{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Hacker's approach to NHST\n", "\n", "**[Dataset download](https://s3.amazonaws.com/bebi103.caltech.edu/data/bee_sperm.csv)**\n", "\n", "
\\n\"+\n", " \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n", " \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n", " \"
\\n\"+\n", " \"\\n\"+\n",
" \"from bokeh.resources import INLINE\\n\"+\n",
" \"output_notebook(resources=INLINE)\\n\"+\n",
" \"
\\n\"+\n",
" \"\\n\"+\n \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n \"
\\n\"+\n \"\\n\"+\n \"from bokeh.resources import INLINE\\n\"+\n \"output_notebook(resources=INLINE)\\n\"+\n \"
\\n\"+\n \"\n", " | Specimen | \n", "Treatment | \n", "Environment | \n", "TreatmentNCSS | \n", "Sample ID | \n", "Colony | \n", "Cage | \n", "Sample | \n", "Sperm Volume per 500 ul | \n", "Quantity | \n", "ViabilityRaw (%) | \n", "Quality | \n", "Age (d) | \n", "Infertil | \n", "AliveSperm | \n", "Quantity Millions | \n", "Alive Sperm Millions | \n", "Dead Sperm Millions | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "227 | \n", "Control | \n", "Cage | \n", "1 | \n", "C2-1-1 | \n", "2 | \n", "1 | \n", "1 | \n", "2150000 | \n", "2150000 | \n", "96.7263814616756 | \n", "96.726381 | \n", "14 | \n", "0 | \n", "2079617 | \n", "2.1500 | \n", "2.079617 | \n", "0.070383 | \n", "
1 | \n", "228 | \n", "Control | \n", "Cage | \n", "1 | \n", "C2-1-2 | \n", "2 | \n", "1 | \n", "2 | \n", "2287500 | \n", "2287500 | \n", "96.3498079760595 | \n", "96.349808 | \n", "14 | \n", "0 | \n", "2204001 | \n", "2.2875 | \n", "2.204001 | \n", "0.083499 | \n", "
2 | \n", "229 | \n", "Control | \n", "Cage | \n", "1 | \n", "C2-1-3 | \n", "2 | \n", "1 | \n", "3 | \n", "87500 | \n", "87500 | \n", "98.75 | \n", "98.750000 | \n", "14 | \n", "0 | \n", "86406 | \n", "0.0875 | \n", "0.086406 | \n", "0.001094 | \n", "
3 | \n", "230 | \n", "Control | \n", "Cage | \n", "1 | \n", "C2-1-4 | \n", "2 | \n", "1 | \n", "4 | \n", "1875000 | \n", "1875000 | \n", "93.2874208336941 | \n", "93.287421 | \n", "14 | \n", "0 | \n", "1749139 | \n", "1.8750 | \n", "1.749139 | \n", "0.125861 | \n", "
4 | \n", "231 | \n", "Control | \n", "Cage | \n", "1 | \n", "C2-1-5 | \n", "2 | \n", "1 | \n", "5 | \n", "1587500 | \n", "1587500 | \n", "97.7925061050061 | \n", "97.792506 | \n", "14 | \n", "0 | \n", "1552456 | \n", "1.5875 | \n", "1.552456 | \n", "0.035044 | \n", "