{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Here is my guess for the 2017 UK Snap Election (for Game of Seats)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, lets assemble some data. This is the votes by party and constituency for the 2015 GE (from http://www.electoralcommission.org.uk/our-work/our-research/electoral-data)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pandas as pd\n", "GERes=pd.DataFrame.from_csv(\"2015-UK-general-election-data-results-WEB/RESULTS FOR ANALYSIS.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is the referendum result as a function of constituency (the actual wards were not constituencies, so this has been estimated: https://docs.google.com/spreadsheets/d/1wTK5dV2_YjCMsUYlwg0l48uWWf44sKgG8uFVMv5OWlA/)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "RefRes=pd.DataFrame.from_csv(\"LeaveVoteByConstit.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This only has UK (not NI) constituencies, but that's ok." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And the polling data for the major parties since the last GE (from http://ukpollingreport.co.uk/voting-intention-2)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import requests\n", "url = \"http://ukpollingreport.co.uk/voting-intention-2\"\n", "response = requests.get(url)\n", "PollDat=pd.read_html(response.text,header=0)[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm using gaussian processes to estimate the future polling of the Tories compared to Labour.\n", "You'll need George 1.0-dev for this bit (https://github.com/dfm/george/tree/1.0-dev)\n", "Defining some functions for a gaussian process fit below:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib\n", "from datetime import datetime\n", "dats=[datetime.strptime(PollDat['Survey End Date'][n],'%Y-%m-%d') for n in range(1,PollDat.shape[0])]\n", "mpldats=matplotlib.dates.date2num(dats)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def nll(p,gp,y,prior=[]):\n", " #inverted LnLikelihood function for GP training\n", " gp.set_vector(p)\n", " if prior!=[]:\n", " #p=a,tau,wn\n", " if np.any((prior[:,0] > p) + (p > prior[:,1])):\n", " prob= -np.inf\n", " gp.set_vector(p)\n", " prob= gp.lnlikelihood(y, quiet=True)\n", " return -prob if np.isfinite(prob) else 1e25\n", " else:\n", " ll = gp.lnlikelihood(y, quiet=True)\n", " return -ll if np.isfinite(ll) else 1e25\n", "\n", "def grad_nll(p,gp,y,prior=[]):\n", " #Gradient of the objective function for TrainGP\n", " gp.set_vector(p)\n", " return -gp.grad_lnlikelihood(y, quiet=True)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from datetime import datetime as dt\n", "import time\n", "\n", "def toYearFraction(date):\n", " def sinceEpoch(date): # returns seconds since epoch\n", " return time.mktime(date.timetuple())\n", " s = sinceEpoch\n", "\n", " year = date.year\n", " startOfThisYear = dt(year=year, month=1, day=1)\n", " startOfNextYear = dt(year=year+1, month=1, day=1)\n", "\n", " yearElapsed = s(date) - s(startOfThisYear)\n", " yearDuration = s(startOfNextYear) - s(startOfThisYear)\n", " fraction = yearElapsed/yearDuration\n", "\n", " return date.year + fraction" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def GPSmooth(lc,a=1.0,tau=0.1,plot=False,modeloutts=None,ExpSq=True,mean=True):\n", " import george\n", " import scipy.optimize as op\n", " wn=np.median(np.diff(lc[:,1]))\n", " if ExpSq:\n", " kernel=a*(george.kernels.ExpSquaredKernel(tau))\n", " else:\n", " kernel = a * george.kernels.Matern32Kernel(tau)\n", " if mean:\n", " gp = george.GP(kernel, mean=np.nanmean(lc[:,1]), fit_mean=True, white_noise=np.log(wn**2), fit_white_noise=True)\n", " else:\n", " \n", " gp = george.GP(kernel, fit_mean=False, white_noise=np.log(wn**2), fit_white_noise=True)\n", " gp.compute(lc[:,0],lc[:,2])\n", " results = op.minimize(nll, gp.get_vector(),args=(gp,lc[:,1]), jac=grad_nll, method=\"L-BFGS-B\")\n", " gp.set_vector(results.x)\n", "\n", " gp.compute(lc[:,0],lc[:,2])\n", "\n", " #Predicting function for all times\n", " ypredall,varpredall=gp.predict(lc[:,1], lc[:,0])\n", " smoothlc=np.copy(lc)#lclam[:,1]/ypredall\n", " smoothlc[:,1]/=ypredall\n", " if plot:\n", " p.figure(1)\n", " p.errorbar(lc[:,0],lc[:,1],yerr=lc[:,2],ecolor='#CCCCCC',color='b',fmt='.')\n", " fillx = np.arange(lc[0,0], lc[-1,0], np.min(np.diff(lc[:,0])))\n", " mu, var = gp.predict(lc[:,1], fillx, return_var=True)\n", " std = np.sqrt(var)\n", " p.fill_between(fillx, mu+std, mu-std, color=\"g\", alpha=0.5)\n", " if modeloutts is not None:\n", " return smoothlc,gp,gp.predict(lc[:,1],modeloutts,return_var=True)\n", " else:\n", " return smoothlc,gp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Polling data and extrapolating trends:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting four different models: SqExp, SqExp+mean-function, Matern32, Matern32+mean-function:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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QzCcuhCCiYGZcTJ7piTypxbll2w6GbXH87ChtzRDWVAKKTL4QrXduOEMoqHLt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Q2VmO9M2umtSuxq9ZmWzdsqORznofL52eIyZpbI6exyPaSF4vte95H75QwJ1XK7lB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U4CZ82aOONUHh0ju6UPMxIG8vJ5iskE6R3baNuwFgC/sEhp9Ay5qwaAgPze18hddy1Oa8s7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RmlMqzQvA+G6S5OxPUCoVfiFkTaGdVqvAFoQ1lAJWWZ1+DQyHroHn19XW2wi2S7W2nmhP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80eb4PO/45CayAGLKMFkyxaqKpE+Aq7nJBUJeExQxfM7aqZF9h5Bx1IpKuRuRjhaGQ+yaqW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\nga2edmvpQ+q07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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pylab as plt\n", "import seaborn as sns\n", "import numpy as np\n", "%matplotlib inline\n", "plt.figure(7,figsize=(16,6))\n", "\n", "tyrs=(mpldats+np.random.normal(mpldats,np.tile(0.25,len(mpldats))))/365.0\n", "tyrs=np.array([toYearFraction(d) for d in dats[:]])\n", "cols=[0,2,4,3,1]\n", "for n in range(5):\n", " col=PollDat.columns.values[2+n]\n", " pollc=np.column_stack((tyrs,np.random.normal(PollDat[col],np.tile(2.0,len(PollDat[col])))[1:],np.sqrt(PollDat[col])[1:]))\n", " pollc=pollc[pollc[:,0].argsort()]\n", " pollc=pollc[np.sum(pollc,axis=1)/np.sum(pollc,axis=1)==1.0]\n", " _,gp,predict=GPSmooth(pollc,modeloutts=np.arange(2010,2017.65,0.1))\n", " plt.plot(pollc[:,0],pollc[:,1],'.',color=sns.color_palette()[cols[n]],alpha=0.5)\n", " plt.fill_between(np.arange(2010,2017.65,0.1), predict[0] - np.sqrt(predict[1]), predict[0] + np.sqrt(predict[1]),color=sns.color_palette()[cols[n]], alpha=0.25)\n", " plt.plot(np.arange(2010,2017.65,0.1),predict[0],'-',color=sns.color_palette()[cols[n]],alpha=0.8)\n", " _,gp,predict=GPSmooth(pollc,modeloutts=np.arange(2010,2017.65,0.1),mean=False)\n", " plt.plot(pollc[:,0],pollc[:,1],'.',color=sns.color_palette()[cols[n]],alpha=0.5)\n", " plt.fill_between(np.arange(2010,2017.65,0.1), predict[0] - np.sqrt(predict[1]), predict[0] + np.sqrt(predict[1]),color=sns.color_palette()[cols[n]], alpha=0.25)\n", " plt.plot(np.arange(2010,2017.65,0.1),predict[0],'--',color=sns.color_palette()[cols[n]],alpha=0.8)\n", " _,gp,predict=GPSmooth(pollc,modeloutts=np.arange(2010,2017.65,0.1),ExpSq=False)\n", " plt.plot(pollc[:,0],pollc[:,1],'.',color=sns.color_palette()[cols[n]],alpha=0.5)\n", " plt.fill_between(np.arange(2010,2017.65,0.1), predict[0] - np.sqrt(predict[1]), predict[0] + np.sqrt(predict[1]),color=sns.color_palette()[cols[n]], alpha=0.25)\n", " plt.plot(np.arange(2010,2017.65,0.1),predict[0],'-.',color=sns.color_palette()[cols[n]],alpha=0.8)\n", " _,gp,predict=GPSmooth(pollc,modeloutts=np.arange(2010,2017.65,0.1),ExpSq=False,mean=False)\n", " plt.plot(pollc[:,0],pollc[:,1],'.',color=sns.color_palette()[cols[n]],alpha=0.5)\n", " plt.fill_between(np.arange(2010,2017.65,0.1), predict[0] - np.sqrt(predict[1]), predict[0] + np.sqrt(predict[1]),color=sns.color_palette()[cols[n]], alpha=0.25)\n", " plt.plot(np.arange(2010,2017.65,0.1),predict[0],':',color=sns.color_palette()[cols[n]],alpha=0.8)\n", "plt.ylim(0,50)\n", "plt.plot([2017.433,2017.433],[0,50],'--k')\n", "plt.savefig(\"GE2017_polling.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now just plotting it from the 2015GE..." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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szjYoS83XvnmT6aq5IBDkyvbeNKXmx15ZZG1jyHfe2wZsm5NbG0NuboxY2xwz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P/Ze9NYSbL8uu93742I3N9ar5au6lm6qrtmero5JkccckQLJOjRWDQsEAINyLIhmLAhyLJkWYAA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(7,figsize=(16,6))\n", "\n", "tyrs=(mpldats+np.random.normal(mpldats,np.tile(0.25,len(mpldats))))/365.0\n", "tyrs=np.array([toYearFraction(d) for d in dats[:]])\n", "cols=[0,2,4,3,1]\n", "for n in range(5):\n", " col=PollDat.columns.values[2+n]\n", " pollc=np.column_stack((tyrs,np.random.normal(PollDat[col],np.tile(2.0,len(PollDat[col])))[1:],np.sqrt(PollDat[col])[1:]))\n", " pollc=pollc[pollc[:,0].argsort()]\n", " pollc=pollc[pollc[:,0]>2015.35]\n", " pollc=pollc[pollc[:,0].argsort()]\n", " pollc=pollc[np.sum(pollc,axis=1)/np.sum(pollc,axis=1)==1.0]\n", " _,gp,predict=GPSmooth(pollc,modeloutts=np.arange(2015,2017.65,0.1))\n", " plt.plot(pollc[:,0],pollc[:,1],'.',color=sns.color_palette()[cols[n]],alpha=0.5)\n", " plt.fill_between(np.arange(2015,2017.65,0.1), predict[0] - np.sqrt(predict[1]), predict[0] + np.sqrt(predict[1]),color=sns.color_palette()[cols[n]], alpha=0.25)\n", " plt.plot(np.arange(2015,2017.65,0.1),predict[0],'-',color=sns.color_palette()[cols[n]],alpha=0.8)\n", " _,gp,predict=GPSmooth(pollc,modeloutts=np.arange(2015,2017.65,0.1),mean=False)\n", " plt.plot(pollc[:,0],pollc[:,1],'.',color=sns.color_palette()[cols[n]],alpha=0.5)\n", " plt.fill_between(np.arange(2015,2017.65,0.1), predict[0] - np.sqrt(predict[1]), predict[0] + np.sqrt(predict[1]),color=sns.color_palette()[cols[n]], alpha=0.25)\n", " plt.plot(np.arange(2015,2017.65,0.1),predict[0],'--',color=sns.color_palette()[cols[n]],alpha=0.8)\n", " _,gp,predict=GPSmooth(pollc,modeloutts=np.arange(2015,2017.65,0.1),ExpSq=False)\n", " plt.plot(pollc[:,0],pollc[:,1],'.',color=sns.color_palette()[cols[n]],alpha=0.5)\n", " plt.fill_between(np.arange(2015,2017.65,0.1), predict[0] - np.sqrt(predict[1]), predict[0] + np.sqrt(predict[1]),color=sns.color_palette()[cols[n]], alpha=0.25)\n", " plt.plot(np.arange(2015,2017.65,0.1),predict[0],'-.',color=sns.color_palette()[cols[n]],alpha=0.8)\n", " _,gp,predict=GPSmooth(pollc,modeloutts=np.arange(2015,2017.65,0.1),ExpSq=False,mean=False)\n", " plt.plot(pollc[:,0],pollc[:,1],'.',color=sns.color_palette()[cols[n]],alpha=0.5)\n", " plt.fill_between(np.arange(2015,2017.65,0.1), predict[0] - np.sqrt(predict[1]), predict[0] + np.sqrt(predict[1]),color=sns.color_palette()[cols[n]], alpha=0.25)\n", " plt.plot(np.arange(2015,2017.65,0.1),predict[0],':',color=sns.color_palette()[cols[n]],alpha=0.8)\n", "\n", "plt.ylim(0,50)\n", "plt.plot([2017.433,2017.433],[0,50],'--k')\n", "plt.savefig(\"GE2017_polling_2016on.