diff --git a/day_1_python_and_unix/1_pregnancy_length_analysis.ipynb b/day_1_python_and_unix/1_pregnancy_length_analysis.ipynb index ba3c717..a279c98 100644 --- a/day_1_python_and_unix/1_pregnancy_length_analysis.ipynb +++ b/day_1_python_and_unix/1_pregnancy_length_analysis.ipynb @@ -2,9 +2,11 @@ "cells": [ { "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "skip" + } }, "outputs": [ { @@ -13,14 +15,6 @@ "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING: pylab import has clobbered these variables: ['cast']\n", - "`%matplotlib` prevents importing * from pylab and numpy\n" - ] } ], "source": [ @@ -31,14 +25,27 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, "source": [ - "### Birth Statistics Data ###\n", + "## Birth Statistics Data ###\n", "\n", "This notebook's goal is to study the question: *Are first-born babies more likely to arrive late?*\n", "\n", - "It is based on the book [Think Stats](http://www.greenteapress.com/thinkstats/)\n", - "\n", + "It is based on the book [Think Stats](http://www.greenteapress.com/thinkstats/)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ "#### Loading the data ####\n", "The data we use is originally from NSFG (National Survey of Family Growth) and can also be downloaded from from [the data section of the Think Stats web site](http://www.greenteapress.com/thinkstats/nsfg.html).\n", "\n", @@ -49,9 +56,11 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [ { @@ -69,7 +78,11 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, "source": [ "#### record format ###\n", "\n", @@ -85,7 +98,9 @@ "cell_type": "code", "execution_count": 3, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [], "source": [ @@ -106,7 +121,11 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, "source": [ "#### Description of the fields\n", "\n", @@ -125,7 +144,11 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, "source": [ "### read and parse data ###\n", "In the next cell we read the file, parse it according to `fields`, and create a dictionary of lists, one for each field." @@ -135,7 +158,9 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [], "source": [ @@ -160,10048 +185,23 @@ ] }, { - "cell_type": "code", - "execution_count": 5, + "cell_type": "markdown", "metadata": { - "collapsed": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'agepreg': [3316,\n", - " 3925,\n", - 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" 6,\n", - " 9,\n", - " 8,\n", - " None,\n", - " None,\n", - " 8,\n", - " 9,\n", - " None,\n", - " 14,\n", - " 14,\n", - " None,\n", - " 8,\n", - " 14,\n", - " 0,\n", - " 1,\n", - " 6,\n", - " 13,\n", - " 15,\n", - " None,\n", - " 7,\n", - " 7,\n", - " None,\n", - " None,\n", - " 6,\n", - " 3,\n", - " None,\n", - " 13,\n", - " None,\n", - " None,\n", - " 11,\n", - " 2,\n", - " None,\n", - " None,\n", - " 14,\n", - " None,\n", - " 6,\n", - " 7,\n", - " None,\n", - " None,\n", - " 1,\n", - " 2,\n", - " 13,\n", - " 2,\n", - " None,\n", - " 2,\n", - " None,\n", - " None,\n", - " 15,\n", - " None,\n", - " None,\n", - " 2,\n", - " None,\n", - " 1,\n", - " None,\n", - " 5,\n", - " None,\n", - " None,\n", - " None,\n", - " None,\n", - " 8,\n", - " 