3> <p><em>some test func(using scipy and mostly give a support for mbapy-style data input)</em><br/> 1. get_interval: func to get interval<br/> 2. _get_x1_x2: inner tool func: get x1 and x2 from a mbapy-style data input<br/> 3. _get_x1_x2_R: inner tool func: get x1 and ... from a mbapy-style data input<br/> 4. ttest_1samp: scipy.stats.ttest_1samp<br/> 5. ttest_ind: func to make scipy.stats.ttest_ind with scipy.stats.levene<br/> 6. ttest_rel: scipy.stats.ttest_rel<br/> 7. mannwhitneyu: scipy.stats.mannwhitneyu<br/> 8. shapiro: scipy.stats.shapiro<br/> 9. pearsonr: scipy.stats.pearsonr<br/> 10. _get_observe: inner tool func: get observe table from a mbapy-style data input<br/> 11. chi2_contingency: scipy.stats.chi2_contingency<br/> 12. fisher_exact: scipy.stats.fisher_exact<br/> 13. f_oneway: scipy.stats.f_oneway<br/> 14. multicomp_turkeyHSD: do multicomp(turkeyHSD) using statsmodels(pairwise_tukeyhsd)<br/> 15. multicomp_dunnett: do multicomp(dunnett) using scipy.stats.dunnett<br/> 16. multicomp_bonferroni: do multicomp(bonferroni) using scikit_posthocs<br/> 17. ...</p></div>BHM-Bob GSun, 28 Apr 2024 12:51:26 -0000https://sourceforge.net84493681ca37c89a93b83d4b97842cfb7569b0f1