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we probably have to make the constituencies match between GERes and RefRes..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modelling the General Election\n", "\n", "Right. My model is going to be based on the 2015 election with some tweaks:\n", "* I will account for national poll changes since then by multiplying the 2015 vote of each major party by the poll difference since 2015 (I wont go into demographics though)\n", "* I will also guess polling changes up to GE by choosing a model that brings Labour and Tories a tad closer by the big day (Labour cant do THAT badly, can they?!)\n", "* I will account for remain/leave sentiment with the referendum results by adding con votes in Leave areas and LD votes in remain areas.\n", "* For each party I will also add a random \"correlated\" 3% country-wide swing and a random local 3% swing.\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def RefShift(R16):\n", " #Given the referendum result in a consteuncy, what is the likely vote shift?\n", " # Using a completely untested number - every 5% above 50/50 (for remain) produces a 1.5% shift to LDs \n", " # while every 5% below 50/50 gives a 0.75% shift to Labout and a 1% shift to the Tories.\n", " norm5=(R16['Figure to use']-0.5)/0.05\n", " return {\"lab\":0.0075*norm5,\"con\":0.01*norm5,\"ld\":-0.015*norm5}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extrapolting the Exponential Squared /mean function kernel to June 8th. Using the ratio of 2015.5 with 2017.43 as a direct factor on the increase in the vote share.\n", "\n", "This makes the assumption that the pollsters fixed their polls after the last GE (which was obviously WAY bluer than expected), hence the post-GE polling was a better representation of the at-GE proportions.\n", "\n", "If I use the pre-GE polling as the baseline, the Tories are going to get an even bigger boost." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [], "source": [ "extrapdic={}\n", "for n in range(5):\n", " col=PollDat.columns.values[2+n]\n", " extraplc=np.column_stack((tyrs,np.random.normal(PollDat[col],np.tile(2.0,len(PollDat[col])))[1:],np.sqrt(PollDat[col])[1:]))\n", " extraplc=extraplc[extraplc[:,0].argsort()]\n", " extraplc=extraplc[np.sum(extraplc,axis=1)/np.sum(extraplc,axis=1)==1.0]\n", " _,extrapgp,extrappredict=GPSmooth(extraplc,modeloutts=[2015.5,2017.43])\n", " extrapdic[col.split(' ')[0]]=extrappredict[0][1]/extrappredict[0][0]\n", " extrapdic[col.split(' ')[0]+\"_err\"]=np.sqrt((np.sqrt(extrappredict[1][1])/extrappredict[0][1])**2+(np.sqrt(extrappredict[1][0])/extrappredict[0][0])**2)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{u'CON': 1.0949513929353956,\n", " u'CON_err': 0.058751698716420026,\n", " u'Grn': 0.98392937989797158,\n", " u'Grn_err': 0.21404835545919165,\n", " u'LAB': 0.79804564660579858,\n", " u'LAB_err': 0.063995523397283441,\n", " u'LD': 1.5210356442409263,\n", " u'LD_err': 0.090672359449200976,\n", " u'UKIP': 0.88632256484636174,\n", " u'UKIP_err': 0.19563744627392765}" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# That gives the relative vote share shares as shown below:\n", "extrapdic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running the numbers on a per-constituency basis across the UK:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "RefRes.sort_index(inplace=True)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "this\n" ] } ], "source": [ "print \"this\"" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#Finding where the NI constituencies are in the index\n", "NIconsts=np.arange(1,650)[~np.in1d(np.arange(1,650),RefRes.index.values)]" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def