2,\n", - " None,\n", - " None,\n", - " None,\n", - " 13,\n", - " None,\n", - " 9,\n", - " 0,\n", - " 0,\n", - " 6,\n", - " None,\n", - " 7,\n", - " 5,\n", - " None,\n", - " 10,\n", - " 10,\n", - " None,\n", - " None,\n", - " 8,\n", - " 5,\n", - " None,\n", - " None,\n", - " 14,\n", - " 4,\n", - " None,\n", - " None,\n", - " 11,\n", - " None,\n", - " None,\n", - " 6,\n", - " 12,\n", - " None,\n", - " 6,\n", - " None,\n", - " 8,\n", - " 7,\n", - " 4,\n", - " 14,\n", - " None,\n", - " 12,\n", - " None,\n", - " 8,\n", - " None,\n", - " None,\n", - " 5,\n", - " 6,\n", - " 9,\n", - " None,\n", - " 2,\n", - " 13,\n", - " None,\n", - " None,\n", - " 4,\n", - " None,\n", - " None,\n", - " None,\n", - " 3,\n", - " None,\n", - " 13,\n", - " 7,\n", - " 8,\n", - " None,\n", - " None,\n", - " 3,\n", - " 14,\n", - " None,\n", - " None,\n", - " 12,\n", - " 3,\n", - " 11,\n", - " 9,\n", - " 1,\n", - " 14,\n", - " 3,\n", - " 10,\n", - " 6,\n", - " 4,\n", - " 5,\n", - " 5,\n", - " 5,\n", - " 5,\n", - " 0,\n", - " 0,\n", - " 14,\n", - " None,\n", - " 7,\n", - " 5,\n", - " None,\n", - " 8,\n", - " 4,\n", - " None,\n", - " 6,\n", - " 6,\n", - " None,\n", - " 9,\n", - " 0,\n", - " 0,\n", - " None,\n", - " 2,\n", - " 11,\n", - " 4,\n", - " 14,\n", - " None,\n", - " 0,\n", - " None,\n", - " 12,\n", - " 11,\n", - " 3,\n", - " None,\n", - " None,\n", - " None,\n", - " 6,\n", - " 6,\n", - " 9,\n", - " 1,\n", - " None,\n", - " None,\n", - " 10,\n", - " 13,\n", - " 10,\n", - " 15,\n", - " 9,\n", - " 9,\n", - " 10,\n", - " None,\n", - " 7,\n", - " None,\n", - " 7,\n", - " None,\n", - " None,\n", - " 9,\n", - " None,\n", - " 5,\n", - " 0,\n", - " 0,\n", - " 0,\n", - " 15,\n", - " 6,\n", - " 13,\n", - " None,\n", - " None,\n", - " 8,\n", - " None,\n", - " None,\n", - " 14,\n", - " 8,\n", - " None,\n", - " 11,\n", - " 13,\n", - " 1,\n", - " 14,\n", - " 9,\n", - " None,\n", - " 7,\n", - " 6,\n", - " 4,\n", - " 4,\n", - " None,\n", - " None,\n", - " None,\n", - " None,\n", - " 7,\n", - " 12,\n", - " 8,\n", - " None,\n", - " 13,\n", - " 13,\n", - " None,\n", - " 15,\n", - " 1,\n", - " 3,\n", - " None,\n", - " 12,\n", - " 1,\n", - " 9,\n", - " None,\n", - " None,\n", - " 1,\n", - " None,\n", - " None,\n", - " 2,\n", - " 8,\n", - " None,\n", - " None,\n", - " 1,\n", - " 3,\n", - " 2,\n", - " 15,\n", - " 4,\n", - " 6,\n", - " 0,\n", - " 14,\n", - " None,\n", - " None,\n", - " None,\n", - " 1,\n", - " 14,\n", - " 14,\n", - " 3,\n", - " 10,\n", - " 13,\n", - " 3,\n", - " 5,\n", - " None,\n", - " 15,\n", - " 8,\n", - " 11,\n", - " 2,\n", - " None,\n", - " None,\n", - " 8,\n", - " 10,\n", - " 13,\n", - " 8,\n", - " None,\n", - " 9,\n", - " 3,\n", - " None,\n", - " 1,\n", - " 4,\n", - " 12,\n", - " 12,\n", - " 99,\n", - " None,\n", - " None,\n", - " None,\n", - " None,\n", - " 2,\n", - " 14,\n", - " 4,\n", - " 14,\n", - " 10,\n", - " 10,\n", - " 5,\n", - " 2,\n", - " 12,\n", - " 3,\n", - " None,\n", - " None,\n", - " 99,\n", - " None,\n", - " None,\n", - " 9,\n", - " 8,\n", - " 0,\n", - " 8,\n", - " None,\n", - " 8,\n", - " 8,\n", - " None,\n", - " None,\n", - " 10,\n", - " 0,\n", - " 2,\n", - " 11,\n", - " 8,\n", - " 6,\n", - " None,\n", - " 10,\n", - " 0,\n", - " 8,\n", - " 10,\n", - " 