From f73766cfa294593b50360cb50d8b649bb30e25ae Mon Sep 17 00:00:00 2001 From: "Jip J. Dekker" Date: Fri, 4 May 2018 11:57:16 +1000 Subject: [PATCH] Add python checks to the report --- wk9/pearson.png | Bin 0 -> 91755 bytes wk9/spearman.png | Bin 0 -> 90638 bytes wk9/week9.tex | 12 +++ wk9/wk9.ipynb | 252 +++++++++++++++++++++++++++++++++++++++++++++++ 4 files changed, 264 insertions(+) create mode 100644 wk9/pearson.png create mode 100644 wk9/spearman.png create mode 100644 wk9/wk9.ipynb diff --git a/wk9/pearson.png b/wk9/pearson.png new file mode 100644 index 0000000000000000000000000000000000000000..3fc0e5eda5f219b14c69c5bb28e2c7ae6069f60f GIT binary patch literal 91755 zcmeFZWpEwKvNb5Sz+#rg%*@Qp%#y{-%*@Qp%(9rlvY63gW@eUV``r7z_u`&26Z2#K zOvKv}JG#|bnN_v2x~ej3X@|?piorr-K?4B+!Agh=D*^$5z5xLNr$9mgp8Qe>y8r@$ zt~M7El9vz?!k2fjH8Hm`1_BZfPfq!wtfYZ8bm@5|f;s$Qbzk~z zw0T2A?Qr|ij*l@Dy}o`=4DuaKd~3;qy2-+p{gGAb@l4y)GHxd+7lbXvM{q+A9W4PXklr5XuXxa_nQmZ5WfM$A+<); zp?IgN9K+)V1~iNxaoP`JT3|93st&BV7q}G&ehUuPeRacHnD3Eqy%GFfYCMZs4N5V)SqV2yg}b%Hp82!BO~* 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To this end, we made use of Microsoft Excel tools and functions of the Python library SciPy. + TODO: Describe Python method as a sanity check + \section{Results} \label{sec:results} We performed separate statistical analyses on 10 different samples of the population, as well as the population itself. This included 11 separate @@ -75,6 +78,15 @@ places} \end{table} + \begin{figure}[ht] + \centering + \label{fig:scipy} + \includegraphics[width=0.6\textwidth]{pearson.png} + \includegraphics[width=0.6\textwidth]{spearman.png} + \caption{The Pearsion (top) and Spearman (bottom) correlations coefficients + of the data set as computed by the Pandas Python library} + \end{figure} + \section{Discussion} \label{sec:discussion} The results generally indicate that there is a fairly strong positive correlation between the weight and weight of an individual tennis player, diff --git a/wk9/wk9.ipynb b/wk9/wk9.ipynb new file mode 100644 index 0000000..35b7f21 --- /dev/null +++ b/wk9/wk9.ipynb @@ -0,0 +1,252 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using matplotlib backend: MacOSX\n", + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "source": [ + "%pylab\n", + "%matplotlib inline\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy import stats\n", + "from matplotlib import colors\n", + "\n", + "data = pd.read_csv(\"Tennis players 2017-09.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \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", + "
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