RunElection():\n", " #Function with which to run an election\n", " scores=np.zeros((650,6))\n", " #Correlated UK-wide vote changes up to 3%\n", " corrinc=np.random.normal(np.tile(0,6),np.tile(3,6))\n", " \n", " #Looping through UK constituencies\n", " for row in RefRes.iterrows():\n", " G15=GERes.loc[row[0]]\n", " R16=row[1]\n", " refshift=RefShift(R16) #Adding shift from LD->Con in leave areas and vice versa in remain areas\n", " \n", " #Finding votes from major parties:\n", " votes=np.zeros(6)\n", " tot=int(G15[' Total number of valid votes counted '].replace(',',''))\n", " \n", " #Labour\n", " if 'Lab Co-op' in G15.index:#Some regions have a \"Lab Co-op\" coalition. Adding these to the Lab score\n", " G15['Lab']=np.nanmax([G15['Lab Co-op'],G15['Lab']])\n", " if 'Lab' in G15.index and not pd.isnull(G15.Lab).any():\n", " votes[0]=G15.Lab*np.random.normal(extrapdic['LAB'],extrapdic['LAB_err'])+tot*np.random.normal(refshift['lab'],abs(refshift['lab']/2.0))\n", " votes[0]+=np.random.normal(0.0,3.0)#Adding extra 3% of local uncertainty for all parties\n", " votes[0]+=corrinc[0]\n", " votes[0]=abs(votes[0])\n", " #Tories\n", " if 'C' in G15.index and not pd.isnull(G15.C).any(): \n", " votes[1]=G15.C*np.random.normal(extrapdic['CON'],extrapdic['CON_err'])+tot*np.random.normal(refshift['con'],abs(refshift['con']/2.0))\n", " votes[1]+=np.random.normal(0.0,3.0)#Adding extra 3% of local uncertainty for all parties\n", " votes[1]+=corrinc[1]\n", " votes[1]=abs(votes[1])\n", " #Lib Dems\n", " if 'LD' in G15.index and not pd.isnull(G15.LD).any(): \n", " votes[2]=G15.LD*np.random.normal(extrapdic['LD'],extrapdic['LD_err'])+tot*np.random.normal(refshift['ld'],abs(refshift['ld']/2.0))\n", " votes[2]+=np.random.normal(0.0,3.0)#Adding extra 3% of local uncertainty for all parties\n", " votes[2]+=corrinc[2]\n", " votes[2]=abs(votes[2])\n", " #SNP\n", " if 'SNP' in G15.index and not pd.isnull(G15.SNP).any(): \n", " votes[3]=G15.SNP*np.random.normal(1.0,0.05)\n", " votes[3]+=np.random.normal(0.0,3.0)#Adding extra 3% of local uncertainty for all parties\n", " votes[3]+=corrinc[3]\n", " votes[3]=abs(votes[3])\n", " #UKIP\n", " if 'UKIP' in G15.index and not pd.isnull(G15.UKIP).any(): \n", " votes[4]=G15.UKIP*np.random.normal(extrapdic['UKIP'],extrapdic['UKIP_err'])\n", " votes[4]+=np.random.normal(0.0,3.0)#Adding extra 3% of local uncertainty for all parties\n", " votes[4]+=corrinc[4]\n", " votes[4]=abs(votes[4])\n", " #Grn=G15.LD*np.random.normal(extrapdic['Grn'],extrapdic['Grn_err'])\n", " oths=G15.index.values[~np.in1d(G15.index.values,np.array(['Lab','Lab Co-op','C','LD','SNP','UKIP']))][8:-2]\n", " for o in oths:\n", " count=G15[o]\n", " if ~(pd.isnull(count))*~(np.isnan(count))*(count>votes[5]):\n", " votes[5]=count\n", " votes[5]+=np.random.normal(0.0,3.0)#Adding extra 3% of uncertainty for all parties\n", " votes[5]+=corrinc[5]\n", " votes[5]=abs(votes[5])\n", " \n", " scores[row[0]-1,:]=votes\n", " \n", " #Doing NI constituencies:\n", " for n in NIconsts:\n", " votes=np.zeros(6)\n", " G15=GERes.loc[n]\n", " votes[5]=np.max(G15.iloc[8:-2])\n", " scores[n-1,:]=votes\n", " votes[5]+=np.random.normal(0.0,5.0)\n", " \n", " #Finding total winners:\n", " names=[\"Lab\",\"Con\",\"LD\",\"SNP\",\"UKIP\",\"Other\"]\n", " winners=np.argmax(scores,axis=1)\n", " hist=[np.sum(winners==i) for i in range(6)]\n", " return hist, scores\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running the model\n", "\n", "Doing this on 100 elections:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/hughosborn/anaconda2/lib/python2.7/site-packages/ipykernel/__main__.py:19: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n" ] } ], "source": [ "hists=np.zeros((100,6))\n", "contscores=np.zeros((100,650,6))\n", "for n in range(100):\n", " h,s=RunElection()\n", " hists[n,:]=h\n", " contscores[n,:,:]=s" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Likely vote shares of the major parties (and 1-sigma ranges) are: \n" ] }, { "data": { "text/plain": [ "['Labour[ 168. 