0,\n", - " None,\n", - " 0,\n", - " 1,\n", - " 0,\n", - " None,\n", - " 10,\n", - " None,\n", - " 4,\n", - " 0,\n", - " None,\n", - " None,\n", - " 7,\n", - " 8,\n", - " 7,\n", - " 9,\n", - " 5,\n", - " 7,\n", - " 8,\n", - " 8,\n", - " None,\n", - " None,\n", - " 11,\n", - " 10,\n", - " 5,\n", - " 0,\n", - " 1,\n", - " None,\n", - " 14,\n", - " 6,\n", - " 13,\n", - " None,\n", - " None,\n", - " None,\n", - " 10,\n", - " 6,\n", - " 4,\n", - " 15,\n", - " None,\n", - " 14,\n", - " 15,\n", - " 12,\n", - " None,\n", - " 3,\n", - " None,\n", - " None,\n", - " None,\n", - " 6,\n", - " 13,\n", - " None,\n", - " 8,\n", - " 8,\n", - " 0,\n", - " 0,\n", - " 0,\n", - " None,\n", - " 8,\n", - " None,\n", - " 1,\n", - " None,\n", - " 6,\n", - " None,\n", - " 11,\n", - " 7,\n", - " 8,\n", - " 14,\n", - " 15,\n", - " None,\n", - " None,\n", - " 12,\n", - " 14,\n", - " 15,\n", - " 15,\n", - " 3,\n", - " 11,\n", - " 10,\n", - " 8,\n", - " 12,\n", - " 15,\n", - " 14,\n", - " None,\n", - " 9,\n", - " None,\n", - " 1,\n", - " None,\n", - " 12,\n", - " 11,\n", - " 11,\n", - " 8,\n", - " 13,\n", - " 13,\n", - " 13,\n", - " None,\n", - " 0,\n", - " 11,\n", - " 11,\n", - " None,\n", - " None,\n", - " None,\n", - " None,\n", - " None,\n", - " 14,\n", - " 4,\n", - " 1,\n", - " 5,\n", - " 3,\n", - " None,\n", - " 7,\n", - " 2,\n", - " 5,\n", - " None,\n", - " 12,\n", - " None,\n", - " 8,\n", - " 8,\n", - " None,\n", - " 10,\n", - " 8,\n", - " 4,\n", - " 4,\n", - " 1,\n", - " 3,\n", - " 8,\n", - " 14,\n", - " None,\n", - " 11,\n", - " 0,\n", - " None,\n", - " 6,\n", - " None,\n", - " None,\n", - " 3,\n", - " 4,\n", - " 6,\n", - " None,\n", - " 8,\n", - " None,\n", - " 8,\n", - " 2,\n", - " 0,\n", - " None,\n", - " 1,\n", - " 0,\n", - " None,\n", - " None,\n", - " None,\n", - " None,\n", - " None,\n", - " None,\n", - " None,\n", - " 5,\n", - " 8,\n", - " None,\n", - " None,\n", - " 10,\n", - " 10,\n", - " 4,\n", - " 0,\n", - " None,\n", - " 12,\n", - " 14,\n", - " None,\n", - " 0,\n", - " 14,\n", - " 14,\n", - " 14,\n", - " 12,\n", - " None,\n", - " 4,\n", - " None,\n", - " 2,\n", - " None,\n", - " 10,\n", - " 5,\n", - " None,\n", - " 0,\n", - " 0,\n", - " 0,\n", - " 12,\n", - " 10,\n", - " 12,\n", - " 7,\n", - " 12,\n", - " 12,\n", - " None,\n", - " None,\n", - " 3,\n", - " 2,\n", - " 8,\n", - " 4,\n", - " 9,\n", - " 5,\n", - " None,\n", - " None,\n", - " 13,\n", - " None,\n", - " 14,\n", - " 11,\n", - " 0,\n", - " 6,\n", - " 5,\n", - " None,\n", - " 0,\n", - " 14,\n", - " 0,\n", - " 6,\n", - " 4,\n", - " None,\n", - " None,\n", - " 1,\n", - " 9,\n", - " 8,\n", - " 8,\n", - " None,\n", - " 5,\n", - " None,\n", - " 7,\n", - " None,\n", - " 1,\n", - " 0,\n", - " 0,\n", - " 2,\n", - " 4,\n", - " 4,\n", - " 4,\n", - " 14,\n", - " 13,\n", - " None,\n", - " 2,\n", - " None,\n", - " None,\n", - " None,\n", - " None,\n", - " 2,\n", - " 6,\n", - " 10,\n", - " None,\n", - " 11,\n", - " 11,\n", - " None,\n", - " 9,\n", - " 4,\n", - " 6,\n", - " 0,\n", - " 6,\n", - " 3,\n", - " 1,\n", - " 12,\n", - " 0,\n", - " 12,\n", - " 10,\n", - " None,\n", - " None,\n", - " 7,\n", - " 12,\n", - " 9,\n", - " 2,\n", - " 4,\n", - " 2,\n", - " 8,\n", - " 8,\n", - " 5,\n", - " 8,\n", - " None,\n", - " None,\n", - " 6,\n", - " 14,\n", - " 6,\n", - " 8,\n", - " 12,\n", - " 11,\n", - " 4,\n", - " 13,\n", - " 10,\n", - " 6,\n", - " None,\n", - " 0,\n", - " 0,\n", - " 2,\n", - " 4,\n", - " 5,\n", - " 9,\n", - " 9,\n", - " None,\n", - " None,\n", - " None,\n", - " None,\n", - " 7,\n", - " 14,\n", - " 15,\n", - " 5,\n", - " 8,\n", - " 7,\n", - " 10,\n", - " 10,\n", - " None,\n", - " 5,\n", - " 8,\n", - " 12,\n", - " 12,\n", - " 6,\n", - " 6,\n", - " None,\n", - " 5,\n", - " None,\n", - " None,\n", - " None,\n", - " 0,\n", - " None,\n", - " ...],\n", - " 'caseid': [1,\n", - " 1,\n", - " 2,\n", - " 2,\n", - " 2,\n", - " 6,\n", - " 6,\n", - " 6,\n", - " 7,\n", - " 7,\n", - " 12,\n", - " 14,\n", - " 14,\n", - " 14,\n", - " 15,\n", - " 15,\n", - " 15,\n", - " 18,\n", - " 18,\n", - " 21,\n", - " 21,\n", - " 23,\n", - " 23,\n", - " 24,\n", - " 24,\n", - " 24,\n", - " 28,\n", - " 31,\n", - " 31,\n", - " 31,\n", - " 36,\n", - " 36,\n", - " 38,\n", - " 38,\n", - " 38,\n", - " 39,\n", - " 39,\n", - " 44,\n", - " 44,\n", - " 44,\n", - " 44,\n", - " 45,\n", - " 46,\n", - " 46,\n", - " 49,\n", - " 49,\n", - " 49,\n", - " 49,\n", - " 51,\n", - " 51,\n", - " 51,\n", - " 52,\n", - " 57,\n", - " 57,\n", - " 57,\n", - " 60,\n", - " 60,\n", - " 63,\n", - " 63,\n", - " 63,\n", - " 69,\n", - " 70,\n", - " 70,\n", - " 70,\n", - " 70,\n", - " 71,\n", - " 72,\n", - " 72,\n", - " 73,\n", - " 73,\n", - " 77,\n", - " 77,\n", - " 80,\n", - " 80,\n", - " 80,\n", - " 80,\n", - " 80,\n", - " 81,\n", - " 86,\n", - " 86,\n", - " 86,\n", - " 90,\n", - " 90,\n", - " 91,\n", - " 91,\n", - " 91,\n", - " 91,\n", - " 91,\n", - " 91,\n", - " 91,\n", - " 92,\n", - " 92,\n", - " 92,\n", - " 95,\n", - " 95,\n", - " 101,\n", - " 101,\n", - " 106,\n", - " 106,\n", - " 106,\n", - " 114,\n", - " 115,\n", - " 116,\n", - " 116,\n", - " 118,\n", - " 118,\n", - " 118,\n", - " 119,\n", - " 119,\n", - " 123,\n", - " 123,\n", - " 129,\n", - " 132,\n", - " 132,\n", - " 135,\n", - " 138,\n", - " 139,\n", - " 139,\n", - " 142,\n", - " 142,\n", - " 142,\n", - " 142,\n", - " 143,\n", - " 143,\n", - " 145,\n", - " 145,\n", - " 145,\n", - " 145,\n", - " 145,\n", - " 145,\n", - " 149,\n", - " 149,\n", - " 149,\n", - " 150,\n", - " 150,\n", - " 150,\n", - " 150,\n", - " 150,\n", - " 150,\n", - " 151,\n", - " 152,\n", - " 152,\n", - " 152,\n", - " 152,\n", - " 152,\n", - " 152,\n", - " 152,\n", - " 153,\n", - " 153,\n", - " 156,\n", - " 159,\n", - " 159,\n", - " 160,\n", - " 160,\n", - " 160,\n", - " 160,\n", - " 160,\n", - " 172,\n", - " 172,\n", - " 172,\n", - " 173,\n", - " 176,\n", - " 176,\n", - " 181,\n", - " 181,\n", - " 183,\n", - " 183,\n", - " 184,\n", - " 186,\n", - " 186,\n", - " 190,\n", - " 190,\n", - " 190,\n", - " 190,\n", - " 190,\n", - " 193,\n", - " 193,\n", - " 204,\n", - " 209,\n", - " 210,\n", - " 210,\n", - " 210,\n", - " 210,\n", - " 213,\n", - " 213,\n", - " 213,\n", - " 215,\n", - " 215,\n", - " 218,\n", - " 218,\n", - " 218,\n", - " 219,\n", - " 219,\n", - " 222,\n", - " 223,\n", - " 223,\n", - " 223,\n", - " 223,\n", - " 223,\n", - " 223,\n", - " 223,\n", - " 223,\n", - " 225,\n", - " 226,\n", - " 227,\n", - " 227,\n", - " 230,\n", - " 230,\n", - " 234,\n", - " 