Linear regression
##
## Call:
## lm(formula = Outcome ~ Home.Team.Goals + Away.Team.Goals + Attendance,
## data = data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.11894 -0.37248 0.02285 0.36966 0.88069
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 3.787e-01 3.175e-02 11.927 <2e-16 ***
## Home.Team.Goals 1.905e-01 7.236e-03 26.329 <2e-16 ***
## Away.Team.Goals -1.827e-01 1.064e-02 -17.166 <2e-16 ***
## Attendance 7.729e-07 4.969e-07 1.556 0.12
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3375 on 846 degrees of freedom
## (3722 observations deleted due to missingness)
## Multiple R-squared: 0.5369, Adjusted R-squared: 0.5353
## F-statistic: 327 on 3 and 846 DF, p-value: < 2.2e-16
## pred
## -0.880687201443631 -0.664785747056751 -0.323290091745596 -0.321222491378672
## 0 1 2 1 1
## 1 0 0 0 0
## pred
## -0.318601509761865 -0.314555969455143 -0.313479231387702 -0.307079371941402
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## -0.302580851883541 -0.150885498528576 -0.145768670704636 -0.145134864237018
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## -0.142550943479401 -0.141440236291636 -0.139198725613476 -0.138986168566409
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## -0.138254199389782 -0.138053236363464 -0.136448623891787 -0.130428275391342
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## -0.130000802485851 -0.129227867769244 -0.128223052637654 -0.12401991366316
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## -0.120411041464113 -0.118932377344036 -0.116834632523165 -0.114374461334619
## 0 1 1 2 1
## 1 0 0 0 0
## pred
## -0.114128628087531 -0.113769173437101 -0.11136770527981 -0.108189397725121
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## -0.107585695704244 -0.102092488680524 0.0302895849177864 0.0338783208069934
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.0341542585008221 0.0343219853343259 0.0370844540114798 0.0406237220788239
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.0414043861425971 0.0427136975453221 0.0427338338551614 0.0427392043909701
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.0433452252159976 0.0444211103343072 0.0451785863565822 0.0463975044046717
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.0464493310378919 0.0469903453323094 0.0480670833997506 0.0482317184943879
## 0 1 1 3 1
## 1 0 0 0 0
## pred
## 0.0496786522838765 0.0505458450287022 0.0513187797453094 0.0519317569827863
## 0 1 1 1 2
## 1 0 0 0 0
## pred
## 0.0529512178667836 0.0534776264160006 0.0542513340673243 0.0543332251400772
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.0551061598566843 0.0558737240374827 0.0619380898095673 0.062751297145853
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.0635257777318934 0.0653692270310014 0.066113563163094 0.0664520685617605
## 0 2 1 1 1
## 1 0 0 0 0
## pred
## 0.0666399317051035 0.067390451314929 0.0676872182388987 0.069860710661998
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.0705602565877349 0.0777485494521813 0.0920957236546355 0.209903340236602
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.211294622726495 0.213381546461334 0.215313883252852 0.218435766573228
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.219261220843357 0.219429760618785 0.220569839325781 0.220909157666371
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.221237654920929 0.221825858240267 0.223429697777227 0.223621385586946
## 0 1 1 2 1
## 1 0 0 0 0
## pred
## 0.223759740901218 0.224506395837461 0.224589099852138 0.225439328040406
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.225444698576214 0.225589277375427 0.226005889187679 0.226105597766121
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.226680661195277 0.227073232016898 0.227111918759936 0.227128190396192
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.227162932451232 0.228357929530314 0.228399627997803 0.22922670815178
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.230179736657357 0.230737795522747 0.230772577584995 0.230836691159266
## 0 1 1 2 1
## 1 0 0 0 0
## pred
## 0.231241708950768 0.231287352106255 0.231545512301602 0.231589529573241
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.23199300149531 0.233091381734816 0.233231242911315 0.234024273930553
## 0 1 1 1 2
## 1 0 0 0 0
## pred
## 0.234120117835413 0.234256154345536 0.234267748366285 0.234524362692198
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.234534410843514 0.234565328232178 0.2348219825653 0.235594064332775
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.236233321350617 0.236265784608714 0.236924364994471 0.237038719325321
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.238779408314328 0.238971056116839 0.239053720124309 0.23963651290063
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.240467457728191 0.243108615662045 0.243434021177736 0.243446388133202
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.243912467767316 0.244262607193939 0.244346084143333 0.244374562706225
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.244755659528719 0.245071016893095 0.245824668248995 0.246313935924607
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.246617739275441 0.247004206633745 0.250625365773842 0.252569296586108
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.253017638728948 0.253373188698587 0.254221871017422 0.255583781988084
## 0 1 2 1 1
## 1 0 0 0 0
## pred
## 0.259906725843653 0.260446314290259 0.260682752299126 0.260695892189308
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.261084718358969 0.261295769543811 0.264246021349893 0.266989206666339