171. 174.]\\n',\n", " 'Tories[ 367. 369.5 374. ]\\n',\n", " 'Liberal Democrats[ 34. 35. 37.]\\n',\n", " 'SNP[ 48. 49. 50.]\\n',\n", " 'UKIP[ 0. 1. 1.]\\n',\n", " 'Others[ 24. 24. 24.]\\n']" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "names=[\"Labour\",\"Tories\",\"Liberal Democrats\",\"SNP\",\"UKIP\",\"Others\"]\n", "print \"Likely vote shares of the major parties (and 1-sigma ranges) are: \"\n", "[names[h]+str(np.percentile(hists[:,h],[16,50,84]))+\"\\n\" for h in range(6)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting these:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Cwk67bxUVQ4hG64jFosRiMRoa6mloqGfnzhiwo9P6wWCIvLx8wuE8wuG8DtP5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\ngQJuu21Ijep0550jmTZtKi+++AKRSISxYyeSnp7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(19,figsize=(5,10))\n", "cols=[2,0,4,5,3,1]\n", "names=[\"Labour\",\"Tories\",\"Liberal Democrats\",\"SNP\",\"UKIP\",\"Others\"]\n", "for h in range(6):\n", " if h==5:\n", " plt.text(0.35,5+np.median(hists[:,h]),names[h]+\": \"+str(np.median(hists[:,h])))\n", " sns.distplot(hists[:,h],vertical=True,color=sns.color_palette()[cols[h]])\n", " else:\n", " plt.text(0.15,5+np.median(hists[:,h]),names[h]+\": \"+str(np.median(hists[:,h])))\n", " sns.distplot(np.random.normal(hists[:,h],np.tile(2,len(hists[:,h]))),vertical=True,color=sns.color_palette()[cols[h]])\n", " #plt.xscale('log')\n", "plt.ylim(0,400)\n", "\n", "liblabsnp=hists[:,0]+hists[:,2]+hists[:,3]\n", "sns.distplot(liblabsnp,vertical=True,color='#AAAAAA')\n", "plt.text(0.15,5+np.median(liblabsnp),\"Lab/Lib/SNP Coalition: \"+str(np.median(liblabsnp)),color='#999999')\n", " \n", "plt.xlim(0,0.5)\n", "plt.title(\"GE 2017 Model\")\n", "plt.xlabel(\"Probability\")\n", "plt.ylabel(\"Number of seats\")\n", "plt.savefig(\"GEmodelOutput\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Checking where independents win:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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Constituency NameCLabLab Co-opLDPCSNPDUP
Press Association ID Number
13.0Antrim East549.0NaNNaNNaNNaNNaN12103.0
14.0Antrim North368.0NaNNaNNaNNaNNaN18107.0
15.0Antrim South415.0NaNNaNNaNNaNNaN10993.0
16.0Arfon3521.08122.0NaN718.011790.0NaNNaN
45.0Belfast East1121.0NaNNaNNaNNaNNaN19575.0
46.0Belfast NorthNaNNaNNaNNaNNaNNaN19096.0
47.0Belfast South582.0NaNNaNNaNNaNNaN8654.0
48.0Belfast West34.0NaNNaNNaNNaNNaN2773.0
98.0Brighton Pavilion12448.014904.0NaN1525.0NaNNaNNaN
108.0BuckinghamNaNNaNNaNNaNNaNNaNNaN
131.0Carmarthen East & Dinefwr8336.09541.0NaN928.015140.0NaNNaN
202.0Down North1593.0NaNNaNNaNNaNNaN8487.0
203.0Down South318.0NaNNaNNaNNaNNaN3486.0
217.0Dwyfor Meirionnydd6550.03904.0NaN1153.011811.0NaNNaN
249.0Fermanagh & South TyroneNaNNaNNaNNaNNaNNaNNaN
255.0Foyle132.0NaNNaNNaNNaNNaN4573.0
347.0Lagan Valley654.0NaNNaNNaNNaNNaN19055.0
376.0Londonderry East422.0NaNNaNNaNNaNNaN14663.0
419.0Newry & Armagh210.0NaNNaNNaNNaNNaNNaN
542.0Strangford2167.0NaNNaNNaNNaNNaN15053.0
584.0Tyrone West169.0NaNNaNNaNNaNNaN6747.0
585.0Ulster Mid120.0NaNNaNNaNNaNNaN5465.0
586.0Upper Bann201.0NaNNaNNaNNaNNaN15430.0
647.0Ynys Mon7393.010871.0NaN751.010642.0NaNNaN
\n", "