234,\n", - " 235,\n", - " 238,\n", - " 244,\n", - " 244,\n", - " 244,\n", - " 245,\n", - " 245,\n", - " 246,\n", - " 246,\n", - " 246,\n", - " 246,\n", - " 247,\n", - " 247,\n", - " 248,\n", - " 248,\n", - " 248,\n", - " 249,\n", - " 249,\n", - " 249,\n", - " 251,\n", - " 251,\n", - " 251,\n", - " 251,\n", - " 252,\n", - " 252,\n", - " 253,\n", - " 253,\n", - " 253,\n", - " 253,\n", - " 254,\n", - " 254,\n", - " 254,\n", - " 255,\n", - " 255,\n", - " 255,\n", - " 255,\n", - " 255,\n", - " 256,\n", - " 256,\n", - " 256,\n", - " 259,\n", - " 259,\n", - " 259,\n", - " 263,\n", - " 263,\n", - " 263,\n", - " 263,\n", - " 263,\n", - " 269,\n", - " 269,\n", - " 269,\n", - " 269,\n", - " 275,\n", - " 277,\n", - " 277,\n", - " 277,\n", - " 278,\n", - " 278,\n", - " 278,\n", - " 278,\n", - " 278,\n", - " 278,\n", - " 278,\n", - " 278,\n", - " 281,\n", - " 281,\n", - " 281,\n", - " 284,\n", - " 284,\n", - " 284,\n", - " 284,\n", - " 284,\n", - " 285,\n", - " 285,\n", - " 286,\n", - " 287,\n", - " 287,\n", - " 287,\n", - " 288,\n", - " 288,\n", - " 288,\n", - " 290,\n", - " 292,\n", - " 292,\n", - " 292,\n", - " 292,\n", - " 294,\n", - " 294,\n", - " 294,\n", - " 299,\n", - " 300,\n", - " 300,\n", - " 300,\n", - " 300,\n", - " 300,\n", - " 300,\n", - " 302,\n", - " 302,\n", - " 309,\n", - " 309,\n", - " 309,\n", - " 309,\n", - " 309,\n", - " 309,\n", - " 314,\n", - " 314,\n", - " 314,\n", - " 314,\n", - " 314,\n", - " 315,\n", - " 315,\n", - " 315,\n", - " 315,\n", - " 319,\n", - " 319,\n", - " 319,\n", - " 319,\n", - " 320,\n", - " 320,\n", - " 320,\n", - " 324,\n", - " 324,\n", - " 324,\n", - " 324,\n", - " 324,\n", - " 325,\n", - " 325,\n", - " 327,\n", - " 327,\n", - " 328,\n", - " 328,\n", - " 334,\n", - " 334,\n", - " 334,\n", - " 334,\n", - " 334,\n", - " 334,\n", - " 336,\n", - " 336,\n", - " 336,\n", - " 340,\n", - " 340,\n", - " 340,\n", - " 340,\n", - " 343,\n", - " 343,\n", - " 343,\n", - " 344,\n", - " 344,\n", - " 348,\n", - " 348,\n", - " 348,\n", - " 349,\n", - " 349,\n", - " 350,\n", - " 350,\n", - " 350,\n", - " 350,\n", - " 354,\n", - " 354,\n", - " 356,\n", - " 356,\n", - " 357,\n", - " 357,\n", - " 357,\n", - " 361,\n", - " 362,\n", - " 362,\n", - " 362,\n", - " 362,\n", - " 364,\n", - " 365,\n", - " 365,\n", - " 365,\n", - " 365,\n", - " 368,\n", - " 368,\n", - " 368,\n", - " 368,\n", - " 372,\n", - " 372,\n", - " 372,\n", - " 372,\n", - " 372,\n", - " 372,\n", - " 374,\n", - " 379,\n", - " 379,\n", - " 379,\n", - " 379,\n", - " 382,\n", - " 382,\n", - " 382,\n", - " 383,\n", - " 383,\n", - " 383,\n", - " 383,\n", - " 385,\n", - " 385,\n", - " 385,\n", - " 385,\n", - " 390,\n", - " 390,\n", - " 390,\n", - " 398,\n", - " 402,\n", - " 403,\n", - " 404,\n", - " 404,\n", - " 407,\n", - " 408,\n", - " 408,\n", - " 410,\n", - " 413,\n", - " 413,\n", - " 413,\n", - " 413,\n", - " 413,\n", - " 413,\n", - " 413,\n", - " 413,\n", - " 413,\n", - " 413,\n", - " 415,\n", - " 415,\n", - " 415,\n", - " 415,\n", - " 415,\n", - " 416,\n", - " 418,\n", - " 418,\n", - " 418,\n", - " 419,\n", - " 419,\n", - " 419,\n", - " 419,\n", - " 419,\n", - " 420,\n", - " 420,\n", - " 421,\n", - " 425,\n", - " 425,\n", - " 427,\n", - " 427,\n", - " 428,\n", - " 429,\n", - " 432,\n", - " 432,\n", - " 432,\n", - " 434,\n", - " 437,\n", - " 437,\n", - " 437,\n", - " 438,\n", - " 438,\n", - " 438,\n", - " 438,\n", - " 438,\n", - " 442,\n", - " 444,\n", - " 444,\n", - " 444,\n", - " 444,\n", - " 444,\n", - " 444,\n", - " 445,\n", - " 451,\n", - " 451,\n", - " 451,\n", - " 452,\n", - " 455,\n", - " 455,\n", - " 456,\n", - " 456,\n", - " 456,\n", - " 457,\n", - " 459,\n", - " 459,\n", - " 459,\n", - " 459,\n", - " 462,\n", - " 462,\n", - " 465,\n", - " 465,\n", - " 467,\n", - " 467,\n", - 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" 39,\n", - " 13,\n", - " 41,\n", - " 4,\n", - " 13,\n", - " 13,\n", - " 32,\n", - " 6,\n", - " ...]}" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" + "slideshow": { + "slide_type": "subslide" } - ], - "source": [ - "columns" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, + }, "source": [ "#### Read into a Pandas Dataframe" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [ { @@ -10215,6 +215,19 @@ "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", @@ -10234,66 +247,66 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -10303,21 +316,21 @@ ], "text/plain": [ " agepreg babysex birthord birthwgt_lb birthwgt_oz caseid finalwgt \\\n", - "0 3316 1 1 8 13 1 6448.271112 \n", - "1 3925 2 2 7 14 1 6448.271112 \n", - "2 1433 1 1 9 2 2 12999.542264 \n", - "3 1783 2 2 7 0 2 12999.542264 \n", - "4 1833 2 3 6 3 2 12999.542264 \n", + "0 3316.0 1.0 1.0 8.0 13.0 1 6448.271112 \n", + "1 3925.0 2.0 2.0 7.0 14.0 1 6448.271112 \n", + "2 1433.0 1.0 1.0 9.0 2.0 2 12999.542264 \n", + "3 1783.0 2.0 2.0 7.0 0.0 2 12999.542264 \n", + "4 1833.0 2.0 3.0 6.0 3.0 2 12999.542264 \n", "\n", " nbrnaliv outcome prglength \n", - "0 1 1 39 \n", - "1 1 1 39 \n", - "2 3 1 39 \n", - "3 1 1 39 \n", - "4 1 1 39 " + "0 1.0 1 39 \n", + "1 1.0 1 39 \n", + "2 3.0 1 39 \n", + "3 1.0 1 39 \n", + "4 1.0 1 39 " ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -10331,33 +344,29 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, "source": [ "### Cleaning up the weights field ###" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [ { "data": { + "image/png": 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"text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -10365,28 +374,47 @@ } ], "source": [ - "DF['birthwgt_lb'].hist()\n", + "DF['birthwgt_lb'].hist();\n", "#title('birthwgt_lb')" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, "source": [ "We don't expect to see babies whose birth weight is > 90 Lb. Lets check these records out." ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [ { "data": { "text/html": [ "
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\n", " \n", " \n", @@ -10537,40 +584,40 @@ " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -10580,17 +627,17 @@ ], "text/plain": [ " agepreg babysex birthord birthwgt_lb birthwgt_oz caseid \\\n", - "5989 1891 7 2 97 97 5466 \n", - "6069 1841 2 2 51 6 5540 \n", - "12118 2041 2 1 98 98 11180 \n", + "5989 1891.0 7.0 2.0 97.0 97.0 5466 \n", + "6069 1841.0 2.0 2.0 51.0 6.0 5540 \n", + "12118 2041.0 2.0 1.0 98.0 98.0 11180 \n", "\n", " finalwgt nbrnaliv outcome prglength \n", - "5989 11139.342669 1 1 38 \n", - "6069 21369.488468 1 1 39 \n", - "12118 10663.726931 1 1 35 " + "5989 11139.342669 1.0 1 38 \n", + "6069 21369.488468 1.0 1 39 \n", + "12118 10663.726931 1.0 1 35 " ] }, - "execution_count": 15, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -10601,19 +648,12 @@ ] }, { - "cell_type": "code", - "execution_count": 16, + "cell_type": "markdown", "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, - "outputs": [], - "source": [ - "DF=DF[~selector]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, "source": [ "It seems that these three cases are mistakes. It is safer to leave them out.\n", "\n", @@ -10623,26 +663,28 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [ { "data": { "text/plain": [ - "(13590, 11)" + "(13593, 11)" ] }, - "execution_count": 17, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -10658,7 +700,11 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, "source": [ "Now the distribution of weights looks close to Normal, so we are reasonably confident the these records are legit.\n", "\n", @@ -10667,16 +713,18 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 10, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(13590, 11) (13590, 11)\n" + "(13593, 11) (13593, 11)\n" ] }, { @@ -10692,11 +740,11 @@ "nbrnaliv 4445\n", "outcome 0\n", "prglength 0\n", - "weight 4506\n", + "weight 4509\n", "dtype: int64" ] }, - "execution_count": 18, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -10710,7 +758,11 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, "source": [ "There seem to be about 4445 cases with about 6 undefined fields.\n", "\n", @@ -10719,9 +771,11 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 11, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [ { @@ -10730,19 +784,23 @@ "Counter({2: 1862, 3: 120, 4: 1921, 5: 190, 6: 352})" ] }, - "execution_count": 19, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from collections import Counter\n", - "Counter(DF.ix[sum(anomalies,axis=1)>4,:]['outcome'])" + "Counter(DF.loc[sum(anomalies,axis=1)>4,:]['outcome'])" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, "source": [ "Here are the codes for the outcome of the pregnancy\n", "\n", @@ -10763,18 +821,20 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 12, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [ { "data": { "text/plain": [ - "(9145, 11)" + "(9148, 11)" ] }, - "execution_count": 20, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -10786,32 +846,30 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, "source": [ "Finished cleaning the data, now back to the question: \"Are first-born babies born later (after a longer pregnancy) ?\"" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 13, "metadata": { - "collapsed": false, - "scrolled": true + "scrolled": true, + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/yoavfreund/anaconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", - " if self._edgecolors == str('face'):\n" - ] - }, { "data": { - "image/png": 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zexy4FLgCuMHMPgisB84M3Q4REdlVNTOpg3H39w7xpfZUGyIyRip+KHmU+TOI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\nIEREJJEShIiIJFKCEBGRREoQIiKS6P8DTa6YPgT5oTYAAAAASUVORK5CYII=\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -10826,7 +884,11 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, "source": [ "From the scatter plot it seems that first borns have a larger variance in the length of pregnancy (both longer and shorter). But that might be an artifact of the fact that the number of instances is largest for the first born and decreasing with increasing birth order.\n", "\n", @@ -10835,26 +897,28 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 14, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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AIFebZMmSJQfkyZIlBzhLE9fczcxsaK65D8Fjy5hZJh5bxsxsE5rqA6pt1cck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\n", 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -10867,11 +931,24 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "DF['prglength'].hist(bins=50);\n", "DF[DF['birthord']==1]['prglength'].hist(bins=50);" @@ -10879,28 +956,43 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, + "source": [ + "It seems hard to make conclusions. In the histogram above the blue corresponds to the overall population, the green corresponds to the first born. There seems to be a slight tendency towards a **shorter** pregnancy for the first borns." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, "source": [ - "It seems hard to make conclusions. In the histogram above the blue corresponds to the overall population, the green corresponds to the first born. There seems to be a slight tendency towards a **shorter** pregnancy for the first borns.\n", - "\n", "## How sure are we? Using statistical tests ##\n", "We use the ttest statistic to decide whether the mean pregnancy length for he first-born is lower for the first pregnancy." ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 16, "metadata": { - "collapsed": false + "slideshow": { + "slide_type": "subslide" + } }, "outputs": [ { "data": { "text/plain": [ - "Ttest_indResult(statistic=-0.81487292926688992, pvalue=0.41515936644755669)" + "Ttest_indResult(statistic=-0.80673328075597606, pvalue=0.41983431542194372)" ] }, - "execution_count": 23, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -10915,14 +1007,22 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "subslide" + } + }, "source": [ "A p-value of 0.415 corresponds to no confidence (result could have been generated by chance alone with prob %41.5 ." ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, "source": [ "## What did we learn?\n", "\n", @@ -10948,6 +1048,7 @@ } ], "metadata": { + "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 2", "language": "python", @@ -10963,9 +1064,33 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12" + "version": "2.7.13" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "navigate_num": "#000000", + "navigate_text": "#333333", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700", + "sidebar_border": "#EEEEEE", + "wrapper_background": "#FFFFFF" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "194px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 }
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