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.268545124250869 0.269419313415352 0.27619254033698 0.288825345338
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.383101737407578 0.384836975846361 0.386340333870162 0.387198291405596
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.390215055604514 0.392145073591882 0.392643576476886 0.393381769138453
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.393921237563438 0.393946744409086 0.3940774103834 0.39415470385506
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.394309290798382 0.39601434477601 0.396865345898994 0.397091855778168
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.397168336307904 0.398019377438096 0.398102041445566 0.398217981653057
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.398367158053362 0.400370644846015 0.400428534935346 0.400434798427493
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.40172946407781 0.4018593171102 0.401966715028601 0.402105883284798
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.402347811851096 0.402399598477109 0.403289246335924 0.403512584461816
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.403528816090864 0.404202855170953 0.404425460369336 0.404958745316587
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.405550813309509 0.405571722554064 0.405632784396676 0.405831388611637
## 0 1 1 1 2
## 1 0 0 0 0
## pred
## 0.405955098173502 0.406299827057108 0.406588051691988 0.406686987335714
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.407095176880497 0.407320873817746 0.407494744121775 0.40754258605979
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.407546570754996 0.408150192761458 0.408290906887088 0.40838207317644
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.408818048363814 0.408903071182641 0.409215336808151 0.409778726202142
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.410082529552976 0.410159823024637 0.410305174758567 0.41038633290381
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.410927387205435 0.411087344684565 0.411241931627887 0.411247382178111
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.41131686628819 0.411681731481636 0.411932202337025 0.412237471542877
## 0 1 1 1 2
## 1 0 0 0 0
## pred
## 0.412259806635244 0.412401333702798 0.41253968901707 0.41337295264878
## 0 1 2 1 1
## 1 0 0 0 0
## pred
## 0.413415424050986 0.413478071770239 0.413560735777708 0.413643399785178
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.413744694240261 0.413787165642467 0.413947203136012 0.414220822025691
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.414704719165494 0.414751055241283 0.415106605210923 0.415572684845037
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.41579687592006 0.41587953992753 0.416056541977633 0.416158449338602
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.416378855754458 0.416595277475108 0.41687739864667 0.416892857341002
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.417193528945762 0.417353486424892 0.417971834198178 0.418254035384154
## 0 1 1 2 2
## 1 0 0 0 0
## pred
## 0.41838539427877 0.418888614786489 0.418899355858106 0.419202386274224
## 0 2 2 3 1
## 1 0 0 0 0
## pred
## 0.419744213510565 0.420130680868869 0.420202603804721 0.420765140249581
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.420784623646326 0.42129008294378 0.421676550302083 0.421890653218583
## 0 1 2 1 1
## 1 0 0 0 0
## pred
## 0.422063017660387 0.423389413641292 0.423768844572731 0.424816211120941
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.425332491504428 0.425336436192426 0.42581712157174 0.425931595924213
## 0 1 1 1 1
## 1 0 0 0 0
## pred
## 0.42661796195256 0.426808023878431 0.427114146033414 0.427168291470785
## 0 2 1 1 1
## 1 0 0 0 0
## pred
## 0.427257911890703 0.427267187107303 0.427359206345787 0.427597270238501
## 0 1 1 1 2
## 1 0 0 0 0
## pred
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## 0 1 2 1 1
## 1 0 0 0 0
## pred
## 0.428936766102382 0.428949053043432 0.429102094117321 0.429276857377689
## 0 1 1 2 1
## 1 0 0 0 0
## pred
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## 0 1 1 1 1
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## pred
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## 0 2 1 1 1
## 1 0 0 0 0
## pred
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## 0 1 1 1 1
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## pred
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## 0 1 1 2 1
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## pred
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## 0 1 1 2 1
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## pred
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## 0 1 1 1 1
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## pred
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## 0 1 1 1 1
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## pred
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## 0 1 1 1 1
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## pred
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## 0 1 1 1 1
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## pred
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## 0 1 1 1 1
## 1 0 0 0 0
## pred
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## 0 1 0 0 0
## 1 0 1 1 1
## pred
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## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.578488731480988 0.579029785782613 0.579207520760225 0.579344330205065
## 0 0 0 0 0
## 1 1 1 1 1
## pred
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## 0 0 0 0 0
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## pred
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## 0 0 0 0 0
## 1 1 1 1 1
## pred
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## 0 0 0 0 0
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## pred
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## 0 0 0 0 0
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## pred
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## 0 0 0 0 0
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## pred
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## 0 0 0 0 0
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## pred
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## 0 0 0 0 0
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## pred
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## pred
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## pred
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## pred
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## pred
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## 0 0 0 0 0
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## pred
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## 0 0 0 0 0
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## pred
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## pred
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## 0 0 0 0 0
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## pred
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## 0 0 0 0 0
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## pred
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## 0 0 0 0 0
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## pred
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## 0 0 0 0 0
## 1 1 1 2 1
## pred
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## 0 0 0 0 0
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## pred
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## pred
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## pred
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## pred
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## pred
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## pred
## 0.61026171886935 0.61034438287682 0.611724924295095 0.611990733823193
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## pred
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## pred
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## pred
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## pred
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## pred
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## pred
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## 0 0 0 0 0
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## pred
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## 0 0 0 0 0
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## pred
## 0.624864814477417 0.624918106965655 0.625391915946935 0.625432881486915
## 0 0 0 0 0
## 1 3 1 1 1
## pred
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## 0 0 0 0 0
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## pred
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## 0 0 0 0 0
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## pred
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## pred
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## pred
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## pred
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## pred
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## pred
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## pred
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## pred
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## 1 1 1 1 1
## pred
## 0.665588385884089 0.671832072510427 0.673415855751962 0.711400226537394
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.767168198083682 0.767834467809397 0.76951324200666 0.770397519329666
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.770706693216309 0.771325040989595 0.772095616894845 0.772870910422809
## 0 0 0 0 0
## 1 1 1 1 2
## pred
## 0.774367272026953 0.774894413503679 0.775027398282143 0.775113154028479
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.775576181930934 0.775695213877291 0.775773240276461 0.776147380686507
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.776220769477377 0.778498608087218 0.779137052163136 0.779681238210834
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.780754071597485 0.780989003744126 0.781251801547773 0.781359239473381
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.782311455037033 0.78268950012787 0.78276447479538 0.783658760262495
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.783754604167354 0.783774660462778 0.784088511964928 0.784387637700255
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.784563093880925 0.784630259186855 0.78485139853022 0.785050775679897
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.785075549598036 0.785418692605002 0.7860934646126 0.786193173191042
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.787556670038345 0.788011888579219 0.788051308249766 0.788399941814163
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.78964741843956 0.79064295835455 0.790833060287627 0.79098850018008
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.791081985273582 0.79142134362138 0.791516414591523 0.791586671636319
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.792276942345457 0.792967213054595 0.793353680412898 0.793636534511969
## 0 0 0 0 0
## 1 1 2 1 1
## pred
## 0.794899549846112 0.795286017204416 0.796297015813738 0.79683188663763
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.796858126410787 0.796909180109291 0.796997214652569 0.797419317022252
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.798140425105639 0.798672977125381 0.799095039487856 0.799233354794921
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.799588131829844 0.801237614522291 0.801685103715999 0.801767847737883
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.80224242965388 0.802829087103785 0.803098028377957 0.804652400093054
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.8057808847793 0.806272431251855 0.807154429777919 0.807164437922027
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.80726182769632 0.8077356366776 0.808422815647871 0.808508571394207
## 0 0 0 0 0
## 1 1 2 1 1
## pred
## 0.809971776819952 0.81013710483489 0.810744711536559 0.810788768815405
## 0 0 0 0 0
## 1 1 2 2 1
## pred
## 0.811690783629686 0.812199374673213 0.812724930273299 0.812743480706497
## 0 0 0 0 0
## 1 1 2 1 1
## pred
## 0.813919114410457 0.814276130235114 0.815544596119482 0.816389453771941
## 0 0 0 0 0
## 1 1 1 1 2
## pred
## 0.816776694064961 0.817273611073324 0.817788425601792 0.82062741481589
## 0 0 0 0 0
## 1 2 1 1 1
## pred
## 0.822385881303379 0.822794723761257 0.822829505823504 0.824244016362102
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.825843791189442 0.82636873388364 0.827760016373533 0.828182038728801
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.829278913106081 0.83128158695681 0.832760943997189 0.832821232905084
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.834557204271376 0.835687314841471 0.837107155908671 0.848232045292005
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.848293880069333 0.85027096706 0.869819338992126 0.955918774680303
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.957397398793172 0.958750807481951 0.960711742857984 0.961495458653416
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.96399748833828 0.964397868521483 0.964428785910147 0.964934285214808
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.966623107563387 0.967794143666255 0.968030661689537 0.969910438920325
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.972056025679211 0.972122578079255 0.972443265972232 0.973281980154165
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.974424377665311 0.974494674717314 0.975696548194431 0.976088506110166
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.976610969971385 0.976611009978592 0.977687708038826 0.978079545932938
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.978814606848432 0.97957362874014 0.979702708837813 0.981248578271028
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.981281814463842 0.982866330632886 0.983493993629979 0.983952343916927
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.984359680512579 0.986659121287278 0.986819078766408 0.98889526142963
## 0 0 0 0 0
## 1 1 1 1 2
## pred
## 0.989372122142569 0.990523794870313 0.99130759068016 0.992061202028853
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.992759935012665 0.993229066378438 0.993698197744211 0.994440295086569
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.994681410710943 0.994908653517625 0.996491663824445 0.998791797519445
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 0.998946464477181 1.00048928217874 1.00431600194624 1.00622511068906
## 0 0 0 0 0
## 1 1 2 1 1
## pred
## 1.01471205389902 1.01584900085995 1.02151697114403 1.02157567417529
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.02655882430046 1.03169107081153 1.04108300055302 1.14988666061402
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.15104606268893 1.15491537388027 1.16044958645118 1.16403673646374
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.16472700717288 1.16790141004678 1.16794005678261 1.16917138179337
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.17168883016536 1.17400222377216 1.17554809320538 1.1769694001276
## 0 0 0 0 0
## 1 1 2 1 1
## pred
## 1.18024830921707 1.18285696388562 1.18447394331276 1.18919812030066
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.18958458765896 1.19488846568432 1.20260080828663 1.20358703297781
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.20387537763431 1.21148955752761 1.22042313698216 1.33682315943077
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.34169496694954 1.34484772765137 1.35137983894863 1.35178558966764
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.35920734882371 1.35957831748047 1.36004744884625 1.36645206592247
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.36854436019312 1.37379494573024 1.3839257610536 1.39543166724501
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.39699917885029 1.39800391396747 1.40082752450165 1.45717833001589
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.52875745412509 1.53455446449965 1.54893642076435 1.54905317391376
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.55064310062582 1.5619936469392 1.63696286389987 1.71541028590084
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.73859832739906 1.76151120413816 1.90692023943575 1.90824659540945
## 0 0 0 0 0
## 1 1 1 1 1
## pred
## 1.92773846309285 2.10340170906788 2.11785558826843 2.11894306740749
## 0 0 0 0 0
## 1 1 1 1 1
## [1] "Accuracy = 9.90813648293963"