" ], "text/plain": [ " Constituency Name C Lab \\\n", "Press Association ID Number \n", "13.0 Antrim East 549.0 NaN \n", "14.0 Antrim North 368.0 NaN \n", "15.0 Antrim South 415.0 NaN \n", "16.0 Arfon 3521.0 8122.0 \n", "45.0 Belfast East 1121.0 NaN \n", "46.0 Belfast North NaN NaN \n", "47.0 Belfast South 582.0 NaN \n", "48.0 Belfast West 34.0 NaN \n", "98.0 Brighton Pavilion 12448.0 14904.0 \n", "108.0 Buckingham NaN NaN \n", "131.0 Carmarthen East & Dinefwr 8336.0 9541.0 \n", "202.0 Down North 1593.0 NaN \n", "203.0 Down South 318.0 NaN \n", "217.0 Dwyfor Meirionnydd 6550.0 3904.0 \n", "249.0 Fermanagh & South Tyrone NaN NaN \n", "255.0 Foyle 132.0 NaN \n", "347.0 Lagan Valley 654.0 NaN \n", "376.0 Londonderry East 422.0 NaN \n", "419.0 Newry & Armagh 210.0 NaN \n", "542.0 Strangford 2167.0 NaN \n", "584.0 Tyrone West 169.0 NaN \n", "585.0 Ulster Mid 120.0 NaN \n", "586.0 Upper Bann 201.0 NaN \n", "647.0 Ynys Mon 7393.0 10871.0 \n", "\n", " Lab Co-op LD PC SNP DUP \n", "Press Association ID Number \n", "13.0 NaN NaN NaN NaN 12103.0 \n", "14.0 NaN NaN NaN NaN 18107.0 \n", "15.0 NaN NaN NaN NaN 10993.0 \n", "16.0 NaN 718.0 11790.0 NaN NaN \n", "45.0 NaN NaN NaN NaN 19575.0 \n", "46.0 NaN NaN NaN NaN 19096.0 \n", "47.0 NaN NaN NaN NaN 8654.0 \n", "48.0 NaN NaN NaN NaN 2773.0 \n", "98.0 NaN 1525.0 NaN NaN NaN \n", "108.0 NaN NaN NaN NaN NaN \n", "131.0 NaN 928.0 15140.0 NaN NaN \n", "202.0 NaN NaN NaN NaN 8487.0 \n", "203.0 NaN NaN NaN NaN 3486.0 \n", "217.0 NaN 1153.0 11811.0 NaN NaN \n", "249.0 NaN NaN NaN NaN NaN \n", "255.0 NaN NaN NaN NaN 4573.0 \n", "347.0 NaN NaN NaN NaN 19055.0 \n", "376.0 NaN NaN NaN NaN 14663.0 \n", "419.0 NaN NaN NaN NaN NaN \n", "542.0 NaN NaN NaN NaN 15053.0 \n", "584.0 NaN NaN NaN NaN 6747.0 \n", "585.0 NaN NaN NaN NaN 5465.0 \n", "586.0 NaN NaN NaN NaN 15430.0 \n", "647.0 NaN 751.0 10642.0 NaN NaN " ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "medcont=np.median(contscores,axis=0)\n", "GERes.loc[np.where(medcont[:,5]>np.nanmax(medcont[:,:5],axis=1))[0]+1,['Constituency Name','C','Lab','Lab Co-op','LD','PC','SNP','DUP']]" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "That all looks ok.\n", "\n", "### Some interesting Constituencies..?\n", "\n", "Lets have a look at the tightest likely election results:" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Argyll & Bute \t \t - Liberal Democrats to win by 578 votes\n", "Batley & Spen \t \t - Labour to win by 110 votes\n", "Berwickshire, Roxburgh & Selkirk \t \t - Tories to win by 587 votes\n", "Birmingham Erdington \t \t - Labour to win by 928 votes\n", "Birmingham Yardley \t \t - Liberal Democrats to win by 428 votes\n", "Colchester \t \t - Tories to win by 684 votes\n", "Coventry North West \t \t - Tories to win by 755 votes\n", "Dudley North \t \t - Tories to win by 538 votes\n", "Ellesmere Port & Neston \t \t - Labour to win by 63 votes\n", "Exeter \t \t - Labour to win by 624 votes\n", "Great Grimsby \t \t - Labour to win by 780 votes\n", "Hammersmith \t \t - Labour to win by 184 votes\n", "Hyndburn \t \t - Tories to win by 953 votes\n", "Inverness, Nairn, Badenoch & Strathspey \t \t - Liberal Democrats to win by 216 votes\n", "Luton South \t \t - Labour to win by 783 votes\n", "Mansfield \t \t - Tories to win by 38 votes\n", "Newport East \t \t - Labour to win by 881 votes\n", "Newport West \t \t - Tories to win by 896 votes\n", "Oxford West & Abingdon \t \t - Tories to win by 318 votes\n", "Stoke-On-Trent North \t \t - Labour to win by 215 votes\n", "Torbay \t \t - Liberal Democrats to win by 17 votes\n", "Walsall South \t \t - Labour to win by 271 votes\n", "Wolverhampton North East \t \t - Labour to win by 972 votes\n", "Workington \t \t - Labour to win by 61 votes\n", "Worsley & Eccles South \t \t - Labour to win by 729 votes\n", "Yeovil \t \t - Tories to win by 558 votes\n" ] } ], "source": [ "for m in range(650):\n", " if (np.sort(medcont[m])[-1]-np.sort(medcont[m])[-2])<1000:\n", " print GERes.loc[m+1,'Constituency Name']+\" \\t \\t - \"+names[np.argmax(medcont[m])]+\" to win by \"+str(int(np.sort(medcont[m])[-1]-np.sort(medcont[m])[-2]))+\" votes\"\n", " \n", "#GERes.loc[np.array(tights)+1,['Constituency Name','C','Lab','Lab Co-op','LD','PC','SNP','DUP']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And some slightly less close (1000-2000)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Alyn & Deeside \t \t - Tories to win by 1480 votes\n", "Berwick-Upon-Tweed \t \t - Tories to win by 1806 votes\n", "Bishop Auckland \t \t - Tories to win by 1150 votes\n", "Blackpool South \t \t - Tories to win by 1561 votes\n", "Bolton North East \t \t - Tories to win by 1064 votes\n", "Brecon & Radnorshire \t \t - Tories to win by 1311 votes\n", "Bristol East \t \t - Tories to win by 1007 votes\n", "Bristol South \t \t - Labour to win by 1867 votes\n", "Bury South \t \t - Tories to win by 1355 votes\n", "Cheadle \t \t - Liberal Democrats to win by 1702 votes\n", "Clacton \t \t - Tories to win by 1672 votes\n", "Clwyd South \t \t - Tories to win by 1541 votes\n", "Coventry South \t \t - Tories to win by 1847 votes\n", "Darlington \t \t - Tories to win by 1892 votes\n", "Delyn \t \t - Tories to win by 1440 votes\n", "Hartlepool \t \t - Labour to win by 1856 votes\n", "Leeds North East \t \t - Labour to win by 1341 votes\n", "Manchester Withington \t \t - Liberal Democrats to win by 1889 votes\n", "Nottingham South \t \t - Labour to win by 1906 votes\n", "Oldham East & Saddleworth \t \t - Labour to win by 1310 votes\n", "Penistone & Stocksbridge \t \t - Labour to win by 1322 votes\n", "Portsmouth South \t \t - Tories to win by 1922 votes\n", "Scunthorpe \t \t - Tories to win by 1722 votes\n", "Sedgefield \t \t - Labour to win by 1658 votes\n", "Slough \t \t - Labour to win by 1188 votes\n", "Southampton Test \t \t - Tories to win by 1147 votes\n", "Stalybridge & Hyde \t \t - Labour to win by 1616 votes\n", "Stoke-On-Trent Central \t \t - Labour to win by 1833 votes\n", "Tynemouth \t \t - Labour to win by 1449 votes\n", "Wells \t \t - Tories to win by 1618 votes\n", "Wirral South \t \t - Tories to win by 1042 votes\n", "Wrexham \t \t - Tories to win by 1854 votes\n", "Ynys Mon \t \t - Others to win by 1911 votes\n", "York Central \t \t - Labour to win by 1486 votes\n" ] } ], "source": [ "for m in range(650):\n", " if 1000<(np.sort(medcont[m])[-1]-np.sort(medcont[m])[-2])<2000:\n", " print GERes.loc[m+1,'Constituency Name']+\" \\t \\t - \"+names[np.argmax(medcont[m])]+\" to win by \"+str(int(np.sort(medcont[m])[-1]-np.sort(medcont[m])[-2]))+\" votes\"\n" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false }, "outputs": [], "source": [ "winnerstable=[]\n", "for m in range(650):\n", " winnerstable+=[[GERes.loc[m+1,'Constituency Name']+\"\\t\"+names[np.argmax(medcont[m])]+\" win by \"+str(int(np.sort(medcont[m])[-1]-np.sort(medcont[m])[-2]))+\" votes\",int(np.sort(medcont[m])[-1]-np.sort(medcont[m])[-2])]]\n", "winnerstable=np.array(winnerstable)\n", "winnerstable=winnerstable[winnerstable[:,1].astype(int).argsort()]\n", "\n", "fout=open(\"ConstWinners2.txt\",\"w\")\n", "fout.write(winnerstable[0,0]+\"\\n\")\n", "fout.close()\n", "for line in winnerstable[1:,0]:\n", " fout=open(\"ConstWinners2.txt\",\"a\")\n", " fout.write(line+\"\\n\")\n", " fout.close()" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": false }, "outputs": [], "source": [ "winnerstablefile=[]\n", "fout=open(\"ConstWinners2.txt\",\"r\")\n", "for line in fout:\n", " winnerstablefile+=[line]\n", "fout.close()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }